{"category":{"kind":"product_category","slug":"industrial","name":"Industrial","tagline":null,"description":null,"synonyms":[],"target_queries":[],"added_via":"pr","added_at":"2026-09-05T02:49:49.870Z","updated_at":"2026-09-05T02:49:49.870Z","example":false,"profile_url":"/categories/industrial","is_stub":true,"member_count":95,"member_counts":{"product":95}},"members":[{"listing_type":"product","name":"SpecForge Liquid Ring Vacuum Pump Encyclopedia","slug":"specforge-liquid-ring-vacuum-pump-encyclopedia","tagline":"Liquid Ring Vacuum Pump selection encyclopedia — research, not a manufacturer","description":"Technical encyclopedia on Liquid Ring Vacuum Pump: types, specifications, selection criteria, and application notes for industrial instrumentation. SpecForge is research software, not a manufacturer.","url":"https://www.sourcebyspec.com/encyclopedia/liquid-ring-vacuum-pump.html","is_stealth":false,"normalized_domain":"sourcebyspec.com","normalized_url_key":"sourcebyspec.com/encyclopedia/liquid-ring-vacuum-pump.html","parent_slug":"specforge","parent":{"slug":"specforge","name":"SpecForge","listing_type":"company","profile_url":"/companies/specforge"},"type_data":{"product_kind":"saas","platforms":["web"],"use_cases":["Liquid Ring Vacuum Pump selection research","Industrial instrumentation encyclopedia"]},"logo":null,"links":[],"entry_points":[{"kind":"homepage","url":"https://www.sourcebyspec.com/encyclopedia/liquid-ring-vacuum-pump.html","audience":"any","primary":false,"listed_by":"community","derived_from":"url","on_listing_domain":true}],"primary_entry_points":{"human":{"kind":"homepage","url":"https://www.sourcebyspec.com/encyclopedia/liquid-ring-vacuum-pump.html","audience":"any","primary":false,"listed_by":"community","derived_from":"url","on_listing_domain":true},"agent":null},"founders":[],"media":null,"categories":["Developer Tools","Industrial","SaaS"],"stage":null,"founded_year":null,"location":null,"pricing":null,"twitter":null,"github":null,"linkedin":null,"contact_email":"zechengli64@gmail.com","added_at":"2026-11-03T01:07:22.055Z","added_via":"web","geo":null,"agents":null,"featured_until":null,"example":false,"ownership_status":"unclaimed","claimed_by_agent_id":null,"claimed_via_claim_id":null,"claimed_at":null,"updated_at":"2026-11-03T01:07:22.055Z","is_featured":false,"category_memberships":[{"kind":"product_category","slug":"developer-tools","name":"Developer Tools","note":null,"profile_url":"/categories/developer-tools"},{"kind":"product_category","slug":"industrial","name":"Industrial","note":null,"profile_url":"/categories/industrial"},{"kind":"product_category","slug":"saas","name":"SaaS","note":null,"profile_url":"/categories/saas"}],"membership":{"note":null,"source":"listing","added_via":"web","added_at":"2026-11-03T01:07:22.055Z","updated_at":"2026-11-03T01:07:22.055Z"}},{"listing_type":"product","name":"SpecForge Instrument Manifold Encyclopedia","slug":"specforge-instrument-manifold-encyclopedia","tagline":"Instrument Manifold selection encyclopedia — research, not a manufacturer","description":"Technical encyclopedia on Instrument Manifold: types, specifications, selection criteria, and application notes for industrial instrumentation. SpecForge is research software, not a manufacturer.","url":"https://www.sourcebyspec.com/encyclopedia/instrument-manifold.html","is_stealth":false,"normalized_domain":"sourcebyspec.com","normalized_url_key":"sourcebyspec.com/encyclopedia/instrument-manifold.html","parent_slug":"specforge","parent":{"slug":"specforge","name":"SpecForge","listing_type":"company","profile_url":"/companies/specforge"},"type_data":{"product_kind":"saas","platforms":["web"],"use_cases":["Instrument Manifold selection research","Industrial instrumentation encyclopedia"]},"logo":null,"links":[],"entry_points":[{"kind":"homepage","url":"https://www.sourcebyspec.com/encyclopedia/instrument-manifold.html","audience":"any","primary":false,"listed_by":"community","derived_from":"url","on_listing_domain":true}],"primary_entry_points":{"human":{"kind":"homepage","url":"https://www.sourcebyspec.com/encyclopedia/instrument-manifold.html","audience":"any","primary":false,"listed_by":"community","derived_from":"url","on_listing_domain":true},"agent":null},"founders":[],"media":null,"categories":["Developer Tools","Industrial","SaaS"],"stage":null,"founded_year":null,"location":null,"pricing":null,"twitter":null,"github":null,"linkedin":null,"contact_email":"zechengli64@gmail.com","added_at":"2026-11-03T01:07:14.853Z","added_via":"web","geo":null,"agents":null,"featured_until":null,"example":false,"ownership_status":"unclaimed","claimed_by_agent_id":null,"claimed_via_claim_id":null,"claimed_at":null,"updated_at":"2026-11-03T01:07:14.853Z","is_featured":false,"category_memberships":[{"kind":"product_category","slug":"developer-tools","name":"Developer Tools","note":null,"profile_url":"/categories/developer-tools"},{"kind":"product_category","slug":"industrial","name":"Industrial","note":null,"profile_url":"/categories/industrial"},{"kind":"product_category","slug":"saas","name":"SaaS","note":null,"profile_url":"/categories/saas"}],"membership":{"note":null,"source":"listing","added_via":"web","added_at":"2026-11-03T01:07:14.853Z","updated_at":"2026-11-03T01:07:14.853Z"}},{"listing_type":"product","name":"SpecForge I/P Converter Encyclopedia","slug":"specforge-i-p-converter-encyclopedia","tagline":"I/P Converter selection encyclopedia — research, not a manufacturer","description":"Technical encyclopedia on I/P Converter: types, specifications, selection criteria, and application notes for industrial instrumentation. SpecForge is research software, not a manufacturer.","url":"https://www.sourcebyspec.com/encyclopedia/i-p-converter.html","is_stealth":false,"normalized_domain":"sourcebyspec.com","normalized_url_key":"sourcebyspec.com/encyclopedia/i-p-converter.html","parent_slug":"specforge","parent":{"slug":"specforge","name":"SpecForge","listing_type":"company","profile_url":"/companies/specforge"},"type_data":{"product_kind":"saas","platforms":["web"],"use_cases":["I/P Converter selection research","Industrial instrumentation encyclopedia"]},"logo":null,"links":[],"entry_points":[{"kind":"homepage","url":"https://www.sourcebyspec.com/encyclopedia/i-p-converter.html","audience":"any","primary":false,"listed_by":"community","derived_from":"url","on_listing_domain":true}],"primary_entry_points":{"human":{"kind":"homepage","url":"https://www.sourcebyspec.com/encyclopedia/i-p-converter.html","audience":"any","primary":false,"listed_by":"community","derived_from":"url","on_listing_domain":true},"agent":null},"founders":[],"media":null,"categories":["Developer Tools","Industrial","SaaS"],"stage":null,"founded_year":null,"location":null,"pricing":null,"twitter":null,"github":null,"linkedin":null,"contact_email":"zechengli64@gmail.com","added_at":"2026-11-03T01:07:07.647Z","added_via":"web","geo":null,"agents":null,"featured_until":null,"example":false,"ownership_status":"unclaimed","claimed_by_agent_id":null,"claimed_via_claim_id":null,"claimed_at":null,"updated_at":"2026-11-03T01:07:07.647Z","is_featured":false,"category_memberships":[{"kind":"product_category","slug":"developer-tools","name":"Developer Tools","note":null,"profile_url":"/categories/developer-tools"},{"kind":"product_category","slug":"industrial","name":"Industrial","note":null,"profile_url":"/categories/industrial"},{"kind":"product_category","slug":"saas","name":"SaaS","note":null,"profile_url":"/categories/saas"}],"membership":{"note":null,"source":"listing","added_via":"web","added_at":"2026-11-03T01:07:07.647Z","updated_at":"2026-11-03T01:07:07.647Z"}},{"listing_type":"product","name":"SpecForge Flow Switch Encyclopedia","slug":"specforge-flow-switch-encyclopedia","tagline":"Flow Switch selection encyclopedia — research, not a manufacturer","description":"Technical encyclopedia on Flow Switch: types, specifications, selection criteria, and application notes for industrial instrumentation. SpecForge is research software, not a manufacturer.","url":"https://www.sourcebyspec.com/encyclopedia/flow-switch.html","is_stealth":false,"normalized_domain":"sourcebyspec.com","normalized_url_key":"sourcebyspec.com/encyclopedia/flow-switch.html","parent_slug":"specforge","parent":{"slug":"specforge","name":"SpecForge","listing_type":"company","profile_url":"/companies/specforge"},"type_data":{"product_kind":"saas","platforms":["web"],"use_cases":["Flow Switch selection research","Industrial instrumentation encyclopedia"]},"logo":null,"links":[],"entry_points":[{"kind":"homepage","url":"https://www.sourcebyspec.com/encyclopedia/flow-switch.html","audience":"any","primary":false,"listed_by":"community","derived_from":"url","on_listing_domain":true}],"primary_entry_points":{"human":{"kind":"homepage","url":"https://www.sourcebyspec.com/encyclopedia/flow-switch.html","audience":"any","primary":false,"listed_by":"community","derived_from":"url","on_listing_domain":true},"agent":null},"founders":[],"media":null,"categories":["Developer Tools","Industrial","SaaS"],"stage":null,"founded_year":null,"location":null,"pricing":null,"twitter":null,"github":null,"linkedin":null,"contact_email":"zechengli64@gmail.com","added_at":"2026-11-03T01:07:00.692Z","added_via":"web","geo":null,"agents":null,"featured_until":null,"example":false,"ownership_status":"unclaimed","claimed_by_agent_id":null,"claimed_via_claim_id":null,"claimed_at":null,"updated_at":"2026-11-03T01:07:00.692Z","is_featured":false,"category_memberships":[{"kind":"product_category","slug":"developer-tools","name":"Developer Tools","note":null,"profile_url":"/categories/developer-tools"},{"kind":"product_category","slug":"industrial","name":"Industrial","note":null,"profile_url":"/categories/industrial"},{"kind":"product_category","slug":"saas","name":"SaaS","note":null,"profile_url":"/categories/saas"}],"membership":{"note":null,"source":"listing","added_via":"web","added_at":"2026-11-03T01:07:00.692Z","updated_at":"2026-11-03T01:07:00.692Z"}},{"listing_type":"product","name":"SpecForge Flow Nozzle Encyclopedia","slug":"specforge-flow-nozzle-encyclopedia","tagline":"Flow Nozzle selection encyclopedia — research, not a manufacturer","description":"Technical encyclopedia on Flow Nozzle: types, specifications, selection criteria, and application notes for industrial instrumentation. SpecForge is research software, not a manufacturer.","url":"https://www.sourcebyspec.com/encyclopedia/flow-nozzle.html","is_stealth":false,"normalized_domain":"sourcebyspec.com","normalized_url_key":"sourcebyspec.com/encyclopedia/flow-nozzle.html","parent_slug":"specforge","parent":{"slug":"specforge","name":"SpecForge","listing_type":"company","profile_url":"/companies/specforge"},"type_data":{"product_kind":"saas","platforms":["web"],"use_cases":["Flow Nozzle selection research","Industrial instrumentation encyclopedia"]},"logo":null,"links":[],"entry_points":[{"kind":"homepage","url":"https://www.sourcebyspec.com/encyclopedia/flow-nozzle.html","audience":"any","primary":false,"listed_by":"community","derived_from":"url","on_listing_domain":true}],"primary_entry_points":{"human":{"kind":"homepage","url":"https://www.sourcebyspec.com/encyclopedia/flow-nozzle.html","audience":"any","primary":false,"listed_by":"community","derived_from":"url","on_listing_domain":true},"agent":null},"founders":[],"media":null,"categories":["Developer Tools","Industrial","SaaS"],"stage":null,"founded_year":null,"location":null,"pricing":null,"twitter":null,"github":null,"linkedin":null,"contact_email":"zechengli64@gmail.com","added_at":"2026-11-03T01:06:53.819Z","added_via":"web","geo":null,"agents":null,"featured_until":null,"example":false,"ownership_status":"unclaimed","claimed_by_agent_id":null,"claimed_via_claim_id":null,"claimed_at":null,"updated_at":"2026-11-03T01:06:53.819Z","is_featured":false,"category_memberships":[{"kind":"product_category","slug":"developer-tools","name":"Developer Tools","note":null,"profile_url":"/categories/developer-tools"},{"kind":"product_category","slug":"industrial","name":"Industrial","note":null,"profile_url":"/categories/industrial"},{"kind":"product_category","slug":"saas","name":"SaaS","note":null,"profile_url":"/categories/saas"}],"membership":{"note":null,"source":"listing","added_via":"web","added_at":"2026-11-03T01:06:53.819Z","updated_at":"2026-11-03T01:06:53.819Z"}},{"listing_type":"product","name":"SpecForge Explosion-Proof Light Encyclopedia","slug":"specforge-explosion-proof-light-encyclopedia","tagline":"Explosion-Proof Light selection encyclopedia — research, not a manufacturer","description":"Technical encyclopedia on Explosion-Proof Light: types, specifications, selection criteria, and application notes for industrial instrumentation. SpecForge is research software, not a manufacturer.","url":"https://www.sourcebyspec.com/encyclopedia/explosion-proof-light.html","is_stealth":false,"normalized_domain":"sourcebyspec.com","normalized_url_key":"sourcebyspec.com/encyclopedia/explosion-proof-light.html","parent_slug":"specforge","parent":{"slug":"specforge","name":"SpecForge","listing_type":"company","profile_url":"/companies/specforge"},"type_data":{"product_kind":"saas","platforms":["web"],"use_cases":["Explosion-Proof Light selection research","Industrial instrumentation encyclopedia"]},"logo":null,"links":[],"entry_points":[{"kind":"homepage","url":"https://www.sourcebyspec.com/encyclopedia/explosion-proof-light.html","audience":"any","primary":false,"listed_by":"community","derived_from":"url","on_listing_domain":true}],"primary_entry_points":{"human":{"kind":"homepage","url":"https://www.sourcebyspec.com/encyclopedia/explosion-proof-light.html","audience":"any","primary":false,"listed_by":"community","derived_from":"url","on_listing_domain":true},"agent":null},"founders":[],"media":null,"categories":["Developer Tools","Industrial","SaaS"],"stage":null,"founded_year":null,"location":null,"pricing":null,"twitter":null,"github":null,"linkedin":null,"contact_email":"zechengli64@gmail.com","added_at":"2026-11-03T01:06:46.575Z","added_via":"web","geo":null,"agents":null,"featured_until":null,"example":false,"ownership_status":"unclaimed","claimed_by_agent_id":null,"claimed_via_claim_id":null,"claimed_at":null,"updated_at":"2026-11-03T01:06:46.575Z","is_featured":false,"category_memberships":[{"kind":"product_category","slug":"developer-tools","name":"Developer Tools","note":null,"profile_url":"/categories/developer-tools"},{"kind":"product_category","slug":"industrial","name":"Industrial","note":null,"profile_url":"/categories/industrial"},{"kind":"product_category","slug":"saas","name":"SaaS","note":null,"profile_url":"/categories/saas"}],"membership":{"note":null,"source":"listing","added_via":"web","added_at":"2026-11-03T01:06:46.575Z","updated_at":"2026-11-03T01:06:46.575Z"}},{"listing_type":"product","name":"SpecForge Dual Plate Check Valve Encyclopedia","slug":"specforge-dual-plate-check-valve-encyclopedia","tagline":"Dual Plate Check Valve selection encyclopedia — research, not a manufacturer","description":"Technical encyclopedia on Dual Plate Check Valve: types, specifications, selection criteria, and application notes for industrial instrumentation. SpecForge is research software, not a manufacturer.","url":"https://www.sourcebyspec.com/encyclopedia/dual-plate-check-valve.html","is_stealth":false,"normalized_domain":"sourcebyspec.com","normalized_url_key":"sourcebyspec.com/encyclopedia/dual-plate-check-valve.html","parent_slug":"specforge","parent":{"slug":"specforge","name":"SpecForge","listing_type":"company","profile_url":"/companies/specforge"},"type_data":{"product_kind":"saas","platforms":["web"],"use_cases":["Dual Plate Check Valve selection research","Industrial instrumentation encyclopedia"]},"logo":null,"links":[],"entry_points":[{"kind":"homepage","url":"https://www.sourcebyspec.com/encyclopedia/dual-plate-check-valve.html","audience":"any","primary":false,"listed_by":"community","derived_from":"url","on_listing_domain":true}],"primary_entry_points":{"human":{"kind":"homepage","url":"https://www.sourcebyspec.com/encyclopedia/dual-plate-check-valve.html","audience":"any","primary":false,"listed_by":"community","derived_from":"url","on_listing_domain":true},"agent":null},"founders":[],"media":null,"categories":["Developer Tools","Industrial","SaaS"],"stage":null,"founded_year":null,"location":null,"pricing":null,"twitter":null,"github":null,"linkedin":null,"contact_email":"zechengli64@gmail.com","added_at":"2026-11-03T01:06:36.854Z","added_via":"web","geo":null,"agents":null,"featured_until":null,"example":false,"ownership_status":"unclaimed","claimed_by_agent_id":null,"claimed_via_claim_id":null,"claimed_at":null,"updated_at":"2026-11-03T01:06:36.854Z","is_featured":false,"category_memberships":[{"kind":"product_category","slug":"developer-tools","name":"Developer Tools","note":null,"profile_url":"/categories/developer-tools"},{"kind":"product_category","slug":"industrial","name":"Industrial","note":null,"profile_url":"/categories/industrial"},{"kind":"product_category","slug":"saas","name":"SaaS","note":null,"profile_url":"/categories/saas"}],"membership":{"note":null,"source":"listing","added_via":"web","added_at":"2026-11-03T01:06:36.854Z","updated_at":"2026-11-03T01:06:36.854Z"}},{"listing_type":"product","name":"SpecForge Directional Control Valve Encyclopedia","slug":"specforge-directional-control-valve-encyclopedia","tagline":"Directional Control Valve selection encyclopedia — research, not a manufacturer","description":"Technical encyclopedia on Directional Control Valve: types, specifications, selection criteria, and application notes for industrial instrumentation. SpecForge is research software, not a manufacturer.","url":"https://www.sourcebyspec.com/encyclopedia/directional-control-valve.html","is_stealth":false,"normalized_domain":"sourcebyspec.com","normalized_url_key":"sourcebyspec.com/encyclopedia/directional-control-valve.html","parent_slug":"specforge","parent":{"slug":"specforge","name":"SpecForge","listing_type":"company","profile_url":"/companies/specforge"},"type_data":{"product_kind":"saas","platforms":["web"],"use_cases":["Directional Control Valve selection research","Industrial instrumentation encyclopedia"]},"logo":null,"links":[],"entry_points":[{"kind":"homepage","url":"https://www.sourcebyspec.com/encyclopedia/directional-control-valve.html","audience":"any","primary":false,"listed_by":"community","derived_from":"url","on_listing_domain":true}],"primary_entry_points":{"human":{"kind":"homepage","url":"https://www.sourcebyspec.com/encyclopedia/directional-control-valve.html","audience":"any","primary":false,"listed_by":"community","derived_from":"url","on_listing_domain":true},"agent":null},"founders":[],"media":null,"categories":["Developer Tools","Industrial","SaaS"],"stage":null,"founded_year":null,"location":null,"pricing":null,"twitter":null,"github":null,"linkedin":null,"contact_email":"zechengli64@gmail.com","added_at":"2026-11-03T01:06:29.751Z","added_via":"web","geo":null,"agents":null,"featured_until":null,"example":false,"ownership_status":"unclaimed","claimed_by_agent_id":null,"claimed_via_claim_id":null,"claimed_at":null,"updated_at":"2026-11-03T01:06:29.751Z","is_featured":false,"category_memberships":[{"kind":"product_category","slug":"developer-tools","name":"Developer Tools","note":null,"profile_url":"/categories/developer-tools"},{"kind":"product_category","slug":"industrial","name":"Industrial","note":null,"profile_url":"/categories/industrial"},{"kind":"product_category","slug":"saas","name":"SaaS","note":null,"profile_url":"/categories/saas"}],"membership":{"note":null,"source":"listing","added_via":"web","added_at":"2026-11-03T01:06:29.751Z","updated_at":"2026-11-03T01:06:29.751Z"}},{"listing_type":"product","name":"SpecForge Back-Pressure Regulator Encyclopedia","slug":"specforge-back-pressure-regulator-encyclopedia","tagline":"Back-Pressure Regulator selection encyclopedia — research, not a manufacturer","description":"Technical encyclopedia on Back-Pressure Regulator: types, specifications, selection criteria, and application notes for industrial instrumentation. SpecForge is research software, not a manufacturer.","url":"https://www.sourcebyspec.com/encyclopedia/back-pressure-regulator.html","is_stealth":false,"normalized_domain":"sourcebyspec.com","normalized_url_key":"sourcebyspec.com/encyclopedia/back-pressure-regulator.html","parent_slug":"specforge","parent":{"slug":"specforge","name":"SpecForge","listing_type":"company","profile_url":"/companies/specforge"},"type_data":{"product_kind":"saas","platforms":["web"],"use_cases":["Back-Pressure Regulator selection research","Industrial instrumentation encyclopedia"]},"logo":null,"links":[],"entry_points":[{"kind":"homepage","url":"https://www.sourcebyspec.com/encyclopedia/back-pressure-regulator.html","audience":"any","primary":false,"listed_by":"community","derived_from":"url","on_listing_domain":true}],"primary_entry_points":{"human":{"kind":"homepage","url":"https://www.sourcebyspec.com/encyclopedia/back-pressure-regulator.html","audience":"any","primary":false,"listed_by":"community","derived_from":"url","on_listing_domain":true},"agent":null},"founders":[],"media":null,"categories":["Developer Tools","Industrial","SaaS"],"stage":null,"founded_year":null,"location":null,"pricing":null,"twitter":null,"github":null,"linkedin":null,"contact_email":"zechengli64@gmail.com","added_at":"2026-11-03T01:06:22.771Z","added_via":"web","geo":null,"agents":null,"featured_until":null,"example":false,"ownership_status":"unclaimed","claimed_by_agent_id":null,"claimed_via_claim_id":null,"claimed_at":null,"updated_at":"2026-11-03T01:06:22.771Z","is_featured":false,"category_memberships":[{"kind":"product_category","slug":"developer-tools","name":"Developer Tools","note":null,"profile_url":"/categories/developer-tools"},{"kind":"product_category","slug":"industrial","name":"Industrial","note":null,"profile_url":"/categories/industrial"},{"kind":"product_category","slug":"saas","name":"SaaS","note":null,"profile_url":"/categories/saas"}],"membership":{"note":null,"source":"listing","added_via":"web","added_at":"2026-11-03T01:06:22.771Z","updated_at":"2026-11-03T01:06:22.771Z"}},{"listing_type":"product","name":"SpecForge Angle Seat Valve Encyclopedia","slug":"specforge-angle-seat-valve-encyclopedia","tagline":"Angle Seat Valve selection encyclopedia — research, not a manufacturer","description":"Angle seat valve selection: media, Cv, air-pilot actuation, and RFQ language — SpecForge research, not a manufacturer.","url":"https://www.sourcebyspec.com/encyclopedia/angle-seat-valve.html","is_stealth":false,"normalized_domain":"sourcebyspec.com","normalized_url_key":"sourcebyspec.com/encyclopedia/angle-seat-valve.html","parent_slug":"specforge","parent":{"slug":"specforge","name":"SpecForge","listing_type":"company","profile_url":"/companies/specforge"},"type_data":{"product_kind":"saas","platforms":["web"],"use_cases":["Angle Seat Valve selection research","Industrial instrumentation encyclopedia"]},"logo":null,"links":[],"entry_points":[{"kind":"homepage","url":"https://www.sourcebyspec.com/encyclopedia/angle-seat-valve.html","audience":"any","primary":false,"listed_by":"community","derived_from":"url","on_listing_domain":true}],"primary_entry_points":{"human":{"kind":"homepage","url":"https://www.sourcebyspec.com/encyclopedia/angle-seat-valve.html","audience":"any","primary":false,"listed_by":"community","derived_from":"url","on_listing_domain":true},"agent":null},"founders":[],"media":null,"categories":["Developer Tools","Industrial","SaaS"],"stage":null,"founded_year":null,"location":null,"pricing":null,"twitter":null,"github":null,"linkedin":null,"contact_email":"zechengli64@gmail.com","added_at":"2026-11-03T01:04:37.164Z","added_via":"web","geo":null,"agents":null,"featured_until":null,"example":false,"ownership_status":"unclaimed","claimed_by_agent_id":null,"claimed_via_claim_id":null,"claimed_at":null,"updated_at":"2026-11-03T01:04:37.164Z","is_featured":false,"category_memberships":[{"kind":"product_category","slug":"developer-tools","name":"Developer Tools","note":null,"profile_url":"/categories/developer-tools"},{"kind":"product_category","slug":"industrial","name":"Industrial","note":null,"profile_url":"/categories/industrial"},{"kind":"product_category","slug":"saas","name":"SaaS","note":null,"profile_url":"/categories/saas"}],"membership":{"note":null,"source":"listing","added_via":"web","added_at":"2026-11-03T01:04:37.164Z","updated_at":"2026-11-03T01:04:37.164Z"}},{"listing_type":"product","name":"Wormsensing Monitoring Platform","slug":"wormsensing-monitoring-platform","tagline":"Sensing, data acquisition and analytics from mechanical signal to KPI","description":"The Wormsensing monitoring platform combines Dragonfly sensing, data acquisition and analytics in one chain so industrial teams can understand machines, processes and structures and turn mechanical events into maintenance and quality decisions.","url":"https://www.wormsensing.com/platform","is_stealth":false,"normalized_domain":"wormsensing.com","normalized_url_key":"wormsensing.com/platform","parent_slug":"wormsensing","parent":{"slug":"wormsensing","name":"Wormsensing","listing_type":"company","profile_url":"/companies/wormsensing"},"type_data":{"product_kind":"saas"},"logo":"https://www.wormsensing.com/logo/favicon.png","links":[],"entry_points":[{"kind":"homepage","url":"https://www.wormsensing.com/platform","audience":"any","primary":false,"listed_by":"community","derived_from":"url","on_listing_domain":true}],"primary_entry_points":{"human":{"kind":"homepage","url":"https://www.wormsensing.com/platform","audience":"any","primary":false,"listed_by":"community","derived_from":"url","on_listing_domain":true},"agent":null},"founders":[],"media":{"logo_asset_id":"e0a9475e-d95a-4167-90bd-81bfbb85c35d"},"categories":["Industrial","IoT","Analytics"],"stage":null,"founded_year":null,"location":null,"pricing":null,"twitter":null,"github":null,"linkedin":null,"contact_email":null,"added_at":"2026-11-02T13:22:33.253Z","added_via":"web","geo":null,"agents":null,"featured_until":null,"example":false,"ownership_status":"unclaimed","claimed_by_agent_id":null,"claimed_via_claim_id":null,"claimed_at":null,"updated_at":"2026-11-02T13:22:33.253Z","is_featured":false,"category_memberships":[{"kind":"product_category","slug":"analytics","name":"Analytics","note":null,"profile_url":"/categories/analytics"},{"kind":"product_category","slug":"industrial","name":"Industrial","note":null,"profile_url":"/categories/industrial"},{"kind":"product_category","slug":"iot","name":"IoT","note":null,"profile_url":"/categories/iot"}],"membership":{"note":null,"source":"listing","added_via":"web","added_at":"2026-11-02T13:22:33.253Z","updated_at":"2026-11-02T13:22:33.253Z"}},{"listing_type":"product","name":"Dragonfly Sensors","slug":"wormsensing-dragonfly","tagline":"Ultra-thin piezoelectric dynamic strain sensor in passive, IEPE and IO versions","description":"Dragonfly is Wormsensing's piezoceramic film sensor, about 150 µm thin, that bonds to a machine or structure and measures dynamic surface strain from 0.01 Hz to 100 kHz, picking up mechanical signals conventional vibration sensors can miss. It is offered in passive, IEPE and IO versions for predictive maintenance, process control and quality control.","url":"https://www.wormsensing.com/sensors","is_stealth":false,"normalized_domain":"wormsensing.com","normalized_url_key":"wormsensing.com/sensors","parent_slug":"wormsensing","parent":{"slug":"wormsensing","name":"Wormsensing","listing_type":"company","profile_url":"/companies/wormsensing"},"type_data":{"product_kind":"hardware"},"logo":"https://www.wormsensing.com/logo/favicon.png","links":[],"entry_points":[{"kind":"homepage","url":"https://www.wormsensing.com/sensors","audience":"any","primary":false,"listed_by":"community","derived_from":"url","on_listing_domain":true}],"primary_entry_points":{"human":{"kind":"homepage","url":"https://www.wormsensing.com/sensors","audience":"any","primary":false,"listed_by":"community","derived_from":"url","on_listing_domain":true},"agent":null},"founders":[],"media":{"logo_asset_id":"14b4e4a5-bfaa-480d-8261-c4f367eff166"},"categories":["Hardware","Industrial","IoT"],"stage":null,"founded_year":null,"location":null,"pricing":null,"twitter":null,"github":null,"linkedin":null,"contact_email":null,"added_at":"2026-11-02T13:22:24.160Z","added_via":"web","geo":null,"agents":null,"featured_until":null,"example":false,"ownership_status":"unclaimed","claimed_by_agent_id":null,"claimed_via_claim_id":null,"claimed_at":null,"updated_at":"2026-11-02T13:22:24.160Z","is_featured":false,"category_memberships":[{"kind":"product_category","slug":"hardware","name":"Hardware","note":null,"profile_url":"/categories/hardware"},{"kind":"product_category","slug":"industrial","name":"Industrial","note":null,"profile_url":"/categories/industrial"},{"kind":"product_category","slug":"iot","name":"IoT","note":null,"profile_url":"/categories/iot"}],"membership":{"note":null,"source":"listing","added_via":"web","added_at":"2026-11-02T13:22:24.160Z","updated_at":"2026-11-02T13:22:24.160Z"}},{"listing_type":"product","name":"SpecForge Clamp-on Ultrasonic Flow Meter Encyclopedia","slug":"specforge-clamp-on-ultrasonic-flow-meter-encyclopedia","tagline":"Clamp-on Ultrasonic Flow Meter selection encyclopedia — research, not a manufacturer","description":"Clamp-on ultrasonic flow meter transit-time retrofit: pipe conditions, accuracy limits, and when to choose in-line — SpecForge encyclopedia.","url":"https://www.sourcebyspec.com/encyclopedia/clamp-on-ultrasonic-flow-meter.html","is_stealth":false,"normalized_domain":"sourcebyspec.com","normalized_url_key":"sourcebyspec.com/encyclopedia/clamp-on-ultrasonic-flow-meter.html","parent_slug":"specforge","parent":{"slug":"specforge","name":"SpecForge","listing_type":"company","profile_url":"/companies/specforge"},"type_data":{"product_kind":"saas","platforms":["web"],"use_cases":["Clamp-on Ultrasonic Flow Meter selection research","Industrial instrumentation encyclopedia"]},"logo":null,"links":[],"entry_points":[{"kind":"homepage","url":"https://www.sourcebyspec.com/encyclopedia/clamp-on-ultrasonic-flow-meter.html","audience":"any","primary":false,"listed_by":"community","derived_from":"url","on_listing_domain":true}],"primary_entry_points":{"human":{"kind":"homepage","url":"https://www.sourcebyspec.com/encyclopedia/clamp-on-ultrasonic-flow-meter.html","audience":"any","primary":false,"listed_by":"community","derived_from":"url","on_listing_domain":true},"agent":null},"founders":[],"media":null,"categories":["Developer Tools","Industrial","SaaS"],"stage":null,"founded_year":null,"location":null,"pricing":null,"twitter":null,"github":null,"linkedin":null,"contact_email":"zechengli64@gmail.com","added_at":"2026-11-02T06:56:04.327Z","added_via":"web","geo":null,"agents":null,"featured_until":null,"example":false,"ownership_status":"unclaimed","claimed_by_agent_id":null,"claimed_via_claim_id":null,"claimed_at":null,"updated_at":"2026-11-02T06:56:04.327Z","is_featured":false,"category_memberships":[{"kind":"product_category","slug":"developer-tools","name":"Developer Tools","note":null,"profile_url":"/categories/developer-tools"},{"kind":"product_category","slug":"industrial","name":"Industrial","note":null,"profile_url":"/categories/industrial"},{"kind":"product_category","slug":"saas","name":"SaaS","note":null,"profile_url":"/categories/saas"}],"membership":{"note":null,"source":"listing","added_via":"web","added_at":"2026-11-02T06:56:04.327Z","updated_at":"2026-11-02T06:56:04.327Z"}},{"listing_type":"product","name":"SpecForge EtherCAT Encyclopedia","slug":"specforge-ethercat-encyclopedia","tagline":"EtherCAT selection encyclopedia — research, not a manufacturer","description":"EtherCAT industrial Ethernet fieldbus (IEC 61158): topology, cycle time, masters/slaves, and selection vs other buses — SpecForge research.","url":"https://www.sourcebyspec.com/encyclopedia/ethercat.html","is_stealth":false,"normalized_domain":"sourcebyspec.com","normalized_url_key":"sourcebyspec.com/encyclopedia/ethercat.html","parent_slug":"specforge","parent":{"slug":"specforge","name":"SpecForge","listing_type":"company","profile_url":"/companies/specforge"},"type_data":{"product_kind":"saas","platforms":["web"],"use_cases":["EtherCAT selection research","Industrial instrumentation encyclopedia"]},"logo":null,"links":[],"entry_points":[{"kind":"homepage","url":"https://www.sourcebyspec.com/encyclopedia/ethercat.html","audience":"any","primary":false,"listed_by":"community","derived_from":"url","on_listing_domain":true}],"primary_entry_points":{"human":{"kind":"homepage","url":"https://www.sourcebyspec.com/encyclopedia/ethercat.html","audience":"any","primary":false,"listed_by":"community","derived_from":"url","on_listing_domain":true},"agent":null},"founders":[],"media":null,"categories":["Developer Tools","Industrial","SaaS"],"stage":null,"founded_year":null,"location":null,"pricing":null,"twitter":null,"github":null,"linkedin":null,"contact_email":"zechengli64@gmail.com","added_at":"2026-11-02T06:55:58.345Z","added_via":"web","geo":null,"agents":null,"featured_until":null,"example":false,"ownership_status":"unclaimed","claimed_by_agent_id":null,"claimed_via_claim_id":null,"claimed_at":null,"updated_at":"2026-11-02T06:55:58.345Z","is_featured":false,"category_memberships":[{"kind":"product_category","slug":"developer-tools","name":"Developer Tools","note":null,"profile_url":"/categories/developer-tools"},{"kind":"product_category","slug":"industrial","name":"Industrial","note":null,"profile_url":"/categories/industrial"},{"kind":"product_category","slug":"saas","name":"SaaS","note":null,"profile_url":"/categories/saas"}],"membership":{"note":null,"source":"listing","added_via":"web","added_at":"2026-11-02T06:55:58.345Z","updated_at":"2026-11-02T06:55:58.345Z"}},{"listing_type":"product","name":"SpecForge Globe Control Valve Encyclopedia","slug":"specforge-globe-control-valve-encyclopedia","tagline":"Globe Control Valve selection encyclopedia — research, not a manufacturer","description":"Globe control valve IEC 60534 sizing, trim characteristics, cavitation, and actuator match — SpecForge selection encyclopedia.","url":"https://www.sourcebyspec.com/encyclopedia/globe-control-valve.html","is_stealth":false,"normalized_domain":"sourcebyspec.com","normalized_url_key":"sourcebyspec.com/encyclopedia/globe-control-valve.html","parent_slug":"specforge","parent":{"slug":"specforge","name":"SpecForge","listing_type":"company","profile_url":"/companies/specforge"},"type_data":{"product_kind":"saas","platforms":["web"],"use_cases":["Globe Control Valve selection research","Industrial instrumentation encyclopedia"]},"logo":null,"links":[],"entry_points":[{"kind":"homepage","url":"https://www.sourcebyspec.com/encyclopedia/globe-control-valve.html","audience":"any","primary":false,"listed_by":"community","derived_from":"url","on_listing_domain":true}],"primary_entry_points":{"human":{"kind":"homepage","url":"https://www.sourcebyspec.com/encyclopedia/globe-control-valve.html","audience":"any","primary":false,"listed_by":"community","derived_from":"url","on_listing_domain":true},"agent":null},"founders":[],"media":null,"categories":["Developer Tools","Industrial","SaaS"],"stage":null,"founded_year":null,"location":null,"pricing":null,"twitter":null,"github":null,"linkedin":null,"contact_email":"zechengli64@gmail.com","added_at":"2026-11-02T06:55:52.420Z","added_via":"web","geo":null,"agents":null,"featured_until":null,"example":false,"ownership_status":"unclaimed","claimed_by_agent_id":null,"claimed_via_claim_id":null,"claimed_at":null,"updated_at":"2026-11-02T06:55:52.420Z","is_featured":false,"category_memberships":[{"kind":"product_category","slug":"developer-tools","name":"Developer Tools","note":null,"profile_url":"/categories/developer-tools"},{"kind":"product_category","slug":"industrial","name":"Industrial","note":null,"profile_url":"/categories/industrial"},{"kind":"product_category","slug":"saas","name":"SaaS","note":null,"profile_url":"/categories/saas"}],"membership":{"note":null,"source":"listing","added_via":"web","added_at":"2026-11-02T06:55:52.420Z","updated_at":"2026-11-02T06:55:52.420Z"}},{"listing_type":"product","name":"SpecForge Hydrostatic Level Transmitter Encyclopedia","slug":"specforge-hydrostatic-level-transmitter-encyclopedia","tagline":"Hydrostatic Level Transmitter selection encyclopedia — research, not a manufacturer","description":"Hydrostatic level transmitter submersible and DP forms, density effects, venting, and tank geometry — SpecForge research.","url":"https://www.sourcebyspec.com/encyclopedia/hydrostatic-level-transmitter.html","is_stealth":false,"normalized_domain":"sourcebyspec.com","normalized_url_key":"sourcebyspec.com/encyclopedia/hydrostatic-level-transmitter.html","parent_slug":"specforge","parent":{"slug":"specforge","name":"SpecForge","listing_type":"company","profile_url":"/companies/specforge"},"type_data":{"product_kind":"saas","platforms":["web"],"use_cases":["Hydrostatic Level Transmitter selection research","Industrial instrumentation encyclopedia"]},"logo":null,"links":[],"entry_points":[{"kind":"homepage","url":"https://www.sourcebyspec.com/encyclopedia/hydrostatic-level-transmitter.html","audience":"any","primary":false,"listed_by":"community","derived_from":"url","on_listing_domain":true}],"primary_entry_points":{"human":{"kind":"homepage","url":"https://www.sourcebyspec.com/encyclopedia/hydrostatic-level-transmitter.html","audience":"any","primary":false,"listed_by":"community","derived_from":"url","on_listing_domain":true},"agent":null},"founders":[],"media":null,"categories":["Developer Tools","Industrial","SaaS"],"stage":null,"founded_year":null,"location":null,"pricing":null,"twitter":null,"github":null,"linkedin":null,"contact_email":"zechengli64@gmail.com","added_at":"2026-11-02T06:55:46.533Z","added_via":"web","geo":null,"agents":null,"featured_until":null,"example":false,"ownership_status":"unclaimed","claimed_by_agent_id":null,"claimed_via_claim_id":null,"claimed_at":null,"updated_at":"2026-11-02T06:55:46.533Z","is_featured":false,"category_memberships":[{"kind":"product_category","slug":"developer-tools","name":"Developer Tools","note":null,"profile_url":"/categories/developer-tools"},{"kind":"product_category","slug":"industrial","name":"Industrial","note":null,"profile_url":"/categories/industrial"},{"kind":"product_category","slug":"saas","name":"SaaS","note":null,"profile_url":"/categories/saas"}],"membership":{"note":null,"source":"listing","added_via":"web","added_at":"2026-11-02T06:55:46.533Z","updated_at":"2026-11-02T06:55:46.533Z"}},{"listing_type":"product","name":"SpecForge Absolute Encoder Encyclopedia","slug":"specforge-absolute-encoder-encyclopedia","tagline":"Absolute Encoder selection encyclopedia — research, not a manufacturer","description":"Absolute encoder SSI/BiSS/EnDat, single- vs multiturn, resolution and interface selection — SpecForge encyclopedia, not a manufacturer.","url":"https://www.sourcebyspec.com/encyclopedia/absolute-encoder.html","is_stealth":false,"normalized_domain":"sourcebyspec.com","normalized_url_key":"sourcebyspec.com/encyclopedia/absolute-encoder.html","parent_slug":"specforge","parent":{"slug":"specforge","name":"SpecForge","listing_type":"company","profile_url":"/companies/specforge"},"type_data":{"product_kind":"saas","platforms":["web"],"use_cases":["Absolute Encoder selection research","Industrial instrumentation encyclopedia"]},"logo":null,"links":[],"entry_points":[{"kind":"homepage","url":"https://www.sourcebyspec.com/encyclopedia/absolute-encoder.html","audience":"any","primary":false,"listed_by":"community","derived_from":"url","on_listing_domain":true}],"primary_entry_points":{"human":{"kind":"homepage","url":"https://www.sourcebyspec.com/encyclopedia/absolute-encoder.html","audience":"any","primary":false,"listed_by":"community","derived_from":"url","on_listing_domain":true},"agent":null},"founders":[],"media":null,"categories":["Developer Tools","Industrial","SaaS"],"stage":null,"founded_year":null,"location":null,"pricing":null,"twitter":null,"github":null,"linkedin":null,"contact_email":"zechengli64@gmail.com","added_at":"2026-11-02T06:55:39.875Z","added_via":"web","geo":null,"agents":null,"featured_until":null,"example":false,"ownership_status":"unclaimed","claimed_by_agent_id":null,"claimed_via_claim_id":null,"claimed_at":null,"updated_at":"2026-11-02T06:55:39.875Z","is_featured":false,"category_memberships":[{"kind":"product_category","slug":"developer-tools","name":"Developer Tools","note":null,"profile_url":"/categories/developer-tools"},{"kind":"product_category","slug":"industrial","name":"Industrial","note":null,"profile_url":"/categories/industrial"},{"kind":"product_category","slug":"saas","name":"SaaS","note":null,"profile_url":"/categories/saas"}],"membership":{"note":null,"source":"listing","added_via":"web","added_at":"2026-11-02T06:55:39.875Z","updated_at":"2026-11-02T06:55:39.875Z"}},{"listing_type":"product","name":"SpecForge Rupture Disk Encyclopedia","slug":"specforge-rupture-disk-encyclopedia","tagline":"Rupture Disk selection encyclopedia — research, not a manufacturer","description":"Rupture disk ASME UD stamp, burst set, holder style, and sizing against relief valves — SpecForge selection research.","url":"https://www.sourcebyspec.com/encyclopedia/rupture-disk.html","is_stealth":false,"normalized_domain":"sourcebyspec.com","normalized_url_key":"sourcebyspec.com/encyclopedia/rupture-disk.html","parent_slug":"specforge","parent":{"slug":"specforge","name":"SpecForge","listing_type":"company","profile_url":"/companies/specforge"},"type_data":{"product_kind":"saas","platforms":["web"],"use_cases":["Rupture Disk selection research","Industrial instrumentation encyclopedia"]},"logo":null,"links":[],"entry_points":[{"kind":"homepage","url":"https://www.sourcebyspec.com/encyclopedia/rupture-disk.html","audience":"any","primary":false,"listed_by":"community","derived_from":"url","on_listing_domain":true}],"primary_entry_points":{"human":{"kind":"homepage","url":"https://www.sourcebyspec.com/encyclopedia/rupture-disk.html","audience":"any","primary":false,"listed_by":"community","derived_from":"url","on_listing_domain":true},"agent":null},"founders":[],"media":null,"categories":["Developer Tools","Industrial","SaaS"],"stage":null,"founded_year":null,"location":null,"pricing":null,"twitter":null,"github":null,"linkedin":null,"contact_email":"zechengli64@gmail.com","added_at":"2026-11-02T06:55:34.035Z","added_via":"web","geo":null,"agents":null,"featured_until":null,"example":false,"ownership_status":"unclaimed","claimed_by_agent_id":null,"claimed_via_claim_id":null,"claimed_at":null,"updated_at":"2026-11-02T06:55:34.035Z","is_featured":false,"category_memberships":[{"kind":"product_category","slug":"developer-tools","name":"Developer Tools","note":null,"profile_url":"/categories/developer-tools"},{"kind":"product_category","slug":"industrial","name":"Industrial","note":null,"profile_url":"/categories/industrial"},{"kind":"product_category","slug":"saas","name":"SaaS","note":null,"profile_url":"/categories/saas"}],"membership":{"note":null,"source":"listing","added_via":"web","added_at":"2026-11-02T06:55:34.035Z","updated_at":"2026-11-02T06:55:34.035Z"}},{"listing_type":"product","name":"SpecForge Shell and Tube Heat Exchanger Encyclopedia","slug":"specforge-shell-and-tube-heat-exchanger-encyclopedia","tagline":"Shell and Tube Heat Exchanger selection encyclopedia — research, not a manufacturer","description":"Shell-and-tube heat exchanger TEMA types, ASME VIII, thermal duty, fouling, and RFQ packing — SpecForge encyclopedia, not a manufacturer.","url":"https://www.sourcebyspec.com/encyclopedia/shell-and-tube-heat-exchanger.html","is_stealth":false,"normalized_domain":"sourcebyspec.com","normalized_url_key":"sourcebyspec.com/encyclopedia/shell-and-tube-heat-exchanger.html","parent_slug":"specforge","parent":{"slug":"specforge","name":"SpecForge","listing_type":"company","profile_url":"/companies/specforge"},"type_data":{"product_kind":"saas","platforms":["web"],"use_cases":["Shell and Tube Heat Exchanger selection research","Industrial instrumentation encyclopedia"]},"logo":null,"links":[],"entry_points":[{"kind":"homepage","url":"https://www.sourcebyspec.com/encyclopedia/shell-and-tube-heat-exchanger.html","audience":"any","primary":false,"listed_by":"community","derived_from":"url","on_listing_domain":true}],"primary_entry_points":{"human":{"kind":"homepage","url":"https://www.sourcebyspec.com/encyclopedia/shell-and-tube-heat-exchanger.html","audience":"any","primary":false,"listed_by":"community","derived_from":"url","on_listing_domain":true},"agent":null},"founders":[],"media":null,"categories":["Developer Tools","Industrial","SaaS"],"stage":null,"founded_year":null,"location":null,"pricing":null,"twitter":null,"github":null,"linkedin":null,"contact_email":"zechengli64@gmail.com","added_at":"2026-11-02T06:55:23.139Z","added_via":"web","geo":null,"agents":null,"featured_until":null,"example":false,"ownership_status":"unclaimed","claimed_by_agent_id":null,"claimed_via_claim_id":null,"claimed_at":null,"updated_at":"2026-11-02T06:55:23.139Z","is_featured":false,"category_memberships":[{"kind":"product_category","slug":"developer-tools","name":"Developer Tools","note":null,"profile_url":"/categories/developer-tools"},{"kind":"product_category","slug":"industrial","name":"Industrial","note":null,"profile_url":"/categories/industrial"},{"kind":"product_category","slug":"saas","name":"SaaS","note":null,"profile_url":"/categories/saas"}],"membership":{"note":null,"source":"listing","added_via":"web","added_at":"2026-11-02T06:55:23.139Z","updated_at":"2026-11-02T06:55:23.139Z"}},{"listing_type":"product","name":"SpecForge Triple Offset Butterfly Valve Encyclopedia","slug":"specforge-triple-offset-butterfly-valve-encyclopedia","tagline":"Triple Offset Butterfly Valve selection encyclopedia — research, not a manufacturer","description":"Triple-offset butterfly valve geometry, API 609 Cat B, metal seats, and shutoff class — SpecForge selection research, not a manufacturer.","url":"https://www.sourcebyspec.com/encyclopedia/triple-offset-butterfly-valve.html","is_stealth":false,"normalized_domain":"sourcebyspec.com","normalized_url_key":"sourcebyspec.com/encyclopedia/triple-offset-butterfly-valve.html","parent_slug":"specforge","parent":{"slug":"specforge","name":"SpecForge","listing_type":"company","profile_url":"/companies/specforge"},"type_data":{"product_kind":"saas","platforms":["web"],"use_cases":["Triple Offset Butterfly Valve selection research","Industrial instrumentation encyclopedia"]},"logo":null,"links":[],"entry_points":[{"kind":"homepage","url":"https://www.sourcebyspec.com/encyclopedia/triple-offset-butterfly-valve.html","audience":"any","primary":false,"listed_by":"community","derived_from":"url","on_listing_domain":true}],"primary_entry_points":{"human":{"kind":"homepage","url":"https://www.sourcebyspec.com/encyclopedia/triple-offset-butterfly-valve.html","audience":"any","primary":false,"listed_by":"community","derived_from":"url","on_listing_domain":true},"agent":null},"founders":[],"media":null,"categories":["Developer Tools","Industrial","SaaS"],"stage":null,"founded_year":null,"location":null,"pricing":null,"twitter":null,"github":null,"linkedin":null,"contact_email":"zechengli64@gmail.com","added_at":"2026-11-02T06:55:17.074Z","added_via":"web","geo":null,"agents":null,"featured_until":null,"example":false,"ownership_status":"unclaimed","claimed_by_agent_id":null,"claimed_via_claim_id":null,"claimed_at":null,"updated_at":"2026-11-02T06:55:17.074Z","is_featured":false,"category_memberships":[{"kind":"product_category","slug":"developer-tools","name":"Developer Tools","note":null,"profile_url":"/categories/developer-tools"},{"kind":"product_category","slug":"industrial","name":"Industrial","note":null,"profile_url":"/categories/industrial"},{"kind":"product_category","slug":"saas","name":"SaaS","note":null,"profile_url":"/categories/saas"}],"membership":{"note":null,"source":"listing","added_via":"web","added_at":"2026-11-02T06:55:17.074Z","updated_at":"2026-11-02T06:55:17.074Z"}},{"listing_type":"product","name":"SpecForge Rotary Vane Pump Encyclopedia","slug":"specforge-rotary-vane-pump-encyclopedia","tagline":"Rotary Vane Pump selection encyclopedia — research, not a manufacturer","description":"Rotary vane pump oil-sealed vacuum and PD transfer: displacement, ultimate vacuum, oil mist, duty boundaries — SpecForge selection encyclopedia.","url":"https://www.sourcebyspec.com/encyclopedia/rotary-vane-pump.html","is_stealth":false,"normalized_domain":"sourcebyspec.com","normalized_url_key":"sourcebyspec.com/encyclopedia/rotary-vane-pump.html","parent_slug":"specforge","parent":{"slug":"specforge","name":"SpecForge","listing_type":"company","profile_url":"/companies/specforge"},"type_data":{"product_kind":"saas","platforms":["web"],"use_cases":["Rotary Vane Pump selection research","Industrial instrumentation encyclopedia"]},"logo":null,"links":[],"entry_points":[{"kind":"homepage","url":"https://www.sourcebyspec.com/encyclopedia/rotary-vane-pump.html","audience":"any","primary":false,"listed_by":"community","derived_from":"url","on_listing_domain":true}],"primary_entry_points":{"human":{"kind":"homepage","url":"https://www.sourcebyspec.com/encyclopedia/rotary-vane-pump.html","audience":"any","primary":false,"listed_by":"community","derived_from":"url","on_listing_domain":true},"agent":null},"founders":[],"media":null,"categories":["Developer Tools","Industrial","SaaS"],"stage":null,"founded_year":null,"location":null,"pricing":null,"twitter":null,"github":null,"linkedin":null,"contact_email":"zechengli64@gmail.com","added_at":"2026-11-02T06:55:10.479Z","added_via":"web","geo":null,"agents":null,"featured_until":null,"example":false,"ownership_status":"unclaimed","claimed_by_agent_id":null,"claimed_via_claim_id":null,"claimed_at":null,"updated_at":"2026-11-02T06:55:10.479Z","is_featured":false,"category_memberships":[{"kind":"product_category","slug":"developer-tools","name":"Developer Tools","note":null,"profile_url":"/categories/developer-tools"},{"kind":"product_category","slug":"industrial","name":"Industrial","note":null,"profile_url":"/categories/industrial"},{"kind":"product_category","slug":"saas","name":"SaaS","note":null,"profile_url":"/categories/saas"}],"membership":{"note":null,"source":"listing","added_via":"web","added_at":"2026-11-02T06:55:10.479Z","updated_at":"2026-11-02T06:55:10.479Z"}},{"listing_type":"product","name":"SpecForge Diaphragm Seal Encyclopedia","slug":"specforge-diaphragm-seal-encyclopedia","tagline":"Diaphragm Seal selection encyclopedia — research, not a manufacturer","description":"Diaphragm seal isolation, fill fluids, capillary effects, and RFQ language for pressure transmitters — SpecForge research, not a manufacturer.","url":"https://www.sourcebyspec.com/encyclopedia/diaphragm-seal.html","is_stealth":false,"normalized_domain":"sourcebyspec.com","normalized_url_key":"sourcebyspec.com/encyclopedia/diaphragm-seal.html","parent_slug":"specforge","parent":{"slug":"specforge","name":"SpecForge","listing_type":"company","profile_url":"/companies/specforge"},"type_data":{"product_kind":"saas","platforms":["web"],"use_cases":["Diaphragm Seal selection research","Industrial instrumentation encyclopedia"]},"logo":null,"links":[],"entry_points":[{"kind":"homepage","url":"https://www.sourcebyspec.com/encyclopedia/diaphragm-seal.html","audience":"any","primary":false,"listed_by":"community","derived_from":"url","on_listing_domain":true}],"primary_entry_points":{"human":{"kind":"homepage","url":"https://www.sourcebyspec.com/encyclopedia/diaphragm-seal.html","audience":"any","primary":false,"listed_by":"community","derived_from":"url","on_listing_domain":true},"agent":null},"founders":[],"media":null,"categories":["Developer Tools","Industrial","SaaS"],"stage":null,"founded_year":null,"location":null,"pricing":null,"twitter":null,"github":null,"linkedin":null,"contact_email":"zechengli64@gmail.com","added_at":"2026-11-02T06:55:04.412Z","added_via":"web","geo":null,"agents":null,"featured_until":null,"example":false,"ownership_status":"unclaimed","claimed_by_agent_id":null,"claimed_via_claim_id":null,"claimed_at":null,"updated_at":"2026-11-02T06:55:04.412Z","is_featured":false,"category_memberships":[{"kind":"product_category","slug":"developer-tools","name":"Developer Tools","note":null,"profile_url":"/categories/developer-tools"},{"kind":"product_category","slug":"industrial","name":"Industrial","note":null,"profile_url":"/categories/industrial"},{"kind":"product_category","slug":"saas","name":"SaaS","note":null,"profile_url":"/categories/saas"}],"membership":{"note":null,"source":"listing","added_via":"web","added_at":"2026-11-02T06:55:04.412Z","updated_at":"2026-11-02T06:55:04.412Z"}},{"listing_type":"product","name":"SpecForge IO-Link Encyclopedia","slug":"specforge-io-link-encyclopedia","tagline":"IO-Link IEC 61131-9 masters, IODD, and system selection","description":"Independent SpecForge encyclopedia for IO-Link (IEC 61131-9): COM modes, master classes, IODD, parameter server, diagnostics, and how to specify IO-Link systems. Neutral industrial networking research — not a manufacturer.","url":"https://www.sourcebyspec.com/encyclopedia/io-link.html","is_stealth":false,"normalized_domain":"sourcebyspec.com","normalized_url_key":"sourcebyspec.com/encyclopedia/io-link.html","parent_slug":"specforge","parent":{"slug":"specforge","name":"SpecForge","listing_type":"company","profile_url":"/companies/specforge"},"type_data":{"product_kind":"saas","pricing_model":"free","platforms":["web"],"free_tier":true,"use_cases":["IO-Link selection research","Industrial instrumentation encyclopedia"]},"logo":null,"links":[],"entry_points":[{"kind":"homepage","url":"https://www.sourcebyspec.com/encyclopedia/io-link.html","audience":"any","primary":false,"listed_by":"community","derived_from":"url","on_listing_domain":true}],"primary_entry_points":{"human":{"kind":"homepage","url":"https://www.sourcebyspec.com/encyclopedia/io-link.html","audience":"any","primary":false,"listed_by":"community","derived_from":"url","on_listing_domain":true},"agent":null},"founders":[],"media":null,"categories":["Developer Tools","Industrial","SaaS"],"stage":null,"founded_year":null,"location":null,"pricing":null,"twitter":null,"github":null,"linkedin":null,"contact_email":"zechengli64@gmail.com","added_at":"2026-11-02T02:55:33.749Z","added_via":"web","geo":null,"agents":null,"featured_until":null,"example":false,"ownership_status":"unclaimed","claimed_by_agent_id":null,"claimed_via_claim_id":null,"claimed_at":null,"updated_at":"2026-11-02T02:55:33.749Z","is_featured":false,"category_memberships":[{"kind":"product_category","slug":"developer-tools","name":"Developer Tools","note":null,"profile_url":"/categories/developer-tools"},{"kind":"product_category","slug":"industrial","name":"Industrial","note":null,"profile_url":"/categories/industrial"},{"kind":"product_category","slug":"saas","name":"SaaS","note":null,"profile_url":"/categories/saas"}],"membership":{"note":null,"source":"listing","added_via":"web","added_at":"2026-11-02T02:55:33.749Z","updated_at":"2026-11-02T02:55:33.749Z"}},{"listing_type":"product","name":"SpecForge IP Enclosure Rating Encyclopedia","slug":"specforge-ip-enclosure-rating-encyclopedia","tagline":"IEC 60529 IP codes decoded: IP66 IP67 IP69K selection","description":"Independent SpecForge encyclopedia for IEC 60529 IP enclosure ratings: first/second digits, dust and water tests, IP66/IP67/IP69K, and how to write IP into specs. Neutral electrical enclosure research — not a manufacturer.","url":"https://www.sourcebyspec.com/encyclopedia/ip-enclosure-rating.html","is_stealth":false,"normalized_domain":"sourcebyspec.com","normalized_url_key":"sourcebyspec.com/encyclopedia/ip-enclosure-rating.html","parent_slug":"specforge","parent":{"slug":"specforge","name":"SpecForge","listing_type":"company","profile_url":"/companies/specforge"},"type_data":{"product_kind":"saas","pricing_model":"free","platforms":["web"],"free_tier":true,"use_cases":["IP Enclosure Rating selection research","Industrial instrumentation encyclopedia"]},"logo":null,"links":[],"entry_points":[{"kind":"homepage","url":"https://www.sourcebyspec.com/encyclopedia/ip-enclosure-rating.html","audience":"any","primary":false,"listed_by":"community","derived_from":"url","on_listing_domain":true}],"primary_entry_points":{"human":{"kind":"homepage","url":"https://www.sourcebyspec.com/encyclopedia/ip-enclosure-rating.html","audience":"any","primary":false,"listed_by":"community","derived_from":"url","on_listing_domain":true},"agent":null},"founders":[],"media":null,"categories":["Developer Tools","Industrial","SaaS"],"stage":null,"founded_year":null,"location":null,"pricing":null,"twitter":null,"github":null,"linkedin":null,"contact_email":"zechengli64@gmail.com","added_at":"2026-11-02T02:55:28.600Z","added_via":"web","geo":null,"agents":null,"featured_until":null,"example":false,"ownership_status":"unclaimed","claimed_by_agent_id":null,"claimed_via_claim_id":null,"claimed_at":null,"updated_at":"2026-11-02T02:55:28.600Z","is_featured":false,"category_memberships":[{"kind":"product_category","slug":"developer-tools","name":"Developer Tools","note":null,"profile_url":"/categories/developer-tools"},{"kind":"product_category","slug":"industrial","name":"Industrial","note":null,"profile_url":"/categories/industrial"},{"kind":"product_category","slug":"saas","name":"SaaS","note":null,"profile_url":"/categories/saas"}],"membership":{"note":null,"source":"listing","added_via":"web","added_at":"2026-11-02T02:55:28.600Z","updated_at":"2026-11-02T02:55:28.600Z"}},{"listing_type":"product","name":"SpecForge Scotch Yoke Actuator Encyclopedia","slug":"specforge-scotch-yoke-actuator-encyclopedia","tagline":"Scotch yoke actuator torque curves, spring return, ISA 96","description":"Independent SpecForge encyclopedia for scotch yoke actuators: torque curves for ball/butterfly valves, spring-return sizing, ISA 96 standards, duty cycles. Neutral quarter-turn actuator research — not a manufacturer.","url":"https://www.sourcebyspec.com/encyclopedia/scotch-yoke-actuator.html","is_stealth":false,"normalized_domain":"sourcebyspec.com","normalized_url_key":"sourcebyspec.com/encyclopedia/scotch-yoke-actuator.html","parent_slug":"specforge","parent":{"slug":"specforge","name":"SpecForge","listing_type":"company","profile_url":"/companies/specforge"},"type_data":{"product_kind":"saas","pricing_model":"free","platforms":["web"],"free_tier":true,"use_cases":["Scotch Yoke Actuator selection research","Industrial instrumentation encyclopedia"]},"logo":null,"links":[],"entry_points":[{"kind":"homepage","url":"https://www.sourcebyspec.com/encyclopedia/scotch-yoke-actuator.html","audience":"any","primary":false,"listed_by":"community","derived_from":"url","on_listing_domain":true}],"primary_entry_points":{"human":{"kind":"homepage","url":"https://www.sourcebyspec.com/encyclopedia/scotch-yoke-actuator.html","audience":"any","primary":false,"listed_by":"community","derived_from":"url","on_listing_domain":true},"agent":null},"founders":[],"media":null,"categories":["Developer Tools","Industrial","SaaS"],"stage":null,"founded_year":null,"location":null,"pricing":null,"twitter":null,"github":null,"linkedin":null,"contact_email":"zechengli64@gmail.com","added_at":"2026-11-02T02:55:23.405Z","added_via":"web","geo":null,"agents":null,"featured_until":null,"example":false,"ownership_status":"unclaimed","claimed_by_agent_id":null,"claimed_via_claim_id":null,"claimed_at":null,"updated_at":"2026-11-02T02:55:23.405Z","is_featured":false,"category_memberships":[{"kind":"product_category","slug":"developer-tools","name":"Developer Tools","note":null,"profile_url":"/categories/developer-tools"},{"kind":"product_category","slug":"industrial","name":"Industrial","note":null,"profile_url":"/categories/industrial"},{"kind":"product_category","slug":"saas","name":"SaaS","note":null,"profile_url":"/categories/saas"}],"membership":{"note":null,"source":"listing","added_via":"web","added_at":"2026-11-02T02:55:23.405Z","updated_at":"2026-11-02T02:55:23.405Z"}},{"listing_type":"product","name":"SpecForge Thermowell Encyclopedia","slug":"specforge-thermowell-encyclopedia","tagline":"Thermowell wake frequency ASME PTC 19.3 TW and selection","description":"Independent SpecForge encyclopedia for thermowells: wake frequency sizing per ASME PTC 19.3 TW, immersion rules, materials, response time, and RFQ practice. Neutral temperature-sensor protection research — not a manufacturer.","url":"https://www.sourcebyspec.com/encyclopedia/thermowell.html","is_stealth":false,"normalized_domain":"sourcebyspec.com","normalized_url_key":"sourcebyspec.com/encyclopedia/thermowell.html","parent_slug":"specforge","parent":{"slug":"specforge","name":"SpecForge","listing_type":"company","profile_url":"/companies/specforge"},"type_data":{"product_kind":"saas","pricing_model":"free","platforms":["web"],"free_tier":true,"use_cases":["Thermowell selection research","Industrial instrumentation encyclopedia"]},"logo":null,"links":[],"entry_points":[{"kind":"homepage","url":"https://www.sourcebyspec.com/encyclopedia/thermowell.html","audience":"any","primary":false,"listed_by":"community","derived_from":"url","on_listing_domain":true}],"primary_entry_points":{"human":{"kind":"homepage","url":"https://www.sourcebyspec.com/encyclopedia/thermowell.html","audience":"any","primary":false,"listed_by":"community","derived_from":"url","on_listing_domain":true},"agent":null},"founders":[],"media":null,"categories":["Developer Tools","Industrial","SaaS"],"stage":null,"founded_year":null,"location":null,"pricing":null,"twitter":null,"github":null,"linkedin":null,"contact_email":"zechengli64@gmail.com","added_at":"2026-11-02T02:55:15.221Z","added_via":"web","geo":null,"agents":null,"featured_until":null,"example":false,"ownership_status":"unclaimed","claimed_by_agent_id":null,"claimed_via_claim_id":null,"claimed_at":null,"updated_at":"2026-11-02T02:55:15.221Z","is_featured":false,"category_memberships":[{"kind":"product_category","slug":"developer-tools","name":"Developer Tools","note":null,"profile_url":"/categories/developer-tools"},{"kind":"product_category","slug":"industrial","name":"Industrial","note":null,"profile_url":"/categories/industrial"},{"kind":"product_category","slug":"saas","name":"SaaS","note":null,"profile_url":"/categories/saas"}],"membership":{"note":null,"source":"listing","added_via":"web","added_at":"2026-11-02T02:55:15.221Z","updated_at":"2026-11-02T02:55:15.221Z"}},{"listing_type":"product","name":"SpecForge Metal-Seated Ball Valve Encyclopedia","slug":"specforge-metal-seated-ball-valve-encyclopedia","tagline":"Metal-seated ball valve hard seats, coatings, high-temp duty","description":"Independent SpecForge encyclopedia for metal-seated ball valves: hard seats and coatings, API 608/607 fire test, leakage classes, abrasive and high-temperature duty. Neutral selection research — not a manufacturer.","url":"https://www.sourcebyspec.com/encyclopedia/metal-seated-ball-valve.html","is_stealth":false,"normalized_domain":"sourcebyspec.com","normalized_url_key":"sourcebyspec.com/encyclopedia/metal-seated-ball-valve.html","parent_slug":"specforge","parent":{"slug":"specforge","name":"SpecForge","listing_type":"company","profile_url":"/companies/specforge"},"type_data":{"product_kind":"saas","pricing_model":"free","platforms":["web"],"free_tier":true,"use_cases":["Metal-Seated Ball Valve selection research","Industrial instrumentation encyclopedia"]},"logo":null,"links":[],"entry_points":[{"kind":"homepage","url":"https://www.sourcebyspec.com/encyclopedia/metal-seated-ball-valve.html","audience":"any","primary":false,"listed_by":"community","derived_from":"url","on_listing_domain":true}],"primary_entry_points":{"human":{"kind":"homepage","url":"https://www.sourcebyspec.com/encyclopedia/metal-seated-ball-valve.html","audience":"any","primary":false,"listed_by":"community","derived_from":"url","on_listing_domain":true},"agent":null},"founders":[],"media":null,"categories":["Developer Tools","Industrial","SaaS"],"stage":null,"founded_year":null,"location":null,"pricing":null,"twitter":null,"github":null,"linkedin":null,"contact_email":"zechengli64@gmail.com","added_at":"2026-11-02T02:55:10.122Z","added_via":"web","geo":null,"agents":null,"featured_until":null,"example":false,"ownership_status":"unclaimed","claimed_by_agent_id":null,"claimed_via_claim_id":null,"claimed_at":null,"updated_at":"2026-11-02T02:55:10.122Z","is_featured":false,"category_memberships":[{"kind":"product_category","slug":"developer-tools","name":"Developer Tools","note":null,"profile_url":"/categories/developer-tools"},{"kind":"product_category","slug":"industrial","name":"Industrial","note":null,"profile_url":"/categories/industrial"},{"kind":"product_category","slug":"saas","name":"SaaS","note":null,"profile_url":"/categories/saas"}],"membership":{"note":null,"source":"listing","added_via":"web","added_at":"2026-11-02T02:55:10.122Z","updated_at":"2026-11-02T02:55:10.122Z"}},{"listing_type":"product","name":"SpecForge Lobe Pump Encyclopedia","slug":"specforge-lobe-pump-encyclopedia","tagline":"Rotary lobe pump hygienic/viscous duty and CIP selection","description":"Independent SpecForge encyclopedia for rotary lobe pumps: timing gears, 3-A/EHEDG/ASME BPE sanitary standards, viscosity limits, seals, CIP practice. Neutral PD pump selection research — not a manufacturer.","url":"https://www.sourcebyspec.com/encyclopedia/lobe-pump.html","is_stealth":false,"normalized_domain":"sourcebyspec.com","normalized_url_key":"sourcebyspec.com/encyclopedia/lobe-pump.html","parent_slug":"specforge","parent":{"slug":"specforge","name":"SpecForge","listing_type":"company","profile_url":"/companies/specforge"},"type_data":{"product_kind":"saas","pricing_model":"free","platforms":["web"],"free_tier":true,"use_cases":["Lobe Pump selection research","Industrial instrumentation encyclopedia"]},"logo":null,"links":[],"entry_points":[{"kind":"homepage","url":"https://www.sourcebyspec.com/encyclopedia/lobe-pump.html","audience":"any","primary":false,"listed_by":"community","derived_from":"url","on_listing_domain":true}],"primary_entry_points":{"human":{"kind":"homepage","url":"https://www.sourcebyspec.com/encyclopedia/lobe-pump.html","audience":"any","primary":false,"listed_by":"community","derived_from":"url","on_listing_domain":true},"agent":null},"founders":[],"media":null,"categories":["Developer Tools","Industrial","SaaS"],"stage":null,"founded_year":null,"location":null,"pricing":null,"twitter":null,"github":null,"linkedin":null,"contact_email":"zechengli64@gmail.com","added_at":"2026-11-02T02:55:04.969Z","added_via":"web","geo":null,"agents":null,"featured_until":null,"example":false,"ownership_status":"unclaimed","claimed_by_agent_id":null,"claimed_via_claim_id":null,"claimed_at":null,"updated_at":"2026-11-02T02:55:04.969Z","is_featured":false,"category_memberships":[{"kind":"product_category","slug":"developer-tools","name":"Developer Tools","note":null,"profile_url":"/categories/developer-tools"},{"kind":"product_category","slug":"industrial","name":"Industrial","note":null,"profile_url":"/categories/industrial"},{"kind":"product_category","slug":"saas","name":"SaaS","note":null,"profile_url":"/categories/saas"}],"membership":{"note":null,"source":"listing","added_via":"web","added_at":"2026-11-02T02:55:04.969Z","updated_at":"2026-11-02T02:55:04.969Z"}},{"listing_type":"product","name":"SpecForge Floating Ball Valve Encyclopedia","slug":"specforge-floating-ball-valve-encyclopedia","tagline":"Floating ball valve seats, API 608 classes, and selection","description":"Independent SpecForge encyclopedia for floating ball valves: seat loads and torque, API 608 / ASME B16.34 classes, seat materials, fire-safe options. Neutral isolation-valve selection research — not a manufacturer.","url":"https://www.sourcebyspec.com/encyclopedia/floating-ball-valve.html","is_stealth":false,"normalized_domain":"sourcebyspec.com","normalized_url_key":"sourcebyspec.com/encyclopedia/floating-ball-valve.html","parent_slug":"specforge","parent":{"slug":"specforge","name":"SpecForge","listing_type":"company","profile_url":"/companies/specforge"},"type_data":{"product_kind":"saas","pricing_model":"free","platforms":["web"],"free_tier":true,"use_cases":["Floating Ball Valve selection research","Industrial instrumentation encyclopedia"]},"logo":null,"links":[],"entry_points":[{"kind":"homepage","url":"https://www.sourcebyspec.com/encyclopedia/floating-ball-valve.html","audience":"any","primary":false,"listed_by":"community","derived_from":"url","on_listing_domain":true}],"primary_entry_points":{"human":{"kind":"homepage","url":"https://www.sourcebyspec.com/encyclopedia/floating-ball-valve.html","audience":"any","primary":false,"listed_by":"community","derived_from":"url","on_listing_domain":true},"agent":null},"founders":[],"media":null,"categories":["Developer Tools","Industrial","SaaS"],"stage":null,"founded_year":null,"location":null,"pricing":null,"twitter":null,"github":null,"linkedin":null,"contact_email":"zechengli64@gmail.com","added_at":"2026-11-02T02:54:59.633Z","added_via":"web","geo":null,"agents":null,"featured_until":null,"example":false,"ownership_status":"unclaimed","claimed_by_agent_id":null,"claimed_via_claim_id":null,"claimed_at":null,"updated_at":"2026-11-02T02:54:59.633Z","is_featured":false,"category_memberships":[{"kind":"product_category","slug":"developer-tools","name":"Developer Tools","note":null,"profile_url":"/categories/developer-tools"},{"kind":"product_category","slug":"industrial","name":"Industrial","note":null,"profile_url":"/categories/industrial"},{"kind":"product_category","slug":"saas","name":"SaaS","note":null,"profile_url":"/categories/saas"}],"membership":{"note":null,"source":"listing","added_via":"web","added_at":"2026-11-02T02:54:59.633Z","updated_at":"2026-11-02T02:54:59.633Z"}},{"listing_type":"product","name":"SpecForge Articulated Arm CMM Encyclopedia","slug":"specforge-articulated-arm-cmm-encyclopedia","tagline":"Portable articulated arm CMM, ISO 10360-12, and selection","description":"Independent SpecForge encyclopedia for articulated arm CMMs: 6/7-axis arms, ISO 10360-12 accuracy, probe systems, and shop-floor practice. Neutral portable metrology research — not a manufacturer.","url":"https://www.sourcebyspec.com/encyclopedia/articulated-arm-cmm.html","is_stealth":false,"normalized_domain":"sourcebyspec.com","normalized_url_key":"sourcebyspec.com/encyclopedia/articulated-arm-cmm.html","parent_slug":"specforge","parent":{"slug":"specforge","name":"SpecForge","listing_type":"company","profile_url":"/companies/specforge"},"type_data":{"product_kind":"saas","pricing_model":"free","platforms":["web"],"free_tier":true,"use_cases":["Articulated Arm CMM selection research","Industrial instrumentation encyclopedia"]},"logo":null,"links":[],"entry_points":[{"kind":"homepage","url":"https://www.sourcebyspec.com/encyclopedia/articulated-arm-cmm.html","audience":"any","primary":false,"listed_by":"community","derived_from":"url","on_listing_domain":true}],"primary_entry_points":{"human":{"kind":"homepage","url":"https://www.sourcebyspec.com/encyclopedia/articulated-arm-cmm.html","audience":"any","primary":false,"listed_by":"community","derived_from":"url","on_listing_domain":true},"agent":null},"founders":[],"media":null,"categories":["Developer Tools","Industrial","SaaS"],"stage":null,"founded_year":null,"location":null,"pricing":null,"twitter":null,"github":null,"linkedin":null,"contact_email":"zechengli64@gmail.com","added_at":"2026-11-02T02:54:54.346Z","added_via":"web","geo":null,"agents":null,"featured_until":null,"example":false,"ownership_status":"unclaimed","claimed_by_agent_id":null,"claimed_via_claim_id":null,"claimed_at":null,"updated_at":"2026-11-02T02:54:54.346Z","is_featured":false,"category_memberships":[{"kind":"product_category","slug":"developer-tools","name":"Developer Tools","note":null,"profile_url":"/categories/developer-tools"},{"kind":"product_category","slug":"industrial","name":"Industrial","note":null,"profile_url":"/categories/industrial"},{"kind":"product_category","slug":"saas","name":"SaaS","note":null,"profile_url":"/categories/saas"}],"membership":{"note":null,"source":"listing","added_via":"web","added_at":"2026-11-02T02:54:54.346Z","updated_at":"2026-11-02T02:54:54.346Z"}},{"listing_type":"product","name":"SpecForge Gantry CMM Encyclopedia","slug":"specforge-gantry-cmm-encyclopedia","tagline":"Gantry CMM architecture, ISO 10360 accuracy, and selection","description":"Independent SpecForge encyclopedia for gantry CMMs: architecture, measuring volume, foundation requirements, probe systems, and ISO 10360 accuracy verification. Neutral metrology selection research — not a manufacturer.","url":"https://www.sourcebyspec.com/encyclopedia/gantry-cmm.html","is_stealth":false,"normalized_domain":"sourcebyspec.com","normalized_url_key":"sourcebyspec.com/encyclopedia/gantry-cmm.html","parent_slug":"specforge","parent":{"slug":"specforge","name":"SpecForge","listing_type":"company","profile_url":"/companies/specforge"},"type_data":{"product_kind":"saas","pricing_model":"free","platforms":["web"],"free_tier":true,"use_cases":["Gantry CMM selection research","Industrial instrumentation encyclopedia"]},"logo":null,"links":[],"entry_points":[{"kind":"homepage","url":"https://www.sourcebyspec.com/encyclopedia/gantry-cmm.html","audience":"any","primary":false,"listed_by":"community","derived_from":"url","on_listing_domain":true}],"primary_entry_points":{"human":{"kind":"homepage","url":"https://www.sourcebyspec.com/encyclopedia/gantry-cmm.html","audience":"any","primary":false,"listed_by":"community","derived_from":"url","on_listing_domain":true},"agent":null},"founders":[],"media":null,"categories":["Developer Tools","Industrial","SaaS"],"stage":null,"founded_year":null,"location":null,"pricing":null,"twitter":null,"github":null,"linkedin":null,"contact_email":"zechengli64@gmail.com","added_at":"2026-11-02T02:54:49.023Z","added_via":"web","geo":null,"agents":null,"featured_until":null,"example":false,"ownership_status":"unclaimed","claimed_by_agent_id":null,"claimed_via_claim_id":null,"claimed_at":null,"updated_at":"2026-11-02T02:54:49.023Z","is_featured":false,"category_memberships":[{"kind":"product_category","slug":"developer-tools","name":"Developer Tools","note":null,"profile_url":"/categories/developer-tools"},{"kind":"product_category","slug":"industrial","name":"Industrial","note":null,"profile_url":"/categories/industrial"},{"kind":"product_category","slug":"saas","name":"SaaS","note":null,"profile_url":"/categories/saas"}],"membership":{"note":null,"source":"listing","added_via":"web","added_at":"2026-11-02T02:54:49.023Z","updated_at":"2026-11-02T02:54:49.023Z"}},{"listing_type":"product","name":"SpecForge Wafer Butterfly Valve Encyclopedia","slug":"specforge-wafer-butterfly-valve-encyclopedia","tagline":"Wafer butterfly valve body styles, bolting, API 609 selection","description":"Independent SpecForge encyclopedia for wafer butterfly valves. Neutral industrial selection research — not a manufacturer.","url":"https://www.sourcebyspec.com/encyclopedia/wafer-butterfly-valve.html","is_stealth":false,"normalized_domain":"sourcebyspec.com","normalized_url_key":"sourcebyspec.com/encyclopedia/wafer-butterfly-valve.html","parent_slug":"specforge","parent":{"slug":"specforge","name":"SpecForge","listing_type":"company","profile_url":"/companies/specforge"},"type_data":{"product_kind":"saas","platforms":["web"],"use_cases":["Wafer butterfly valve selection"]},"logo":null,"links":[],"entry_points":[{"kind":"homepage","url":"https://www.sourcebyspec.com/encyclopedia/wafer-butterfly-valve.html","audience":"any","primary":false,"listed_by":"community","derived_from":"url","on_listing_domain":true}],"primary_entry_points":{"human":{"kind":"homepage","url":"https://www.sourcebyspec.com/encyclopedia/wafer-butterfly-valve.html","audience":"any","primary":false,"listed_by":"community","derived_from":"url","on_listing_domain":true},"agent":null},"founders":[],"media":null,"categories":["Developer Tools","Industrial","SaaS"],"stage":null,"founded_year":null,"location":null,"pricing":null,"twitter":null,"github":null,"linkedin":null,"contact_email":null,"added_at":"2026-11-02T02:54:42.589Z","added_via":"web","geo":null,"agents":null,"featured_until":null,"example":false,"ownership_status":"unclaimed","claimed_by_agent_id":null,"claimed_via_claim_id":null,"claimed_at":null,"updated_at":"2026-11-02T02:54:42.589Z","is_featured":false,"category_memberships":[{"kind":"product_category","slug":"developer-tools","name":"Developer Tools","note":null,"profile_url":"/categories/developer-tools"},{"kind":"product_category","slug":"industrial","name":"Industrial","note":null,"profile_url":"/categories/industrial"},{"kind":"product_category","slug":"saas","name":"SaaS","note":null,"profile_url":"/categories/saas"}],"membership":{"note":null,"source":"listing","added_via":"web","added_at":"2026-11-02T02:54:42.589Z","updated_at":"2026-11-02T02:54:42.589Z"}},{"listing_type":"product","name":"SpecForge FRL Unit Encyclopedia","slug":"specforge-frl-unit-encyclopedia","tagline":"Independent frl unit selection encyclopedia","description":"SpecForge pneumatic FRL filter regulator lubricator encyclopedia. Independent industrial instrumentation encyclopedia for engineers — types, specs, selection. Not a manufacturer; SpecForge provides research/reference tools.","url":"https://www.sourcebyspec.com/encyclopedia/frl-unit.html","is_stealth":false,"normalized_domain":"sourcebyspec.com","normalized_url_key":"sourcebyspec.com/encyclopedia/frl-unit.html","parent_slug":"specforge","parent":{"slug":"specforge","name":"SpecForge","listing_type":"company","profile_url":"/companies/specforge"},"type_data":{},"logo":null,"links":[],"entry_points":[{"kind":"homepage","url":"https://www.sourcebyspec.com/encyclopedia/frl-unit.html","audience":"any","primary":false,"listed_by":"community","derived_from":"url","on_listing_domain":true}],"primary_entry_points":{"human":{"kind":"homepage","url":"https://www.sourcebyspec.com/encyclopedia/frl-unit.html","audience":"any","primary":false,"listed_by":"community","derived_from":"url","on_listing_domain":true},"agent":null},"founders":[],"media":null,"categories":["Developer Tools","Industrial","SaaS"],"stage":null,"founded_year":null,"location":null,"pricing":null,"twitter":null,"github":null,"linkedin":null,"contact_email":null,"added_at":"2026-11-02T01:14:50.721Z","added_via":"web","geo":null,"agents":null,"featured_until":null,"example":false,"ownership_status":"unclaimed","claimed_by_agent_id":null,"claimed_via_claim_id":null,"claimed_at":null,"updated_at":"2026-11-02T01:14:50.721Z","is_featured":false,"category_memberships":[{"kind":"product_category","slug":"developer-tools","name":"Developer Tools","note":null,"profile_url":"/categories/developer-tools"},{"kind":"product_category","slug":"industrial","name":"Industrial","note":null,"profile_url":"/categories/industrial"},{"kind":"product_category","slug":"saas","name":"SaaS","note":null,"profile_url":"/categories/saas"}],"membership":{"note":null,"source":"listing","added_via":"web","added_at":"2026-11-02T01:14:50.721Z","updated_at":"2026-11-02T01:14:50.721Z"}},{"listing_type":"product","name":"SpecForge Combustible Gas Detector Encyclopedia","slug":"specforge-combustible-gas-detector-encyclopedia","tagline":"Independent combustible gas detector selection encyclopedia","description":"SpecForge combustible gas detector LEL selection encyclopedia. Independent industrial instrumentation encyclopedia for engineers — types, specs, selection. Not a manufacturer; SpecForge provides research/reference tools.","url":"https://www.sourcebyspec.com/encyclopedia/combustible-gas-detector.html","is_stealth":false,"normalized_domain":"sourcebyspec.com","normalized_url_key":"sourcebyspec.com/encyclopedia/combustible-gas-detector.html","parent_slug":"specforge","parent":{"slug":"specforge","name":"SpecForge","listing_type":"company","profile_url":"/companies/specforge"},"type_data":{},"logo":null,"links":[],"entry_points":[{"kind":"homepage","url":"https://www.sourcebyspec.com/encyclopedia/combustible-gas-detector.html","audience":"any","primary":false,"listed_by":"community","derived_from":"url","on_listing_domain":true}],"primary_entry_points":{"human":{"kind":"homepage","url":"https://www.sourcebyspec.com/encyclopedia/combustible-gas-detector.html","audience":"any","primary":false,"listed_by":"community","derived_from":"url","on_listing_domain":true},"agent":null},"founders":[],"media":null,"categories":["Developer Tools","Industrial","SaaS"],"stage":null,"founded_year":null,"location":null,"pricing":null,"twitter":null,"github":null,"linkedin":null,"contact_email":null,"added_at":"2026-11-02T01:14:45.709Z","added_via":"web","geo":null,"agents":null,"featured_until":null,"example":false,"ownership_status":"unclaimed","claimed_by_agent_id":null,"claimed_via_claim_id":null,"claimed_at":null,"updated_at":"2026-11-02T01:14:45.709Z","is_featured":false,"category_memberships":[{"kind":"product_category","slug":"developer-tools","name":"Developer Tools","note":null,"profile_url":"/categories/developer-tools"},{"kind":"product_category","slug":"industrial","name":"Industrial","note":null,"profile_url":"/categories/industrial"},{"kind":"product_category","slug":"saas","name":"SaaS","note":null,"profile_url":"/categories/saas"}],"membership":{"note":null,"source":"listing","added_via":"web","added_at":"2026-11-02T01:14:45.709Z","updated_at":"2026-11-02T01:14:45.709Z"}},{"listing_type":"product","name":"SpecForge Gear Pump Encyclopedia","slug":"specforge-gear-pump-encyclopedia","tagline":"Independent gear pump selection encyclopedia","description":"SpecForge external/internal gear pump selection encyclopedia. Independent industrial instrumentation encyclopedia for engineers — types, specs, selection criteria. Not a manufacturer; SpecForge provides research/reference tools for industrial specification.","url":"https://www.sourcebyspec.com/encyclopedia/gear-pump.html","is_stealth":false,"normalized_domain":"sourcebyspec.com","normalized_url_key":"sourcebyspec.com/encyclopedia/gear-pump.html","parent_slug":"specforge","parent":{"slug":"specforge","name":"SpecForge","listing_type":"company","profile_url":"/companies/specforge"},"type_data":{},"logo":null,"links":[],"entry_points":[{"kind":"homepage","url":"https://www.sourcebyspec.com/encyclopedia/gear-pump.html","audience":"any","primary":false,"listed_by":"community","derived_from":"url","on_listing_domain":true}],"primary_entry_points":{"human":{"kind":"homepage","url":"https://www.sourcebyspec.com/encyclopedia/gear-pump.html","audience":"any","primary":false,"listed_by":"community","derived_from":"url","on_listing_domain":true},"agent":null},"founders":[],"media":null,"categories":["Developer Tools","Industrial","SaaS"],"stage":null,"founded_year":null,"location":null,"pricing":null,"twitter":null,"github":null,"linkedin":null,"contact_email":null,"added_at":"2026-11-02T01:14:25.622Z","added_via":"web","geo":null,"agents":null,"featured_until":null,"example":false,"ownership_status":"unclaimed","claimed_by_agent_id":null,"claimed_via_claim_id":null,"claimed_at":null,"updated_at":"2026-11-02T01:14:25.622Z","is_featured":false,"category_memberships":[{"kind":"product_category","slug":"developer-tools","name":"Developer Tools","note":null,"profile_url":"/categories/developer-tools"},{"kind":"product_category","slug":"industrial","name":"Industrial","note":null,"profile_url":"/categories/industrial"},{"kind":"product_category","slug":"saas","name":"SaaS","note":null,"profile_url":"/categories/saas"}],"membership":{"note":null,"source":"listing","added_via":"web","added_at":"2026-11-02T01:14:25.622Z","updated_at":"2026-11-02T01:14:25.622Z"}},{"listing_type":"product","name":"SpecForge Deadweight Tester Encyclopedia","slug":"specforge-deadweight-tester-encyclopedia","tagline":"Independent deadweight tester selection encyclopedia","description":"SpecForge pressure deadweight tester calibration encyclopedia. Independent industrial instrumentation encyclopedia for engineers — types, specs, selection criteria. Not a manufacturer; SpecForge provides research/reference tools for industrial specification.","url":"https://www.sourcebyspec.com/encyclopedia/deadweight-tester.html","is_stealth":false,"normalized_domain":"sourcebyspec.com","normalized_url_key":"sourcebyspec.com/encyclopedia/deadweight-tester.html","parent_slug":"specforge","parent":{"slug":"specforge","name":"SpecForge","listing_type":"company","profile_url":"/companies/specforge"},"type_data":{},"logo":null,"links":[],"entry_points":[{"kind":"homepage","url":"https://www.sourcebyspec.com/encyclopedia/deadweight-tester.html","audience":"any","primary":false,"listed_by":"community","derived_from":"url","on_listing_domain":true}],"primary_entry_points":{"human":{"kind":"homepage","url":"https://www.sourcebyspec.com/encyclopedia/deadweight-tester.html","audience":"any","primary":false,"listed_by":"community","derived_from":"url","on_listing_domain":true},"agent":null},"founders":[],"media":null,"categories":["Developer Tools","Industrial","SaaS"],"stage":null,"founded_year":null,"location":null,"pricing":null,"twitter":null,"github":null,"linkedin":null,"contact_email":null,"added_at":"2026-11-02T01:14:20.012Z","added_via":"web","geo":null,"agents":null,"featured_until":null,"example":false,"ownership_status":"unclaimed","claimed_by_agent_id":null,"claimed_via_claim_id":null,"claimed_at":null,"updated_at":"2026-11-02T01:14:20.012Z","is_featured":false,"category_memberships":[{"kind":"product_category","slug":"developer-tools","name":"Developer Tools","note":null,"profile_url":"/categories/developer-tools"},{"kind":"product_category","slug":"industrial","name":"Industrial","note":null,"profile_url":"/categories/industrial"},{"kind":"product_category","slug":"saas","name":"SaaS","note":null,"profile_url":"/categories/saas"}],"membership":{"note":null,"source":"listing","added_via":"web","added_at":"2026-11-02T01:14:20.012Z","updated_at":"2026-11-02T01:14:20.012Z"}},{"listing_type":"product","name":"SpecForge Diaphragm Pump Encyclopedia","slug":"specforge-diaphragm-pump-encyclopedia","tagline":"Independent diaphragm pump selection encyclopedia","description":"SpecForge AODD / diaphragm pump selection encyclopedia. Independent industrial instrumentation encyclopedia for engineers — types, specs, selection criteria. Not a manufacturer; SpecForge provides research/reference tools for industrial specification.","url":"https://www.sourcebyspec.com/encyclopedia/diaphragm-pump.html","is_stealth":false,"normalized_domain":"sourcebyspec.com","normalized_url_key":"sourcebyspec.com/encyclopedia/diaphragm-pump.html","parent_slug":"specforge","parent":{"slug":"specforge","name":"SpecForge","listing_type":"company","profile_url":"/companies/specforge"},"type_data":{},"logo":null,"links":[],"entry_points":[{"kind":"homepage","url":"https://www.sourcebyspec.com/encyclopedia/diaphragm-pump.html","audience":"any","primary":false,"listed_by":"community","derived_from":"url","on_listing_domain":true}],"primary_entry_points":{"human":{"kind":"homepage","url":"https://www.sourcebyspec.com/encyclopedia/diaphragm-pump.html","audience":"any","primary":false,"listed_by":"community","derived_from":"url","on_listing_domain":true},"agent":null},"founders":[],"media":null,"categories":["Developer Tools","Industrial","SaaS"],"stage":null,"founded_year":null,"location":null,"pricing":null,"twitter":null,"github":null,"linkedin":null,"contact_email":null,"added_at":"2026-11-02T01:14:09.874Z","added_via":"web","geo":null,"agents":null,"featured_until":null,"example":false,"ownership_status":"unclaimed","claimed_by_agent_id":null,"claimed_via_claim_id":null,"claimed_at":null,"updated_at":"2026-11-02T01:14:09.874Z","is_featured":false,"category_memberships":[{"kind":"product_category","slug":"developer-tools","name":"Developer Tools","note":null,"profile_url":"/categories/developer-tools"},{"kind":"product_category","slug":"industrial","name":"Industrial","note":null,"profile_url":"/categories/industrial"},{"kind":"product_category","slug":"saas","name":"SaaS","note":null,"profile_url":"/categories/saas"}],"membership":{"note":null,"source":"listing","added_via":"web","added_at":"2026-11-02T01:14:09.874Z","updated_at":"2026-11-02T01:14:09.874Z"}},{"listing_type":"product","name":"SpecForge Ultrasonic Thickness Gauge Encyclopedia","slug":"specforge-ultrasonic-thickness-gauge-encyclopedia","tagline":"Independent ultrasonic thickness gauge selection encyclopedia","description":"SpecForge UT thickness gauge NDT selection encyclopedia. Independent industrial instrumentation encyclopedia for engineers — types, specs, selection criteria. Not a manufacturer; SpecForge provides research/reference tools for industrial specification.","url":"https://www.sourcebyspec.com/encyclopedia/ultrasonic-thickness-gauge.html","is_stealth":false,"normalized_domain":"sourcebyspec.com","normalized_url_key":"sourcebyspec.com/encyclopedia/ultrasonic-thickness-gauge.html","parent_slug":"specforge","parent":{"slug":"specforge","name":"SpecForge","listing_type":"company","profile_url":"/companies/specforge"},"type_data":{},"logo":null,"links":[],"entry_points":[{"kind":"homepage","url":"https://www.sourcebyspec.com/encyclopedia/ultrasonic-thickness-gauge.html","audience":"any","primary":false,"listed_by":"community","derived_from":"url","on_listing_domain":true}],"primary_entry_points":{"human":{"kind":"homepage","url":"https://www.sourcebyspec.com/encyclopedia/ultrasonic-thickness-gauge.html","audience":"any","primary":false,"listed_by":"community","derived_from":"url","on_listing_domain":true},"agent":null},"founders":[],"media":null,"categories":["Developer Tools","Industrial","SaaS"],"stage":null,"founded_year":null,"location":null,"pricing":null,"twitter":null,"github":null,"linkedin":null,"contact_email":null,"added_at":"2026-11-02T01:14:02.155Z","added_via":"web","geo":null,"agents":null,"featured_until":null,"example":false,"ownership_status":"unclaimed","claimed_by_agent_id":null,"claimed_via_claim_id":null,"claimed_at":null,"updated_at":"2026-11-02T01:14:02.155Z","is_featured":false,"category_memberships":[{"kind":"product_category","slug":"developer-tools","name":"Developer Tools","note":null,"profile_url":"/categories/developer-tools"},{"kind":"product_category","slug":"industrial","name":"Industrial","note":null,"profile_url":"/categories/industrial"},{"kind":"product_category","slug":"saas","name":"SaaS","note":null,"profile_url":"/categories/saas"}],"membership":{"note":null,"source":"listing","added_via":"web","added_at":"2026-11-02T01:14:02.155Z","updated_at":"2026-11-02T01:14:02.155Z"}},{"listing_type":"product","name":"OP1","slug":"op1","tagline":"Industrial AI robot for warehouse packing, sorting, and kitting that deploys in hours from a standard outlet with no fixed infrastructure.","description":"OP1 by Ultra is a general-purpose industrial robot that automates repetitive, high-volume packing, sorting, and kitting in warehouses up to 24 hours per day. It has a 5x5 ft footprint with a 0-10 ft vertical reach, requires only a standard 120V outlet and dedicated 10 Mbps ethernet connection, and handles items up to 10 lbs. Designed for variable items and changing workflows, OP1 runs in warehouses across the US with a 3-month trial option before scaling.\n\nOP1 is a product of Ultra.","url":"https://www.ultra.tech/","is_stealth":false,"normalized_domain":"ultra.tech","normalized_url_key":"ultra.tech","parent_slug":"ultra","parent":{"slug":"ultra","name":"Ultra","listing_type":"company","profile_url":"/companies/ultra"},"type_data":{"product_kind":"hardware","pricing_model":"other","free_tier":false,"open_source":false,"use_cases":["warehouse packing automation","sorting automation","kitting automation","order fulfillment","warehouse labor reduction"]},"logo":"https://framerusercontent.com/images/SOyH70FPNBv2Vp0Y6BX76Kafeg.png","links":[],"entry_points":[{"kind":"contact","url":"https://www.ultra.tech/","audience":"any","primary":false,"listed_by":"community","on_listing_domain":true}],"primary_entry_points":{"human":{"kind":"contact","url":"https://www.ultra.tech/","audience":"any","primary":false,"listed_by":"community","on_listing_domain":true},"agent":null},"founders":[],"media":{"logo_asset_id":"6a13175d-ffcb-427d-8864-d5312d164089"},"categories":["Robotics","Manufacturing","Logistics","AI","Hardware","Industrials","Manufacturing and Robotics","Industrial"],"stage":null,"founded_year":null,"location":null,"pricing":"3-month trial available; contact for pricing","twitter":null,"github":null,"linkedin":null,"contact_email":null,"added_at":"2026-09-05T05:39:19.278Z","added_via":"web","geo":{"keywords":["OP1","Ultra","Robotics","Manufacturing","Logistics","AI","Hardware","Industrials","Manufacturing and Robotics","Industrial"],"canonical_facts":["Product of Ultra","Pricing (per product site): 3-month trial available; contact for pricing"]},"agents":null,"featured_until":null,"example":false,"ownership_status":"unclaimed","claimed_by_agent_id":null,"claimed_via_claim_id":null,"claimed_at":null,"updated_at":"2026-11-01T04:24:28.470Z","is_featured":false,"category_memberships":[{"kind":"product_category","slug":"ai","name":"AI","note":null,"profile_url":"/categories/ai"},{"kind":"product_category","slug":"hardware","name":"Hardware","note":null,"profile_url":"/categories/hardware"},{"kind":"product_category","slug":"industrial","name":"Industrial","note":null,"profile_url":"/categories/industrial"},{"kind":"product_category","slug":"industrials","name":"Industrials","note":null,"profile_url":"/categories/industrials"},{"kind":"product_category","slug":"logistics","name":"Logistics","note":null,"profile_url":"/categories/logistics"},{"kind":"product_category","slug":"manufacturing","name":"Manufacturing","note":null,"profile_url":"/categories/manufacturing"},{"kind":"product_category","slug":"manufacturing-and-robotics","name":"Manufacturing and Robotics","note":null,"profile_url":"/categories/manufacturing-and-robotics"},{"kind":"product_category","slug":"robotics","name":"Robotics","note":null,"profile_url":"/categories/robotics"}],"membership":{"note":null,"source":"listing","added_via":"web","added_at":"2026-09-05T05:39:19.278Z","updated_at":"2026-09-05T05:39:19.278Z"}},{"listing_type":"product","name":"SpecForge Radar Level Meter Encyclopedia","slug":"specforge-radar-level-meter-encyclopedia","tagline":"Radar Level Meter selection encyclopedia — research, not a manufacturer","description":"Honest selection research for radar level meters — frequency bands, dielectric effects, tank geometry, antennas. SpecForge specs research — not a manufacturer.","url":"https://www.sourcebyspec.com/encyclopedia/radar-level-meter.html","is_stealth":false,"normalized_domain":"sourcebyspec.com","normalized_url_key":"sourcebyspec.com/encyclopedia/radar-level-meter.html","parent_slug":"specforge","parent":{"slug":"specforge","name":"SpecForge","listing_type":"company","profile_url":"/companies/specforge"},"type_data":{"product_kind":"saas","platforms":["web"],"use_cases":["Radar Level Meter selection research","Industrial instrumentation encyclopedia"]},"logo":null,"links":[],"entry_points":[{"kind":"homepage","url":"https://www.sourcebyspec.com/encyclopedia/radar-level-meter.html","audience":"any","primary":false,"listed_by":"community","derived_from":"url","on_listing_domain":true}],"primary_entry_points":{"human":{"kind":"homepage","url":"https://www.sourcebyspec.com/encyclopedia/radar-level-meter.html","audience":"any","primary":false,"listed_by":"community","derived_from":"url","on_listing_domain":true},"agent":null},"founders":[],"media":null,"categories":["Developer Tools","Industrial","SaaS"],"stage":null,"founded_year":null,"location":null,"pricing":null,"twitter":null,"github":null,"linkedin":null,"contact_email":"zechengli64@gmail.com","added_at":"2026-10-30T01:10:16.123Z","added_via":"web","geo":null,"agents":null,"featured_until":null,"example":false,"ownership_status":"unclaimed","claimed_by_agent_id":null,"claimed_via_claim_id":null,"claimed_at":null,"updated_at":"2026-10-30T01:10:16.123Z","is_featured":false,"category_memberships":[{"kind":"product_category","slug":"developer-tools","name":"Developer Tools","note":null,"profile_url":"/categories/developer-tools"},{"kind":"product_category","slug":"industrial","name":"Industrial","note":null,"profile_url":"/categories/industrial"},{"kind":"product_category","slug":"saas","name":"SaaS","note":null,"profile_url":"/categories/saas"}],"membership":{"note":null,"source":"listing","added_via":"web","added_at":"2026-10-30T01:10:16.123Z","updated_at":"2026-10-30T01:10:16.123Z"}},{"listing_type":"product","name":"SpecForge Gauge Pressure Transmitter Encyclopedia","slug":"specforge-gauge-pressure-transmitter-encyclopedia","tagline":"Gauge Pressure Transmitter selection encyclopedia — research, not a manufacturer","description":"Honest selection research for gauge pressure transmitters — ranges, accuracy class, process connections, media. SpecForge specs research — not a manufacturer.","url":"https://www.sourcebyspec.com/encyclopedia/gauge-pressure-transmitter.html","is_stealth":false,"normalized_domain":"sourcebyspec.com","normalized_url_key":"sourcebyspec.com/encyclopedia/gauge-pressure-transmitter.html","parent_slug":"specforge","parent":{"slug":"specforge","name":"SpecForge","listing_type":"company","profile_url":"/companies/specforge"},"type_data":{"product_kind":"saas","platforms":["web"],"use_cases":["Gauge Pressure Transmitter selection research","Industrial instrumentation encyclopedia"]},"logo":null,"links":[],"entry_points":[{"kind":"homepage","url":"https://www.sourcebyspec.com/encyclopedia/gauge-pressure-transmitter.html","audience":"any","primary":false,"listed_by":"community","derived_from":"url","on_listing_domain":true}],"primary_entry_points":{"human":{"kind":"homepage","url":"https://www.sourcebyspec.com/encyclopedia/gauge-pressure-transmitter.html","audience":"any","primary":false,"listed_by":"community","derived_from":"url","on_listing_domain":true},"agent":null},"founders":[],"media":null,"categories":["Developer Tools","Industrial","SaaS"],"stage":null,"founded_year":null,"location":null,"pricing":null,"twitter":null,"github":null,"linkedin":null,"contact_email":"zechengli64@gmail.com","added_at":"2026-10-30T01:10:12.877Z","added_via":"web","geo":null,"agents":null,"featured_until":null,"example":false,"ownership_status":"unclaimed","claimed_by_agent_id":null,"claimed_via_claim_id":null,"claimed_at":null,"updated_at":"2026-10-30T01:10:12.877Z","is_featured":false,"category_memberships":[{"kind":"product_category","slug":"developer-tools","name":"Developer Tools","note":null,"profile_url":"/categories/developer-tools"},{"kind":"product_category","slug":"industrial","name":"Industrial","note":null,"profile_url":"/categories/industrial"},{"kind":"product_category","slug":"saas","name":"SaaS","note":null,"profile_url":"/categories/saas"}],"membership":{"note":null,"source":"listing","added_via":"web","added_at":"2026-10-30T01:10:12.877Z","updated_at":"2026-10-30T01:10:12.877Z"}},{"listing_type":"product","name":"SpecForge Electromagnetic Flowmeter Encyclopedia","slug":"specforge-electromagnetic-flowmeter-encyclopedia","tagline":"Electromagnetic Flowmeter selection encyclopedia — research, not a manufacturer","description":"Honest selection research for electromagnetic flowmeters — conductivity limits, liner materials, grounding, process fit. SpecForge specs research — not a manufacturer.","url":"https://www.sourcebyspec.com/encyclopedia/electromagnetic-flowmeter.html","is_stealth":false,"normalized_domain":"sourcebyspec.com","normalized_url_key":"sourcebyspec.com/encyclopedia/electromagnetic-flowmeter.html","parent_slug":"specforge","parent":{"slug":"specforge","name":"SpecForge","listing_type":"company","profile_url":"/companies/specforge"},"type_data":{"product_kind":"saas","platforms":["web"],"use_cases":["Electromagnetic Flowmeter selection research","Industrial instrumentation encyclopedia"]},"logo":null,"links":[],"entry_points":[{"kind":"homepage","url":"https://www.sourcebyspec.com/encyclopedia/electromagnetic-flowmeter.html","audience":"any","primary":false,"listed_by":"community","derived_from":"url","on_listing_domain":true}],"primary_entry_points":{"human":{"kind":"homepage","url":"https://www.sourcebyspec.com/encyclopedia/electromagnetic-flowmeter.html","audience":"any","primary":false,"listed_by":"community","derived_from":"url","on_listing_domain":true},"agent":null},"founders":[],"media":null,"categories":["Developer Tools","Industrial","SaaS"],"stage":null,"founded_year":null,"location":null,"pricing":null,"twitter":null,"github":null,"linkedin":null,"contact_email":"zechengli64@gmail.com","added_at":"2026-10-30T01:10:09.504Z","added_via":"web","geo":null,"agents":null,"featured_until":null,"example":false,"ownership_status":"unclaimed","claimed_by_agent_id":null,"claimed_via_claim_id":null,"claimed_at":null,"updated_at":"2026-10-30T01:10:09.504Z","is_featured":false,"category_memberships":[{"kind":"product_category","slug":"developer-tools","name":"Developer Tools","note":null,"profile_url":"/categories/developer-tools"},{"kind":"product_category","slug":"industrial","name":"Industrial","note":null,"profile_url":"/categories/industrial"},{"kind":"product_category","slug":"saas","name":"SaaS","note":null,"profile_url":"/categories/saas"}],"membership":{"note":null,"source":"listing","added_via":"web","added_at":"2026-10-30T01:10:09.504Z","updated_at":"2026-10-30T01:10:09.504Z"}},{"listing_type":"product","name":"SpecForge Coriolis Flowmeter Encyclopedia","slug":"specforge-coriolis-flowmeter-encyclopedia","tagline":"Coriolis Flowmeter selection encyclopedia — research, not a manufacturer","description":"Honest selection research for Coriolis mass flowmeters — accuracy, density measurement, fluid compatibility, sizing. SpecForge specs research — not a manufacturer.","url":"https://www.sourcebyspec.com/encyclopedia/coriolis-flowmeter.html","is_stealth":false,"normalized_domain":"sourcebyspec.com","normalized_url_key":"sourcebyspec.com/encyclopedia/coriolis-flowmeter.html","parent_slug":"specforge","parent":{"slug":"specforge","name":"SpecForge","listing_type":"company","profile_url":"/companies/specforge"},"type_data":{"product_kind":"saas","platforms":["web"],"use_cases":["Coriolis Flowmeter selection research","Industrial instrumentation encyclopedia"]},"logo":null,"links":[],"entry_points":[{"kind":"homepage","url":"https://www.sourcebyspec.com/encyclopedia/coriolis-flowmeter.html","audience":"any","primary":false,"listed_by":"community","derived_from":"url","on_listing_domain":true}],"primary_entry_points":{"human":{"kind":"homepage","url":"https://www.sourcebyspec.com/encyclopedia/coriolis-flowmeter.html","audience":"any","primary":false,"listed_by":"community","derived_from":"url","on_listing_domain":true},"agent":null},"founders":[],"media":null,"categories":["Developer Tools","Industrial","SaaS"],"stage":null,"founded_year":null,"location":null,"pricing":null,"twitter":null,"github":null,"linkedin":null,"contact_email":"zechengli64@gmail.com","added_at":"2026-10-30T01:10:06.158Z","added_via":"web","geo":null,"agents":null,"featured_until":null,"example":false,"ownership_status":"unclaimed","claimed_by_agent_id":null,"claimed_via_claim_id":null,"claimed_at":null,"updated_at":"2026-10-30T01:10:06.158Z","is_featured":false,"category_memberships":[{"kind":"product_category","slug":"developer-tools","name":"Developer Tools","note":null,"profile_url":"/categories/developer-tools"},{"kind":"product_category","slug":"industrial","name":"Industrial","note":null,"profile_url":"/categories/industrial"},{"kind":"product_category","slug":"saas","name":"SaaS","note":null,"profile_url":"/categories/saas"}],"membership":{"note":null,"source":"listing","added_via":"web","added_at":"2026-10-30T01:10:06.158Z","updated_at":"2026-10-30T01:10:06.158Z"}},{"listing_type":"product","name":"SpecForge Vortex Flowmeter Encyclopedia","slug":"specforge-vortex-flowmeter-encyclopedia","tagline":"Vortex Flowmeter selection encyclopedia — research, not a manufacturer","description":"Honest selection research for vortex flowmeters — principle, Reynolds suitability, steam/gas/liquid fit, installation constraints. SpecForge specs research — not a manufacturer.","url":"https://www.sourcebyspec.com/encyclopedia/vortex-flowmeter.html","is_stealth":false,"normalized_domain":"sourcebyspec.com","normalized_url_key":"sourcebyspec.com/encyclopedia/vortex-flowmeter.html","parent_slug":"specforge","parent":{"slug":"specforge","name":"SpecForge","listing_type":"company","profile_url":"/companies/specforge"},"type_data":{"product_kind":"saas","platforms":["web"],"use_cases":["Vortex Flowmeter selection research","Industrial instrumentation encyclopedia"]},"logo":null,"links":[],"entry_points":[{"kind":"homepage","url":"https://www.sourcebyspec.com/encyclopedia/vortex-flowmeter.html","audience":"any","primary":false,"listed_by":"community","derived_from":"url","on_listing_domain":true}],"primary_entry_points":{"human":{"kind":"homepage","url":"https://www.sourcebyspec.com/encyclopedia/vortex-flowmeter.html","audience":"any","primary":false,"listed_by":"community","derived_from":"url","on_listing_domain":true},"agent":null},"founders":[],"media":null,"categories":["Developer Tools","Industrial","SaaS"],"stage":null,"founded_year":null,"location":null,"pricing":null,"twitter":null,"github":null,"linkedin":null,"contact_email":"zechengli64@gmail.com","added_at":"2026-10-30T01:10:02.714Z","added_via":"web","geo":null,"agents":null,"featured_until":null,"example":false,"ownership_status":"unclaimed","claimed_by_agent_id":null,"claimed_via_claim_id":null,"claimed_at":null,"updated_at":"2026-10-30T01:10:02.714Z","is_featured":false,"category_memberships":[{"kind":"product_category","slug":"developer-tools","name":"Developer Tools","note":null,"profile_url":"/categories/developer-tools"},{"kind":"product_category","slug":"industrial","name":"Industrial","note":null,"profile_url":"/categories/industrial"},{"kind":"product_category","slug":"saas","name":"SaaS","note":null,"profile_url":"/categories/saas"}],"membership":{"note":null,"source":"listing","added_via":"web","added_at":"2026-10-30T01:10:02.714Z","updated_at":"2026-10-30T01:10:02.714Z"}},{"listing_type":"product","name":"SpecForge AGV Robot Encyclopedia","slug":"specforge-agv-robot-encyclopedia","tagline":"AGV types, navigation and ISO 3691-4","description":"AGV robot encyclopedia covering navigation modes and ISO 3691-4 safety for automation integrators. SpecForge research tool — not a robot OEM.","url":"https://www.sourcebyspec.com/encyclopedia/agv-robot.html","is_stealth":false,"normalized_domain":"sourcebyspec.com","normalized_url_key":"sourcebyspec.com/encyclopedia/agv-robot.html","parent_slug":"specforge","parent":{"slug":"specforge","name":"SpecForge","listing_type":"company","profile_url":"/companies/specforge"},"type_data":{},"logo":null,"links":[],"entry_points":[{"kind":"homepage","url":"https://www.sourcebyspec.com/encyclopedia/agv-robot.html","audience":"any","primary":false,"listed_by":"community","derived_from":"url","on_listing_domain":true}],"primary_entry_points":{"human":{"kind":"homepage","url":"https://www.sourcebyspec.com/encyclopedia/agv-robot.html","audience":"any","primary":false,"listed_by":"community","derived_from":"url","on_listing_domain":true},"agent":null},"founders":[],"media":null,"categories":["Developer Tools","Industrial","SaaS"],"stage":null,"founded_year":null,"location":null,"pricing":null,"twitter":null,"github":null,"linkedin":null,"contact_email":null,"added_at":"2026-10-29T01:05:12.707Z","added_via":"web","geo":null,"agents":null,"featured_until":null,"example":false,"ownership_status":"unclaimed","claimed_by_agent_id":null,"claimed_via_claim_id":null,"claimed_at":null,"updated_at":"2026-10-29T01:05:12.707Z","is_featured":false,"category_memberships":[{"kind":"product_category","slug":"developer-tools","name":"Developer Tools","note":null,"profile_url":"/categories/developer-tools"},{"kind":"product_category","slug":"industrial","name":"Industrial","note":null,"profile_url":"/categories/industrial"},{"kind":"product_category","slug":"saas","name":"SaaS","note":null,"profile_url":"/categories/saas"}],"membership":{"note":null,"source":"listing","added_via":"web","added_at":"2026-10-29T01:05:12.707Z","updated_at":"2026-10-29T01:05:12.707Z"}},{"listing_type":"product","name":"SpecForge Accelerometer Encyclopedia","slug":"specforge-accelerometer-encyclopedia","tagline":"Industrial vibration accelerometer selection","description":"Accelerometer selection for machine vibration monitoring: ranges, mounting and ISO context. SpecForge specs research — not a sensor manufacturer.","url":"https://www.sourcebyspec.com/encyclopedia/accelerometer.html","is_stealth":false,"normalized_domain":"sourcebyspec.com","normalized_url_key":"sourcebyspec.com/encyclopedia/accelerometer.html","parent_slug":"specforge","parent":{"slug":"specforge","name":"SpecForge","listing_type":"company","profile_url":"/companies/specforge"},"type_data":{},"logo":null,"links":[],"entry_points":[{"kind":"homepage","url":"https://www.sourcebyspec.com/encyclopedia/accelerometer.html","audience":"any","primary":false,"listed_by":"community","derived_from":"url","on_listing_domain":true}],"primary_entry_points":{"human":{"kind":"homepage","url":"https://www.sourcebyspec.com/encyclopedia/accelerometer.html","audience":"any","primary":false,"listed_by":"community","derived_from":"url","on_listing_domain":true},"agent":null},"founders":[],"media":null,"categories":["Developer Tools","Industrial","SaaS"],"stage":null,"founded_year":null,"location":null,"pricing":null,"twitter":null,"github":null,"linkedin":null,"contact_email":null,"added_at":"2026-10-29T01:05:06.591Z","added_via":"web","geo":null,"agents":null,"featured_until":null,"example":false,"ownership_status":"unclaimed","claimed_by_agent_id":null,"claimed_via_claim_id":null,"claimed_at":null,"updated_at":"2026-10-29T01:05:06.591Z","is_featured":false,"category_memberships":[{"kind":"product_category","slug":"developer-tools","name":"Developer Tools","note":null,"profile_url":"/categories/developer-tools"},{"kind":"product_category","slug":"industrial","name":"Industrial","note":null,"profile_url":"/categories/industrial"},{"kind":"product_category","slug":"saas","name":"SaaS","note":null,"profile_url":"/categories/saas"}],"membership":{"note":null,"source":"listing","added_via":"web","added_at":"2026-10-29T01:05:06.591Z","updated_at":"2026-10-29T01:05:06.591Z"}},{"listing_type":"product","name":"SpecForge Absolute Pressure Transmitter Encyclopedia","slug":"specforge-absolute-pressure-transmitter-encyclopedia","tagline":"Absolute pressure transmitter selection specs","description":"Absolute pressure transmitter types, accuracy, spans and process connections for procurement engineers. SpecForge neutral encyclopedia — not a transmitter manufacturer.","url":"https://www.sourcebyspec.com/encyclopedia/absolute-pressure-transmitter.html","is_stealth":false,"normalized_domain":"sourcebyspec.com","normalized_url_key":"sourcebyspec.com/encyclopedia/absolute-pressure-transmitter.html","parent_slug":"specforge","parent":{"slug":"specforge","name":"SpecForge","listing_type":"company","profile_url":"/companies/specforge"},"type_data":{},"logo":null,"links":[],"entry_points":[{"kind":"homepage","url":"https://www.sourcebyspec.com/encyclopedia/absolute-pressure-transmitter.html","audience":"any","primary":false,"listed_by":"community","derived_from":"url","on_listing_domain":true}],"primary_entry_points":{"human":{"kind":"homepage","url":"https://www.sourcebyspec.com/encyclopedia/absolute-pressure-transmitter.html","audience":"any","primary":false,"listed_by":"community","derived_from":"url","on_listing_domain":true},"agent":null},"founders":[],"media":null,"categories":["Developer Tools","Industrial","SaaS"],"stage":null,"founded_year":null,"location":null,"pricing":null,"twitter":null,"github":null,"linkedin":null,"contact_email":null,"added_at":"2026-10-29T01:04:58.199Z","added_via":"web","geo":null,"agents":null,"featured_until":null,"example":false,"ownership_status":"unclaimed","claimed_by_agent_id":null,"claimed_via_claim_id":null,"claimed_at":null,"updated_at":"2026-10-29T01:04:58.199Z","is_featured":false,"category_memberships":[{"kind":"product_category","slug":"developer-tools","name":"Developer Tools","note":null,"profile_url":"/categories/developer-tools"},{"kind":"product_category","slug":"industrial","name":"Industrial","note":null,"profile_url":"/categories/industrial"},{"kind":"product_category","slug":"saas","name":"SaaS","note":null,"profile_url":"/categories/saas"}],"membership":{"note":null,"source":"listing","added_via":"web","added_at":"2026-10-29T01:04:58.199Z","updated_at":"2026-10-29T01:04:58.199Z"}},{"listing_type":"product","name":"SpecForge Valve Limit Switch Box Encyclopedia","slug":"specforge-limit-switch-box-encyclopedia","tagline":"Open/closed feedback for automated valves","description":"Valve limit switch box guide: cams, discrete open/closed contacts, enclosure ratings and PLC DI wiring. SpecForge industrial specs encyclopedia — not a manufacturer.","url":"https://www.sourcebyspec.com/encyclopedia/limit-switch-box.html","is_stealth":false,"normalized_domain":"sourcebyspec.com","normalized_url_key":"sourcebyspec.com/encyclopedia/limit-switch-box.html","parent_slug":"specforge","parent":{"slug":"specforge","name":"SpecForge","listing_type":"company","profile_url":"/companies/specforge"},"type_data":{},"logo":null,"links":[],"entry_points":[{"kind":"homepage","url":"https://www.sourcebyspec.com/encyclopedia/limit-switch-box.html","audience":"any","primary":false,"listed_by":"community","derived_from":"url","on_listing_domain":true}],"primary_entry_points":{"human":{"kind":"homepage","url":"https://www.sourcebyspec.com/encyclopedia/limit-switch-box.html","audience":"any","primary":false,"listed_by":"community","derived_from":"url","on_listing_domain":true},"agent":null},"founders":[],"media":null,"categories":["Developer Tools","Industrial","SaaS"],"stage":null,"founded_year":null,"location":null,"pricing":null,"twitter":null,"github":null,"linkedin":null,"contact_email":null,"added_at":"2026-10-29T01:04:52.217Z","added_via":"web","geo":null,"agents":null,"featured_until":null,"example":false,"ownership_status":"unclaimed","claimed_by_agent_id":null,"claimed_via_claim_id":null,"claimed_at":null,"updated_at":"2026-10-29T01:04:52.217Z","is_featured":false,"category_memberships":[{"kind":"product_category","slug":"developer-tools","name":"Developer Tools","note":null,"profile_url":"/categories/developer-tools"},{"kind":"product_category","slug":"industrial","name":"Industrial","note":null,"profile_url":"/categories/industrial"},{"kind":"product_category","slug":"saas","name":"SaaS","note":null,"profile_url":"/categories/saas"}],"membership":{"note":null,"source":"listing","added_via":"web","added_at":"2026-10-29T01:04:52.217Z","updated_at":"2026-10-29T01:04:52.217Z"}},{"listing_type":"product","name":"SpecForge Smart Valve Positioner Encyclopedia","slug":"specforge-smart-valve-positioner-encyclopedia","tagline":"Smart positioner selection for control valves","description":"Smart valve positioner encyclopedia: 4-20 mA setpoint, travel feedback, HART diagnostics and partial-stroke testing for process loops. SpecForge is a specs research tool, not a manufacturer.","url":"https://www.sourcebyspec.com/encyclopedia/smart-valve-positioner.html","is_stealth":false,"normalized_domain":"sourcebyspec.com","normalized_url_key":"sourcebyspec.com/encyclopedia/smart-valve-positioner.html","parent_slug":"specforge","parent":{"slug":"specforge","name":"SpecForge","listing_type":"company","profile_url":"/companies/specforge"},"type_data":{},"logo":null,"links":[],"entry_points":[{"kind":"homepage","url":"https://www.sourcebyspec.com/encyclopedia/smart-valve-positioner.html","audience":"any","primary":false,"listed_by":"community","derived_from":"url","on_listing_domain":true}],"primary_entry_points":{"human":{"kind":"homepage","url":"https://www.sourcebyspec.com/encyclopedia/smart-valve-positioner.html","audience":"any","primary":false,"listed_by":"community","derived_from":"url","on_listing_domain":true},"agent":null},"founders":[],"media":null,"categories":["Developer Tools","Industrial","SaaS"],"stage":null,"founded_year":null,"location":null,"pricing":null,"twitter":null,"github":null,"linkedin":null,"contact_email":null,"added_at":"2026-10-29T01:04:43.896Z","added_via":"web","geo":null,"agents":null,"featured_until":null,"example":false,"ownership_status":"unclaimed","claimed_by_agent_id":null,"claimed_via_claim_id":null,"claimed_at":null,"updated_at":"2026-10-29T01:04:43.896Z","is_featured":false,"category_memberships":[{"kind":"product_category","slug":"developer-tools","name":"Developer Tools","note":null,"profile_url":"/categories/developer-tools"},{"kind":"product_category","slug":"industrial","name":"Industrial","note":null,"profile_url":"/categories/industrial"},{"kind":"product_category","slug":"saas","name":"SaaS","note":null,"profile_url":"/categories/saas"}],"membership":{"note":null,"source":"listing","added_via":"web","added_at":"2026-10-29T01:04:43.896Z","updated_at":"2026-10-29T01:04:43.896Z"}},{"listing_type":"product","name":"SpecForge Centrifugal Pump Encyclopedia","slug":"specforge-centrifugal-pump-encyclopedia","tagline":"Centrifugal pump selection: NPSH, affinity laws, seals","description":"Centrifugal pump selection guide with affinity laws, NPSH margins, impeller trim, mechanical seals, and when to switch to positive-displacement pumps. SpecForge provides industrial specification encyclopedia content — not OEM pump sales.","url":"https://www.sourcebyspec.com/encyclopedia/centrifugal-pump.html","is_stealth":false,"normalized_domain":"sourcebyspec.com","normalized_url_key":"sourcebyspec.com/encyclopedia/centrifugal-pump.html","parent_slug":"specforge","parent":{"slug":"specforge","name":"SpecForge","listing_type":"company","profile_url":"/companies/specforge"},"type_data":{},"logo":null,"links":[],"entry_points":[{"kind":"homepage","url":"https://www.sourcebyspec.com/encyclopedia/centrifugal-pump.html","audience":"any","primary":false,"listed_by":"community","derived_from":"url","on_listing_domain":true}],"primary_entry_points":{"human":{"kind":"homepage","url":"https://www.sourcebyspec.com/encyclopedia/centrifugal-pump.html","audience":"any","primary":false,"listed_by":"community","derived_from":"url","on_listing_domain":true},"agent":null},"founders":[],"media":null,"categories":["Developer Tools","SaaS","Industrial"],"stage":null,"founded_year":null,"location":null,"pricing":null,"twitter":null,"github":null,"linkedin":null,"contact_email":null,"added_at":"2026-10-28T01:06:57.693Z","added_via":"web","geo":null,"agents":null,"featured_until":null,"example":false,"ownership_status":"unclaimed","claimed_by_agent_id":null,"claimed_via_claim_id":null,"claimed_at":null,"updated_at":"2026-10-28T01:06:57.693Z","is_featured":false,"category_memberships":[{"kind":"product_category","slug":"developer-tools","name":"Developer Tools","note":null,"profile_url":"/categories/developer-tools"},{"kind":"product_category","slug":"industrial","name":"Industrial","note":null,"profile_url":"/categories/industrial"},{"kind":"product_category","slug":"saas","name":"SaaS","note":null,"profile_url":"/categories/saas"}],"membership":{"note":null,"source":"listing","added_via":"web","added_at":"2026-10-28T01:06:57.693Z","updated_at":"2026-10-28T01:06:57.693Z"}}],"total":95,"limit":50,"offset":0}