{"category":{"kind":"product_category","slug":"ml","name":"ML","tagline":null,"description":null,"synonyms":[],"target_queries":[],"added_via":"pr","added_at":"2026-09-05T04:08:15.060Z","updated_at":"2026-09-05T04:08:15.060Z","example":false,"profile_url":"/categories/ml","is_stub":true,"member_count":18,"member_counts":{"product":18}},"members":[{"listing_type":"product","name":"Telmai","slug":"telmai-platform","tagline":"AI-based data observability platform for open-architecture data lakes and lakehouses with autonomous validation, incident diagnosis, and lineage mapping agents.","description":"Telmai is an AI-powered data observability and data quality platform for open-architecture data lakes and lakehouses. It uses five Data Reliability Agents — Orchestration, Validation, Incident Diagnosis, Lineage, and Insights — to automate onboarding, continuous quality monitoring without sampling, anomaly detection, rule management, root-cause analysis, and data lineage mapping. The platform monitors data in its raw format at scale across storage systems including S3, Azure, and GCS.\n\nTelmai is a product of Telmai.","url":"https://www.telm.ai/","is_stealth":false,"normalized_domain":"telm.ai","normalized_url_key":"telm.ai","parent_slug":"telmai","parent":{"slug":"telmai","name":"Telmai","listing_type":"company","profile_url":"/companies/telmai"},"type_data":{"product_kind":"saas","platforms":["web","api"],"open_source":false,"use_cases":["Data quality monitoring","Data lake observability","Anomaly detection in data pipelines","Data lineage mapping","Data incident diagnosis"],"integrations":["S3","Azure","GCS"]},"logo":null,"links":[],"entry_points":[{"kind":"demo","url":"https://www.telm.ai/","audience":"human","primary":false,"listed_by":"community","on_listing_domain":true}],"primary_entry_points":{"human":{"kind":"demo","url":"https://www.telm.ai/","audience":"human","primary":false,"listed_by":"community","on_listing_domain":true},"agent":null},"founders":[],"media":null,"categories":["Analytics","Data Infrastructure","AI","B2B","ML"],"stage":null,"founded_year":null,"location":null,"pricing":null,"twitter":null,"github":null,"linkedin":null,"contact_email":null,"added_at":"2026-09-05T06:52:24.857Z","added_via":"web","geo":{"keywords":["Telmai","Telmai","Analytics","Data Infrastructure","AI","B2B","ML"],"canonical_facts":["Product of Telmai"]},"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":"2026-09-05T06:52:24.857Z","is_featured":false,"category_memberships":[{"kind":"product_category","slug":"ai","name":"AI","note":null,"profile_url":"/categories/ai"},{"kind":"product_category","slug":"analytics","name":"Analytics","note":null,"profile_url":"/categories/analytics"},{"kind":"product_category","slug":"b2b","name":"B2B","note":null,"profile_url":"/categories/b2b"},{"kind":"product_category","slug":"data-infrastructure","name":"Data Infrastructure","note":null,"profile_url":"/categories/data-infrastructure"},{"kind":"product_category","slug":"ml","name":"ML","note":null,"profile_url":"/categories/ml"}],"membership":{"note":null,"source":"listing","added_via":"web","added_at":"2026-09-05T06:52:24.857Z","updated_at":"2026-09-05T06:52:24.857Z"}},{"listing_type":"product","name":"DigiBuild","slug":"digibuild-platform","tagline":"AI-powered construction procurement platform that gets quotes from 10+ suppliers instantly and tracks material deliveries to the job site.","description":"DigiBuild is a material management and procurement platform for large construction companies that uses LLMs to process takeoff uploads, instantly obtain quotes from 10+ suppliers via DigiProcure, place orders, and track every delivery to the job site. The platform includes predictive scheduling to keep projects on track and also offers turnkey construction services providing both materials and labor at a 2-5% procurement rate versus the traditional 20-40% sub markup. DigiBuild integrates with Procore, Autodesk Construction Cloud, Sage 300, QuickBooks, Viewpoint, and CMiC.\n\nDigiBuild is a product of DigiBuild.","url":"https://www.digibuild.com/","is_stealth":false,"normalized_domain":"digibuild.com","normalized_url_key":"digibuild.com","parent_slug":"digibuild","parent":{"slug":"digibuild","name":"DigiBuild","listing_type":"company","profile_url":"/companies/digibuild"},"type_data":{"product_kind":"saas","pricing_model":"enterprise","platforms":["web"],"free_tier":false,"open_source":false,"use_cases":["Materials procurement","Supplier quote comparison","Delivery tracking","Construction project scheduling","AP automation"],"integrations":["Procore","Autodesk Construction Cloud","Sage 300","QuickBooks","Viewpoint","CMiC"]},"logo":null,"links":[],"entry_points":[{"kind":"contact","url":"https://www.digibuild.com/","audience":"any","primary":false,"listed_by":"community","on_listing_domain":true}],"primary_entry_points":{"human":{"kind":"contact","url":"https://www.digibuild.com/","audience":"any","primary":false,"listed_by":"community","on_listing_domain":true},"agent":null},"founders":[],"media":null,"categories":["Construction","SaaS","AI","Supply Chain","B2B","Real Estate and Construction","Artificial Intelligence","ML"],"stage":null,"founded_year":null,"location":null,"pricing":null,"twitter":null,"github":null,"linkedin":null,"contact_email":null,"added_at":"2026-09-05T06:35:21.691Z","added_via":"web","geo":{"keywords":["DigiBuild","DigiBuild","Construction","SaaS","AI","Supply Chain","B2B","Real Estate and Construction","Artificial Intelligence","ML"],"canonical_facts":["Product of DigiBuild"]},"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":"2026-09-05T06:35:21.691Z","is_featured":false,"category_memberships":[{"kind":"product_category","slug":"ai","name":"AI","note":null,"profile_url":"/categories/ai"},{"kind":"product_category","slug":"artificial-intelligence","name":"Artificial Intelligence","note":null,"profile_url":"/categories/artificial-intelligence"},{"kind":"product_category","slug":"b2b","name":"B2B","note":null,"profile_url":"/categories/b2b"},{"kind":"product_category","slug":"construction","name":"Construction","note":null,"profile_url":"/categories/construction"},{"kind":"product_category","slug":"ml","name":"ML","note":null,"profile_url":"/categories/ml"},{"kind":"product_category","slug":"real-estate-and-construction","name":"Real Estate and Construction","note":null,"profile_url":"/categories/real-estate-and-construction"},{"kind":"product_category","slug":"saas","name":"SaaS","note":null,"profile_url":"/categories/saas"},{"kind":"product_category","slug":"supply-chain","name":"Supply Chain","note":null,"profile_url":"/categories/supply-chain"}],"membership":{"note":null,"source":"listing","added_via":"web","added_at":"2026-09-05T06:35:21.691Z","updated_at":"2026-09-05T06:35:21.691Z"}},{"listing_type":"product","name":"Eve","slug":"eve","tagline":"AI underwriting agent for multifamily tenant screening that delivers 100% automated real-time approval decisions.","description":"Eve is Two Dots' AI underwriting agent built for multifamily property management that automates tenant screening end-to-end. It verifies applicant identity, analyzes income documentation, evaluates bank statements and pay stubs, and delivers real-time approval decisions without manual review. The system guides applicants through document submission automatically, aiming to approve qualified tenants in minutes instead of days and eliminating back-and-forth between applicants and property managers.\n\nEve is a product of Two Dots.","url":"https://www.twodots.com/","is_stealth":false,"normalized_domain":"twodots.com","normalized_url_key":"twodots.com","parent_slug":"two-dots","parent":{"slug":"two-dots","name":"Two Dots","listing_type":"company","profile_url":"/companies/two-dots"},"type_data":{"product_kind":"saas","pricing_model":"enterprise","platforms":["web","api"],"free_tier":false,"open_source":false,"use_cases":["Tenant screening automation","Multifamily underwriting","Identity verification","Income verification","Rental application processing"]},"logo":null,"links":[],"entry_points":[{"kind":"demo","url":"https://www.twodots.com/","audience":"human","primary":false,"listed_by":"community","on_listing_domain":true}],"primary_entry_points":{"human":{"kind":"demo","url":"https://www.twodots.com/","audience":"human","primary":false,"listed_by":"community","on_listing_domain":true},"agent":null},"founders":[],"media":null,"categories":["Fintech","Real Estate","AI","B2B","Proptech","Consumer Finance","Artificial Intelligence","ML"],"stage":null,"founded_year":null,"location":null,"pricing":null,"twitter":null,"github":null,"linkedin":null,"contact_email":null,"added_at":"2026-09-05T06:25:07.220Z","added_via":"web","geo":{"keywords":["Eve","Two Dots","Fintech","Real Estate","AI","B2B","Proptech","Consumer Finance","Artificial Intelligence","ML"],"canonical_facts":["Product of Two Dots"]},"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":"2026-09-05T06:25:07.220Z","is_featured":false,"category_memberships":[{"kind":"product_category","slug":"ai","name":"AI","note":null,"profile_url":"/categories/ai"},{"kind":"product_category","slug":"artificial-intelligence","name":"Artificial Intelligence","note":null,"profile_url":"/categories/artificial-intelligence"},{"kind":"product_category","slug":"b2b","name":"B2B","note":null,"profile_url":"/categories/b2b"},{"kind":"product_category","slug":"consumer-finance","name":"Consumer Finance","note":null,"profile_url":"/categories/consumer-finance"},{"kind":"product_category","slug":"fintech","name":"Fintech","note":null,"profile_url":"/categories/fintech"},{"kind":"product_category","slug":"ml","name":"ML","note":null,"profile_url":"/categories/ml"},{"kind":"product_category","slug":"proptech","name":"PropTech","note":null,"profile_url":"/categories/proptech"},{"kind":"product_category","slug":"real-estate","name":"Real Estate","note":null,"profile_url":"/categories/real-estate"}],"membership":{"note":null,"source":"listing","added_via":"web","added_at":"2026-09-05T06:25:07.220Z","updated_at":"2026-09-05T06:25:07.220Z"}},{"listing_type":"product","name":"Emobi Hub","slug":"emobi-hub","tagline":"Single API integration giving EMSPs and CPOs access to 140,000+ EV chargers across 30+ networks in North America with unified billing.","description":"Emobi Hub is a unified API platform for Electric Mobility Service Providers (EMSPs) and Charge Point Operators (CPOs) that aggregates 140,000+ EV chargers across 30+ networks in North America through a single integration. For EMSPs, it simplifies cross-network billing and reconciliation and accelerates go-to-market. For CPOs, it connects chargers to broader customer bases with no cost integration while boosting charger utilization. Coverage includes 120,000+ US charging ports and 20,000+ Canadian ports.\n\nEmobi Hub is a product of Emobi.","url":"https://www.emobi.ai/","is_stealth":false,"normalized_domain":"emobi.ai","normalized_url_key":"emobi.ai","parent_slug":"emobi","parent":{"slug":"emobi","name":"Emobi","listing_type":"company","profile_url":"/companies/emobi"},"type_data":{"product_kind":"api","platforms":["api"],"open_source":false,"use_cases":["EV charging network aggregation","Cross-network EV billing","Charger utilization optimization","Fleet EV charging management"]},"logo":null,"links":[],"entry_points":[{"kind":"api","url":"https://www.emobi.ai/","audience":"agent","primary":false,"listed_by":"community","on_listing_domain":true}],"primary_entry_points":{"human":null,"agent":{"kind":"api","url":"https://www.emobi.ai/","audience":"agent","primary":false,"listed_by":"community","on_listing_domain":true}},"founders":[],"media":null,"categories":["B2B","Energy","Electric Vehicles","API","Infrastructure","Artificial Intelligence","ML"],"stage":null,"founded_year":null,"location":null,"pricing":null,"twitter":null,"github":null,"linkedin":null,"contact_email":null,"added_at":"2026-09-05T06:08:17.013Z","added_via":"web","geo":{"keywords":["Emobi Hub","Emobi","B2B","Energy","Electric Vehicles","API","Infrastructure","Artificial Intelligence","ML"],"canonical_facts":["Product of Emobi"]},"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":"2026-09-05T06:08:17.013Z","is_featured":false,"category_memberships":[{"kind":"product_category","slug":"api","name":"API","note":null,"profile_url":"/categories/api"},{"kind":"product_category","slug":"artificial-intelligence","name":"Artificial Intelligence","note":null,"profile_url":"/categories/artificial-intelligence"},{"kind":"product_category","slug":"b2b","name":"B2B","note":null,"profile_url":"/categories/b2b"},{"kind":"product_category","slug":"electric-vehicles","name":"Electric Vehicles","note":null,"profile_url":"/categories/electric-vehicles"},{"kind":"product_category","slug":"energy","name":"Energy","note":null,"profile_url":"/categories/energy"},{"kind":"product_category","slug":"infrastructure","name":"Infrastructure","note":null,"profile_url":"/categories/infrastructure"},{"kind":"product_category","slug":"ml","name":"ML","note":null,"profile_url":"/categories/ml"}],"membership":{"note":null,"source":"listing","added_via":"web","added_at":"2026-09-05T06:08:17.013Z","updated_at":"2026-09-05T06:08:17.013Z"}},{"listing_type":"product","name":"truemetrics","slug":"truemetrics-api","tagline":"Last-mile delivery optimization SDK that maps precise building entrance coordinates and parking positions for couriers.","description":"truemetrics delivers high-precision entrance location and parking data to logistics companies through a mobile SDK, enabling couriers to find exact building entrances instead of searching from inaccurate navigation pins. The platform captures real-world delivery interactions such as walking routes and building entries from courier devices to map optimal delivery paths. Integrating truemetrics saves couriers an average of 32.7 seconds per stop.\n\ntruemetrics is a product of truemetrics.","url":"https://www.truemetrics.io/","is_stealth":false,"normalized_domain":"truemetrics.io","normalized_url_key":"truemetrics.io","parent_slug":"truemetrics","parent":{"slug":"truemetrics","name":"truemetrics","listing_type":"company","profile_url":"/companies/truemetrics"},"type_data":{"product_kind":"api","platforms":["api"],"open_source":false,"use_cases":["last-mile delivery optimization","courier navigation improvement","building entrance mapping","delivery time reduction","logistics performance management"]},"logo":null,"links":[],"entry_points":[{"kind":"demo","url":"https://www.truemetrics.io/","audience":"human","primary":false,"listed_by":"community","on_listing_domain":true}],"primary_entry_points":{"human":{"kind":"demo","url":"https://www.truemetrics.io/","audience":"human","primary":false,"listed_by":"community","on_listing_domain":true},"agent":null},"founders":[],"media":null,"categories":["Logistics","Delivery","AI","Supply Chain","B2B","Supply Chain and Logistics","Artificial Intelligence","ML"],"stage":null,"founded_year":null,"location":null,"pricing":null,"twitter":null,"github":null,"linkedin":null,"contact_email":null,"added_at":"2026-09-05T06:01:10.997Z","added_via":"web","geo":{"keywords":["truemetrics","truemetrics","Logistics","Delivery","AI","Supply Chain","B2B","Supply Chain and Logistics","Artificial Intelligence","ML"],"canonical_facts":["Product of truemetrics"]},"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":"2026-09-05T06:01:10.997Z","is_featured":false,"category_memberships":[{"kind":"product_category","slug":"ai","name":"AI","note":null,"profile_url":"/categories/ai"},{"kind":"product_category","slug":"artificial-intelligence","name":"Artificial Intelligence","note":null,"profile_url":"/categories/artificial-intelligence"},{"kind":"product_category","slug":"b2b","name":"B2B","note":null,"profile_url":"/categories/b2b"},{"kind":"product_category","slug":"delivery","name":"Delivery","note":null,"profile_url":"/categories/delivery"},{"kind":"product_category","slug":"logistics","name":"Logistics","note":null,"profile_url":"/categories/logistics"},{"kind":"product_category","slug":"ml","name":"ML","note":null,"profile_url":"/categories/ml"},{"kind":"product_category","slug":"supply-chain","name":"Supply Chain","note":null,"profile_url":"/categories/supply-chain"},{"kind":"product_category","slug":"supply-chain-and-logistics","name":"Supply Chain and Logistics","note":null,"profile_url":"/categories/supply-chain-and-logistics"}],"membership":{"note":null,"source":"listing","added_via":"web","added_at":"2026-09-05T06:01:10.997Z","updated_at":"2026-09-05T06:01:10.997Z"}},{"listing_type":"product","name":"Elythea","slug":"elythea-platform","tagline":"Voice AI platform for Medicare and Medicaid managed care that reaches 10,000+ members per hour with HIPAA-compliant two-way conversations.","description":"Elythea is an AI-native Voice AI platform for managed care operations serving Medicare Advantage organizations, state Medicaid agencies, Medicaid MCOs, and BPOs. It enables concurrent two-way voice conversations at scale with warm transfers and detailed data reporting, supporting CAHPS and HPS survey administration, health risk assessments, preventive care reminders, annual wellness visit scheduling, and Medicaid work requirement automation. The platform is HIPAA and SOC 2 compliant and requires no IT integration with legacy systems.\n\nElythea is a product of Elythea.","url":"https://elythea.org/","is_stealth":false,"normalized_domain":"elythea.org","normalized_url_key":"elythea.org","parent_slug":"elythea","parent":{"slug":"elythea","name":"Elythea","listing_type":"company","profile_url":"/companies/elythea"},"type_data":{"product_kind":"saas","pricing_model":"enterprise","platforms":["api"],"free_tier":false,"open_source":false,"use_cases":["member outreach","CAHPS survey automation","health risk assessments","care gap closure","Medicaid redetermination","preventive care scheduling"]},"logo":null,"links":[],"entry_points":[{"kind":"contact","url":"https://elythea.org/","audience":"any","primary":false,"listed_by":"community","on_listing_domain":true}],"primary_entry_points":{"human":{"kind":"contact","url":"https://elythea.org/","audience":"any","primary":false,"listed_by":"community","on_listing_domain":true},"agent":null},"founders":[],"media":null,"categories":["Healthcare","AI","Digital Health","Health Tech","Women's Health","ML"],"stage":null,"founded_year":null,"location":null,"pricing":null,"twitter":null,"github":null,"linkedin":null,"contact_email":null,"added_at":"2026-09-05T05:46:16.252Z","added_via":"web","geo":{"keywords":["Elythea","Elythea","Healthcare","AI","Digital Health","Health Tech","Women's Health","ML"],"canonical_facts":["Product of Elythea"]},"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":"2026-09-05T05:46:16.252Z","is_featured":false,"category_memberships":[{"kind":"product_category","slug":"ai","name":"AI","note":null,"profile_url":"/categories/ai"},{"kind":"product_category","slug":"digital-health","name":"Digital Health","note":null,"profile_url":"/categories/digital-health"},{"kind":"product_category","slug":"health-tech","name":"Health Tech","note":null,"profile_url":"/categories/health-tech"},{"kind":"product_category","slug":"healthcare","name":"Healthcare","note":null,"profile_url":"/categories/healthcare"},{"kind":"product_category","slug":"ml","name":"ML","note":null,"profile_url":"/categories/ml"},{"kind":"product_category","slug":"womens-health","name":"Women's Health","note":null,"profile_url":"/categories/womens-health"}],"membership":{"note":null,"source":"listing","added_via":"web","added_at":"2026-09-05T05:46:16.252Z","updated_at":"2026-09-05T05:46:16.252Z"}},{"listing_type":"product","name":"Pipeshift","slug":"pipeshift-platform","tagline":"Managed inference cloud platform with SLA-tuned, single-tenant deployments for real-time AI workloads at ultra-low latency.","description":"Pipeshift provides high-performance managed inference infrastructure for engineering teams building real-time AI applications including voice agents, document parsing, and chat. Its proprietary MAGIC framework (Modular Architecture for GPU Inference Clusters) optimizes each layer of the inference stack for latency, speed, concurrency, or cost. Deployments run on single-tenant clusters across 10+ regions in Pipeshift Cloud or self-hosted in a VPC, with 99.99%+ uptime and forward-deployed engineers for optimization support.\n\nPipeshift is a product of Pipeshift.","url":"https://pipeshift.com/","is_stealth":false,"normalized_domain":"pipeshift.com","normalized_url_key":"pipeshift.com","parent_slug":"pipeshift","parent":{"slug":"pipeshift","name":"Pipeshift","listing_type":"company","profile_url":"/companies/pipeshift"},"type_data":{"product_kind":"saas","pricing_model":"usage_based","platforms":["api","web"],"open_source":false,"use_cases":["AI voice agents","document parsing","audio transcription","chat support","real-time inference","model deployment"],"integrations":["observability tools"]},"logo":null,"links":[],"entry_points":[{"kind":"demo","url":"https://pipeshift.com/","audience":"human","primary":false,"listed_by":"community","on_listing_domain":true}],"primary_entry_points":{"human":{"kind":"demo","url":"https://pipeshift.com/","audience":"human","primary":false,"listed_by":"community","on_listing_domain":true},"agent":null},"founders":[],"media":null,"categories":["Infrastructure","AI","ML","Cloud Computing","Developer Tools","B2B","AIOps","Artificial Intelligence"],"stage":null,"founded_year":null,"location":null,"pricing":null,"twitter":null,"github":null,"linkedin":null,"contact_email":null,"added_at":"2026-09-05T05:33:31.098Z","added_via":"web","geo":{"keywords":["Pipeshift","Pipeshift","Infrastructure","AI","ML","Cloud Computing","Developer Tools","B2B","AIOps","Artificial Intelligence"],"canonical_facts":["Product of Pipeshift"]},"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":"2026-09-05T05:33:31.098Z","is_featured":false,"category_memberships":[{"kind":"product_category","slug":"ai","name":"AI","note":null,"profile_url":"/categories/ai"},{"kind":"product_category","slug":"aiops","name":"AIOps","note":null,"profile_url":"/categories/aiops"},{"kind":"product_category","slug":"artificial-intelligence","name":"Artificial Intelligence","note":null,"profile_url":"/categories/artificial-intelligence"},{"kind":"product_category","slug":"b2b","name":"B2B","note":null,"profile_url":"/categories/b2b"},{"kind":"product_category","slug":"cloud-computing","name":"Cloud Computing","note":null,"profile_url":"/categories/cloud-computing"},{"kind":"product_category","slug":"developer-tools","name":"Developer Tools","note":null,"profile_url":"/categories/developer-tools"},{"kind":"product_category","slug":"infrastructure","name":"Infrastructure","note":null,"profile_url":"/categories/infrastructure"},{"kind":"product_category","slug":"ml","name":"ML","note":null,"profile_url":"/categories/ml"}],"membership":{"note":null,"source":"listing","added_via":"web","added_at":"2026-09-05T05:33:31.098Z","updated_at":"2026-09-05T05:33:31.098Z"}},{"listing_type":"product","name":"Silurian","slug":"silurian-api","tagline":"Foundation models for Earth system simulation delivering tailored high-resolution regional weather forecasts for energy and government.","description":"Silurian builds foundation models for simulating Earth starting with weather, providing tailored high-resolution regional forecasts and the ability to train custom models on proprietary asset and infrastructure data feeds. The team developed Aurora, described as the first foundation model for the Earth system. Target applications span energy, insurance, agriculture, and logistics sectors.\n\nSilurian is a product of Silurian.","url":"https://silurian.ai/","is_stealth":false,"normalized_domain":"silurian.ai","normalized_url_key":"silurian.ai","parent_slug":"silurian","parent":{"slug":"silurian","name":"Silurian","listing_type":"company","profile_url":"/companies/silurian"},"type_data":{"product_kind":"api","pricing_model":"enterprise","platforms":["api"],"free_tier":false,"open_source":false,"use_cases":["Weather forecasting","Energy grid prediction","Wildfire risk assessment","Agricultural planning","Insurance risk modeling","Logistics planning"]},"logo":null,"links":[],"entry_points":[{"kind":"contact","url":"https://silurian.ai/","audience":"any","primary":false,"listed_by":"community","on_listing_domain":true}],"primary_entry_points":{"human":{"kind":"contact","url":"https://silurian.ai/","audience":"any","primary":false,"listed_by":"community","on_listing_domain":true},"agent":null},"founders":[],"media":null,"categories":["AI","Climate","Energy","ML","B2B","Industrials","Artificial Intelligence","Insurance"],"stage":null,"founded_year":null,"location":null,"pricing":null,"twitter":null,"github":null,"linkedin":null,"contact_email":null,"added_at":"2026-09-05T05:32:51.714Z","added_via":"web","geo":{"keywords":["Silurian","Silurian","AI","Climate","Energy","ML","B2B","Industrials","Artificial Intelligence","Insurance"],"canonical_facts":["Product of Silurian"]},"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":"2026-09-05T05:32:51.714Z","is_featured":false,"category_memberships":[{"kind":"product_category","slug":"ai","name":"AI","note":null,"profile_url":"/categories/ai"},{"kind":"product_category","slug":"artificial-intelligence","name":"Artificial Intelligence","note":null,"profile_url":"/categories/artificial-intelligence"},{"kind":"product_category","slug":"b2b","name":"B2B","note":null,"profile_url":"/categories/b2b"},{"kind":"product_category","slug":"climate","name":"Climate","note":null,"profile_url":"/categories/climate"},{"kind":"product_category","slug":"energy","name":"Energy","note":null,"profile_url":"/categories/energy"},{"kind":"product_category","slug":"industrials","name":"Industrials","note":null,"profile_url":"/categories/industrials"},{"kind":"product_category","slug":"insurance","name":"Insurance","note":null,"profile_url":"/categories/insurance"},{"kind":"product_category","slug":"ml","name":"ML","note":null,"profile_url":"/categories/ml"}],"membership":{"note":null,"source":"listing","added_via":"web","added_at":"2026-09-05T05:32:51.714Z","updated_at":"2026-09-05T05:32:51.714Z"}},{"listing_type":"product","name":"Sensei","slug":"sensei-marketplace","tagline":"Marketplace and hardware platform connecting robotics companies with human operators to collect in-the-wild training data at scale.","description":"Sensei Robotics provides a data collection hardware platform and an operator network for robotics companies that need training data. Their hardware enables human-demonstration data collection at one-tenth the cost and twice the speed of traditional teleoperation. A software platform acts like Scale AI for robotics, matching data-generation requests with paid human operators.\n\nSensei is a product of Sensei.","url":"https://senseirobotics.com/","is_stealth":false,"normalized_domain":"senseirobotics.com","normalized_url_key":"senseirobotics.com","parent_slug":"sensei","parent":{"slug":"sensei","name":"Sensei","listing_type":"company","profile_url":"/companies/sensei"},"type_data":{"product_kind":"marketplace","pricing_model":"usage_based","platforms":["web"],"free_tier":false,"open_source":false,"use_cases":["Robot training data collection","Human-demonstration data","Teleoperation alternatives","Robotics dataset enrichment"]},"logo":null,"links":[],"entry_points":[{"kind":"contact","url":"https://senseirobotics.com/","audience":"any","primary":false,"listed_by":"community","on_listing_domain":true}],"primary_entry_points":{"human":{"kind":"contact","url":"https://senseirobotics.com/","audience":"any","primary":false,"listed_by":"community","on_listing_domain":true},"agent":null},"founders":[],"media":null,"categories":["Robotics","AI","Marketplace","Data Engineering","ML","Industrials","Manufacturing and Robotics","Artificial Intelligence"],"stage":null,"founded_year":null,"location":null,"pricing":null,"twitter":null,"github":null,"linkedin":null,"contact_email":null,"added_at":"2026-09-05T05:32:44.569Z","added_via":"web","geo":{"keywords":["Sensei","Sensei","Robotics","AI","Marketplace","Data Engineering","ML","Industrials","Manufacturing and Robotics","Artificial Intelligence"],"canonical_facts":["Product of Sensei"]},"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":"2026-09-05T05:32:44.569Z","is_featured":false,"category_memberships":[{"kind":"product_category","slug":"ai","name":"AI","note":null,"profile_url":"/categories/ai"},{"kind":"product_category","slug":"artificial-intelligence","name":"Artificial Intelligence","note":null,"profile_url":"/categories/artificial-intelligence"},{"kind":"product_category","slug":"data-engineering","name":"Data Engineering","note":null,"profile_url":"/categories/data-engineering"},{"kind":"product_category","slug":"industrials","name":"Industrials","note":null,"profile_url":"/categories/industrials"},{"kind":"product_category","slug":"manufacturing-and-robotics","name":"Manufacturing and Robotics","note":null,"profile_url":"/categories/manufacturing-and-robotics"},{"kind":"product_category","slug":"marketplace","name":"Marketplace","note":null,"profile_url":"/categories/marketplace"},{"kind":"product_category","slug":"ml","name":"ML","note":null,"profile_url":"/categories/ml"},{"kind":"product_category","slug":"robotics","name":"Robotics","note":null,"profile_url":"/categories/robotics"}],"membership":{"note":null,"source":"listing","added_via":"web","added_at":"2026-09-05T05:32:44.569Z","updated_at":"2026-09-05T05:32:44.569Z"}},{"listing_type":"product","name":"RunLocal","slug":"runlocal","tagline":"Agentic infrastructure for on-device AI model optimization and benchmarking on embedded compute platforms like NVIDIA Orin.","description":"RunLocal is purpose-built infrastructure that enables coding agents to safely benchmark and optimize AI models on target embedded hardware. It provides precise experiment tracking, trustworthy on-device benchmarks with append-only provenance records, and a causal understanding of what drives performance on target compute. Installed via CLI, it manages parallel agent access to devices, preventing benchmark collisions and automatically retrying crashes.\n\nRunLocal is a product of RunLocal AI.","url":"https://www.runlocal.ai/","is_stealth":false,"normalized_domain":"runlocal.ai","normalized_url_key":"runlocal.ai","parent_slug":"runlocal-ai","parent":{"slug":"runlocal-ai","name":"RunLocal AI","listing_type":"company","profile_url":"/companies/runlocal-ai"},"type_data":{"product_kind":"developer_tool","platforms":["cli"],"open_source":false,"use_cases":["On-device model optimization","Embedded AI benchmarking","Autonomous vehicle AI tuning","Robotics inference optimization","Smart camera ML optimization"],"integrations":["NVIDIA Orin","NVIDIA Thor","Qualcomm"]},"logo":null,"links":[],"entry_points":[{"kind":"signup","url":"https://www.runlocal.ai/","audience":"human","primary":false,"listed_by":"community","on_listing_domain":true}],"primary_entry_points":{"human":{"kind":"signup","url":"https://www.runlocal.ai/","audience":"human","primary":false,"listed_by":"community","on_listing_domain":true},"agent":null},"founders":[],"media":null,"categories":["Developer Tools","AI","ML","Robotics","Computer Vision","B2B","Engineering, Product and Design","Artificial Intelligence"],"stage":null,"founded_year":null,"location":null,"pricing":null,"twitter":null,"github":null,"linkedin":null,"contact_email":null,"added_at":"2026-09-05T05:32:26.851Z","added_via":"web","geo":{"keywords":["RunLocal","RunLocal AI","Developer Tools","AI","ML","Robotics","Computer Vision","B2B","Engineering, Product and Design","Artificial Intelligence"],"canonical_facts":["Product of RunLocal AI"]},"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":"2026-09-05T05:32:26.851Z","is_featured":false,"category_memberships":[{"kind":"product_category","slug":"ai","name":"AI","note":null,"profile_url":"/categories/ai"},{"kind":"product_category","slug":"artificial-intelligence","name":"Artificial Intelligence","note":null,"profile_url":"/categories/artificial-intelligence"},{"kind":"product_category","slug":"b2b","name":"B2B","note":null,"profile_url":"/categories/b2b"},{"kind":"product_category","slug":"computer-vision","name":"Computer Vision","note":null,"profile_url":"/categories/computer-vision"},{"kind":"product_category","slug":"developer-tools","name":"Developer Tools","note":null,"profile_url":"/categories/developer-tools"},{"kind":"product_category","slug":"engineering-product-and-design","name":"Engineering, Product and Design","note":null,"profile_url":"/categories/engineering-product-and-design"},{"kind":"product_category","slug":"ml","name":"ML","note":null,"profile_url":"/categories/ml"},{"kind":"product_category","slug":"robotics","name":"Robotics","note":null,"profile_url":"/categories/robotics"}],"membership":{"note":null,"source":"listing","added_via":"web","added_at":"2026-09-05T05:32:26.851Z","updated_at":"2026-09-05T05:32:26.851Z"}},{"listing_type":"product","name":"Dragoneye","slug":"dragoneye-api","tagline":"Zero-shot vision AI that detects any object or attribute from plain English prompts, with no training data required.","description":"Dragoneye is a vision AI platform enabling developers to build custom detection models by describing what to detect in plain English, with no labeling or ML work. Models go live in seconds with no infrastructure to maintain, and are accessible via Python and Node SDKs. A Playground lets users create and test models immediately for use cases like construction-site safety monitoring.\n\nDragoneye is a product of Dragoneye.","url":"https://dragoneye.ai/","is_stealth":false,"normalized_domain":"dragoneye.ai","normalized_url_key":"dragoneye.ai","parent_slug":"dragoneye","parent":{"slug":"dragoneye","name":"Dragoneye","listing_type":"company","profile_url":"/companies/dragoneye"},"type_data":{"product_kind":"api","platforms":["web","api"],"open_source":false,"use_cases":["construction site safety detection","object detection","attribute detection","video analysis","image recognition"]},"logo":null,"links":[],"entry_points":[{"kind":"signup","url":"https://dragoneye.ai/","audience":"human","primary":false,"listed_by":"community","on_listing_domain":true}],"primary_entry_points":{"human":{"kind":"signup","url":"https://dragoneye.ai/","audience":"human","primary":false,"listed_by":"community","on_listing_domain":true},"agent":null},"founders":[],"media":null,"categories":["Developer Tools","Computer Vision","AI","API","B2B","Engineering, Product and Design","ML"],"stage":null,"founded_year":null,"location":null,"pricing":null,"twitter":null,"github":null,"linkedin":null,"contact_email":null,"added_at":"2026-09-05T05:22:39.301Z","added_via":"web","geo":{"keywords":["Dragoneye","Dragoneye","Developer Tools","Computer Vision","AI","API","B2B","Engineering, Product and Design","ML"],"canonical_facts":["Product of Dragoneye"]},"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":"2026-09-05T05:22:39.301Z","is_featured":false,"category_memberships":[{"kind":"product_category","slug":"ai","name":"AI","note":null,"profile_url":"/categories/ai"},{"kind":"product_category","slug":"api","name":"API","note":null,"profile_url":"/categories/api"},{"kind":"product_category","slug":"b2b","name":"B2B","note":null,"profile_url":"/categories/b2b"},{"kind":"product_category","slug":"computer-vision","name":"Computer Vision","note":null,"profile_url":"/categories/computer-vision"},{"kind":"product_category","slug":"developer-tools","name":"Developer Tools","note":null,"profile_url":"/categories/developer-tools"},{"kind":"product_category","slug":"engineering-product-and-design","name":"Engineering, Product and Design","note":null,"profile_url":"/categories/engineering-product-and-design"},{"kind":"product_category","slug":"ml","name":"ML","note":null,"profile_url":"/categories/ml"}],"membership":{"note":null,"source":"listing","added_via":"web","added_at":"2026-09-05T05:22:39.301Z","updated_at":"2026-09-05T05:22:39.301Z"}},{"listing_type":"product","name":"Godela","slug":"godela-platform","tagline":"AI physics engine that trains physics-constrained models on engineering simulation data and answers what-if design questions with solver-level accuracy in…","description":"Godela builds AI models that learn the governing physics of real-world engineering systems from existing simulation or experimental data. Engineers upload simulation data, Godela trains a physics-constrained model, and users then ask what-if questions by changing airflow, geometry, or materials and receive physics-accurate answers in under a second. The platform covers thermal management, heat transfer, aerodynamics, electromagnetic fields, and structural stress analysis, enabling evaluation of thousands of design configurations in minutes.\n\nGodela is a product of Godela.","url":"https://godela.ai/","is_stealth":false,"normalized_domain":"godela.ai","normalized_url_key":"godela.ai","parent_slug":"godela","parent":{"slug":"godela","name":"Godela","listing_type":"company","profile_url":"/companies/godela"},"type_data":{"product_kind":"saas","platforms":["web","api"],"open_source":false,"use_cases":["thermal environment design","heat transfer modeling","aerodynamic drag and lift prediction","electromagnetic field design","structural stress analysis","data center cooling optimization","rapid design iteration"]},"logo":null,"links":[],"entry_points":[{"kind":"contact","url":"https://godela.ai/","audience":"any","primary":false,"listed_by":"community","on_listing_domain":true}],"primary_entry_points":{"human":{"kind":"contact","url":"https://godela.ai/","audience":"any","primary":false,"listed_by":"community","on_listing_domain":true},"agent":null},"founders":[],"media":null,"categories":["AI","Hardware","B2B","Aerospace","Engineering, Product and Design","Artificial Intelligence","Hard Tech","ML"],"stage":null,"founded_year":null,"location":null,"pricing":null,"twitter":null,"github":null,"linkedin":null,"contact_email":null,"added_at":"2026-09-05T04:54:37.540Z","added_via":"web","geo":{"keywords":["Godela","Godela","AI","Hardware","B2B","Aerospace","Engineering, Product and Design","Artificial Intelligence","Hard Tech","ML"],"canonical_facts":["Product of Godela"]},"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":"2026-09-05T04:54:37.540Z","is_featured":false,"category_memberships":[{"kind":"product_category","slug":"aerospace","name":"Aerospace","note":null,"profile_url":"/categories/aerospace"},{"kind":"product_category","slug":"ai","name":"AI","note":null,"profile_url":"/categories/ai"},{"kind":"product_category","slug":"artificial-intelligence","name":"Artificial Intelligence","note":null,"profile_url":"/categories/artificial-intelligence"},{"kind":"product_category","slug":"b2b","name":"B2B","note":null,"profile_url":"/categories/b2b"},{"kind":"product_category","slug":"engineering-product-and-design","name":"Engineering, Product and Design","note":null,"profile_url":"/categories/engineering-product-and-design"},{"kind":"product_category","slug":"hard-tech","name":"Hard Tech","note":null,"profile_url":"/categories/hard-tech"},{"kind":"product_category","slug":"hardware","name":"Hardware","note":null,"profile_url":"/categories/hardware"},{"kind":"product_category","slug":"ml","name":"ML","note":null,"profile_url":"/categories/ml"}],"membership":{"note":null,"source":"listing","added_via":"web","added_at":"2026-09-05T04:54:37.540Z","updated_at":"2026-09-05T04:54:37.540Z"}},{"listing_type":"product","name":"Freesolo","slug":"freesolo-platform","tagline":"Full-stack post-training platform for building production-ready small AI models through autonomous agent-driven iterative training loops.","description":"Freesolo provides tools and a managed service for post-training small AI models, closing the gap between model size and quality. Its Flash managed post-training package is designed to be driven by agents such as Claude Code, Cursor, or Codex: point an agent at Flash and receive a production-ready model. The platform emphasizes autonomous, efficient, and cost-effective iterative post-training using agent loops, enabling smaller models to outperform larger ones at lower latency and cost.\n\nFreesolo is a product of Freesolo.","url":"https://freesolo.co/","is_stealth":false,"normalized_domain":"freesolo.co","normalized_url_key":"freesolo.co","parent_slug":"freesolo","parent":{"slug":"freesolo","name":"Freesolo","listing_type":"company","profile_url":"/companies/freesolo"},"type_data":{"product_kind":"saas","platforms":["api"],"open_source":false,"use_cases":["small model post-training","custom model fine-tuning","production-ready model delivery","agent-driven training"],"integrations":["Claude Code","Cursor","Codex"]},"logo":null,"links":[],"entry_points":[{"kind":"book_call","url":"https://freesolo.co/","audience":"human","primary":false,"listed_by":"community","on_listing_domain":true}],"primary_entry_points":{"human":{"kind":"book_call","url":"https://freesolo.co/","audience":"human","primary":false,"listed_by":"community","on_listing_domain":true},"agent":null},"founders":[],"media":null,"categories":["AI","Developer Tools","ML","B2B","Engineering, Product and Design","Reinforcement Learning"],"stage":null,"founded_year":null,"location":null,"pricing":null,"twitter":null,"github":null,"linkedin":null,"contact_email":null,"added_at":"2026-09-05T04:54:23.040Z","added_via":"web","geo":{"keywords":["Freesolo","Freesolo","AI","Developer Tools","ML","B2B","Engineering, Product and Design","Reinforcement Learning"],"canonical_facts":["Product of Freesolo"]},"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":"2026-09-05T04:54:23.040Z","is_featured":false,"category_memberships":[{"kind":"product_category","slug":"ai","name":"AI","note":null,"profile_url":"/categories/ai"},{"kind":"product_category","slug":"b2b","name":"B2B","note":null,"profile_url":"/categories/b2b"},{"kind":"product_category","slug":"developer-tools","name":"Developer Tools","note":null,"profile_url":"/categories/developer-tools"},{"kind":"product_category","slug":"engineering-product-and-design","name":"Engineering, Product and Design","note":null,"profile_url":"/categories/engineering-product-and-design"},{"kind":"product_category","slug":"ml","name":"ML","note":null,"profile_url":"/categories/ml"},{"kind":"product_category","slug":"reinforcement-learning","name":"Reinforcement Learning","note":null,"profile_url":"/categories/reinforcement-learning"}],"membership":{"note":null,"source":"listing","added_via":"web","added_at":"2026-09-05T04:54:23.040Z","updated_at":"2026-09-05T04:54:23.040Z"}},{"listing_type":"product","name":"Feyn","slug":"feyn-service","tagline":"End-to-end managed service that trains custom AI models on production data, ships them, and keeps them improving through a continuous feedback loop.","description":"Feyn is an end-to-end managed service for building custom AI models from a company's own data. Engineers review the customer's current system, define quality metrics, sharpen context and data pipelines, then train a specialized model focused on the typical production path and costly edge cases. After shipping, new production cases feed back into a training loop so the model continuously improves. Customers own the resulting model weights and benefit from faster, cheaper inference.\n\nFeyn is a product of Feyn.","url":"https://www.usefeyn.com/","is_stealth":false,"normalized_domain":"usefeyn.com","normalized_url_key":"usefeyn.com","parent_slug":"feyn","parent":{"slug":"feyn","name":"Feyn","listing_type":"company","profile_url":"/companies/feyn"},"type_data":{"product_kind":"service","platforms":["api"],"free_tier":false,"open_source":false,"use_cases":["custom model training","production AI specialization","background removal models","web content processing models","edge case handling"]},"logo":null,"links":[],"entry_points":[{"kind":"contact","url":"https://www.usefeyn.com/","audience":"any","primary":false,"listed_by":"community","on_listing_domain":true}],"primary_entry_points":{"human":{"kind":"contact","url":"https://www.usefeyn.com/","audience":"any","primary":false,"listed_by":"community","on_listing_domain":true},"agent":null},"founders":[],"media":null,"categories":["AI","Developer Tools","B2B","ML","Engineering, Product and Design","Artificial Intelligence"],"stage":null,"founded_year":null,"location":null,"pricing":null,"twitter":null,"github":null,"linkedin":null,"contact_email":null,"added_at":"2026-09-05T04:54:04.662Z","added_via":"web","geo":{"keywords":["Feyn","Feyn","AI","Developer Tools","B2B","ML","Engineering, Product and Design","Artificial Intelligence"],"canonical_facts":["Product of Feyn"]},"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":"2026-09-05T04:54:04.662Z","is_featured":false,"category_memberships":[{"kind":"product_category","slug":"ai","name":"AI","note":null,"profile_url":"/categories/ai"},{"kind":"product_category","slug":"artificial-intelligence","name":"Artificial Intelligence","note":null,"profile_url":"/categories/artificial-intelligence"},{"kind":"product_category","slug":"b2b","name":"B2B","note":null,"profile_url":"/categories/b2b"},{"kind":"product_category","slug":"developer-tools","name":"Developer Tools","note":null,"profile_url":"/categories/developer-tools"},{"kind":"product_category","slug":"engineering-product-and-design","name":"Engineering, Product and Design","note":null,"profile_url":"/categories/engineering-product-and-design"},{"kind":"product_category","slug":"ml","name":"ML","note":null,"profile_url":"/categories/ml"}],"membership":{"note":null,"source":"listing","added_via":"web","added_at":"2026-09-05T04:54:04.662Z","updated_at":"2026-09-05T04:54:04.662Z"}},{"listing_type":"product","name":"Cartpole","slug":"cartpole-product","tagline":"Reinforcement learning environments for training frontier AI models.","description":"Cartpole builds reinforcement learning environments used to train frontier AI models. The company is a Y Combinator Spring 2025 company. Minimal product detail is available on the public website.\n\nCartpole is a product of Cartpole.","url":"https://cartpole.com/","is_stealth":false,"normalized_domain":"cartpole.com","normalized_url_key":"cartpole.com","parent_slug":"cartpole","parent":{"slug":"cartpole","name":"Cartpole","listing_type":"company","profile_url":"/companies/cartpole"},"type_data":{"product_kind":"other","use_cases":["frontier model training","reinforcement learning research"]},"logo":null,"links":[],"entry_points":[{"kind":"contact","url":"https://cartpole.com/","audience":"any","primary":false,"listed_by":"community","on_listing_domain":true}],"primary_entry_points":{"human":{"kind":"contact","url":"https://cartpole.com/","audience":"any","primary":false,"listed_by":"community","on_listing_domain":true},"agent":null},"founders":[],"media":null,"categories":["AI","Reinforcement Learning","Developer Tools","B2B","Artificial Intelligence","Data Labeling","ML"],"stage":null,"founded_year":null,"location":null,"pricing":null,"twitter":null,"github":null,"linkedin":null,"contact_email":null,"added_at":"2026-09-05T04:48:26.137Z","added_via":"web","geo":{"keywords":["Cartpole","Cartpole","AI","Reinforcement Learning","Developer Tools","B2B","Artificial Intelligence","Data Labeling","ML"],"canonical_facts":["Product of Cartpole"]},"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":"2026-09-05T04:48:26.137Z","is_featured":false,"category_memberships":[{"kind":"product_category","slug":"ai","name":"AI","note":null,"profile_url":"/categories/ai"},{"kind":"product_category","slug":"artificial-intelligence","name":"Artificial Intelligence","note":null,"profile_url":"/categories/artificial-intelligence"},{"kind":"product_category","slug":"b2b","name":"B2B","note":null,"profile_url":"/categories/b2b"},{"kind":"product_category","slug":"data-labeling","name":"Data Labeling","note":null,"profile_url":"/categories/data-labeling"},{"kind":"product_category","slug":"developer-tools","name":"Developer Tools","note":null,"profile_url":"/categories/developer-tools"},{"kind":"product_category","slug":"ml","name":"ML","note":null,"profile_url":"/categories/ml"},{"kind":"product_category","slug":"reinforcement-learning","name":"Reinforcement Learning","note":null,"profile_url":"/categories/reinforcement-learning"}],"membership":{"note":null,"source":"listing","added_via":"web","added_at":"2026-09-05T04:48:26.137Z","updated_at":"2026-09-05T04:48:26.137Z"}},{"listing_type":"product","name":"Understudy","slug":"understudy","tagline":"LLM production optimizer that captures agent traces, trains a cheaper fine-tuned successor model you own, and deploys it only when it beats your benchmark.","description":"Understudy installs a proxy that captures production traces from existing LLM workflows, evaluates them to set a quality benchmark, and trains fine-tuned successor models on prompts and weights the customer owns. A replacement model is deployed only after it beats the held-out eval in A/B testing against the frontier baseline. The platform optimizes the complete production route including prompts, tool-call adapters, reasoning modes, batching, context management, and serving paths; it can run locally or on cloud infrastructure.\n\nUnderstudy is a product of Understudy Labs.","url":"https://understudylabs.com/","is_stealth":false,"normalized_domain":"understudylabs.com","normalized_url_key":"understudylabs.com","parent_slug":"understudy-labs","parent":{"slug":"understudy-labs","name":"Understudy Labs","listing_type":"company","profile_url":"/companies/understudy-labs"},"type_data":{"product_kind":"developer_tool","pricing_model":"enterprise","platforms":["api","cli"],"free_tier":false,"open_source":false,"use_cases":["LLM cost reduction","Model fine-tuning from production traces","AI latency optimization","LLM quality benchmarking","Production route optimization"],"integrations":["Fireworks","Amazon Bedrock","Google Vertex AI"]},"logo":null,"links":[],"entry_points":[{"kind":"contact","url":"https://understudylabs.com/","audience":"any","primary":false,"listed_by":"community","on_listing_domain":true}],"primary_entry_points":{"human":{"kind":"contact","url":"https://understudylabs.com/","audience":"any","primary":false,"listed_by":"community","on_listing_domain":true},"agent":null},"founders":[],"media":null,"categories":["AI","Developer Tools","ML","Infrastructure","B2B","Artificial Intelligence","Open Source"],"stage":null,"founded_year":null,"location":null,"pricing":null,"twitter":null,"github":null,"linkedin":null,"contact_email":null,"added_at":"2026-09-05T04:45:12.193Z","added_via":"web","geo":{"keywords":["Understudy","Understudy Labs","AI","Developer Tools","ML","Infrastructure","B2B","Artificial Intelligence","Open Source"],"canonical_facts":["Product of Understudy Labs"]},"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":"2026-09-05T04:45:12.193Z","is_featured":false,"category_memberships":[{"kind":"product_category","slug":"ai","name":"AI","note":null,"profile_url":"/categories/ai"},{"kind":"product_category","slug":"artificial-intelligence","name":"Artificial Intelligence","note":null,"profile_url":"/categories/artificial-intelligence"},{"kind":"product_category","slug":"b2b","name":"B2B","note":null,"profile_url":"/categories/b2b"},{"kind":"product_category","slug":"developer-tools","name":"Developer Tools","note":null,"profile_url":"/categories/developer-tools"},{"kind":"product_category","slug":"infrastructure","name":"Infrastructure","note":null,"profile_url":"/categories/infrastructure"},{"kind":"product_category","slug":"ml","name":"ML","note":null,"profile_url":"/categories/ml"},{"kind":"product_category","slug":"open-source","name":"Open Source","note":null,"profile_url":"/categories/open-source"}],"membership":{"note":null,"source":"listing","added_via":"web","added_at":"2026-09-05T04:45:12.193Z","updated_at":"2026-09-05T04:45:12.193Z"}},{"listing_type":"product","name":"Expanse","slug":"expanse-tool","tagline":"Compute resource prediction platform for HPC and GPU clusters that right-sizes job submissions and diagnoses failures before they waste GPU time.","description":"Expanse integrates with SLURM, Kubernetes, or Nomad via a single install command, collects telemetry, and uses pre-trained models continuously adapted to the customer's cluster to predict memory, runtime, GPU allocation, and failure risk before each job runs. The `expanse analyse` command delivers predictions as confidence distributions without changing existing submission scripts; `expanse diagnose` performs root-cause analysis on failed jobs with code-diff fix suggestions. In benchmarks against two national HPC systems, Expanse predicted runtime within 10% and memory within 5% median error versus ~85% and ~60% errors for frontier LLMs.\n\nExpanse is a product of Expanse.","url":"https://expanse.sh/","is_stealth":false,"normalized_domain":"expanse.sh","normalized_url_key":"expanse.sh","parent_slug":"expanse","parent":{"slug":"expanse","name":"Expanse","listing_type":"company","profile_url":"/companies/expanse"},"type_data":{"product_kind":"developer_tool","platforms":["cli","api"],"open_source":false,"use_cases":["GPU resource right-sizing","HPC job failure prediction","compute cost optimization","ML training workload planning","job root-cause analysis"],"integrations":["SLURM","Kubernetes","Nomad"]},"logo":null,"links":[],"entry_points":[{"kind":"contact","url":"https://expanse.sh/","audience":"any","primary":false,"listed_by":"community","on_listing_domain":true}],"primary_entry_points":{"human":{"kind":"contact","url":"https://expanse.sh/","audience":"any","primary":false,"listed_by":"community","on_listing_domain":true},"agent":null},"founders":[],"media":null,"categories":["Infrastructure","AI","HPC","ML","Developer Tools","B2B","Deep Learning"],"stage":null,"founded_year":null,"location":null,"pricing":null,"twitter":null,"github":null,"linkedin":null,"contact_email":null,"added_at":"2026-09-05T04:09:27.698Z","added_via":"web","geo":{"keywords":["Expanse","Expanse","Infrastructure","AI","HPC","ML","Developer Tools","B2B","Deep Learning"],"canonical_facts":["Product of Expanse"]},"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":"2026-09-05T04:09:27.698Z","is_featured":false,"category_memberships":[{"kind":"product_category","slug":"ai","name":"AI","note":null,"profile_url":"/categories/ai"},{"kind":"product_category","slug":"b2b","name":"B2B","note":null,"profile_url":"/categories/b2b"},{"kind":"product_category","slug":"deep-learning","name":"Deep Learning","note":null,"profile_url":"/categories/deep-learning"},{"kind":"product_category","slug":"developer-tools","name":"Developer Tools","note":null,"profile_url":"/categories/developer-tools"},{"kind":"product_category","slug":"hpc","name":"HPC","note":null,"profile_url":"/categories/hpc"},{"kind":"product_category","slug":"infrastructure","name":"Infrastructure","note":null,"profile_url":"/categories/infrastructure"},{"kind":"product_category","slug":"ml","name":"ML","note":null,"profile_url":"/categories/ml"}],"membership":{"note":null,"source":"listing","added_via":"web","added_at":"2026-09-05T04:09:27.698Z","updated_at":"2026-09-05T04:09:27.698Z"}},{"listing_type":"product","name":"Datoric","slug":"datoric-service","tagline":"Licensed multimodal AI training datasets for robotics, voice, and world models sourced from consented contributors with verifiable rights.","description":"Datoric produces custom multimodal datasets for voice models, robotics, and world models by treating research, collection, verification, and production as one continuous process. It works with frontier model teams to turn emerging limitations into testable data hypotheses and builds validated collection methods at scale. Data is collected through private invite-only applications with clear contributor provenance, compensation, and rights that legal teams can verify.\n\nDatoric is a product of Datoric.","url":"https://www.datoric.com/","is_stealth":false,"normalized_domain":"datoric.com","normalized_url_key":"datoric.com","parent_slug":"datoric","parent":{"slug":"datoric","name":"Datoric","listing_type":"company","profile_url":"/companies/datoric"},"type_data":{"product_kind":"service","pricing_model":"enterprise","free_tier":false,"open_source":false,"use_cases":["robot training data","voice model training data","world model data","frontier AI dataset development"]},"logo":null,"links":[],"entry_points":[{"kind":"contact","url":"https://www.datoric.com/","audience":"any","primary":false,"listed_by":"community","on_listing_domain":true}],"primary_entry_points":{"human":{"kind":"contact","url":"https://www.datoric.com/","audience":"any","primary":false,"listed_by":"community","on_listing_domain":true},"agent":null},"founders":[],"media":null,"categories":["AI","Data Labeling","B2B","Artificial Intelligence","ML"],"stage":null,"founded_year":null,"location":null,"pricing":null,"twitter":null,"github":null,"linkedin":null,"contact_email":null,"added_at":"2026-09-05T04:08:15.060Z","added_via":"web","geo":{"keywords":["Datoric","Datoric","AI","Data Labeling","B2B","Artificial Intelligence","ML"],"canonical_facts":["Product of Datoric"]},"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":"2026-09-05T04:08:15.060Z","is_featured":false,"category_memberships":[{"kind":"product_category","slug":"ai","name":"AI","note":null,"profile_url":"/categories/ai"},{"kind":"product_category","slug":"artificial-intelligence","name":"Artificial Intelligence","note":null,"profile_url":"/categories/artificial-intelligence"},{"kind":"product_category","slug":"b2b","name":"B2B","note":null,"profile_url":"/categories/b2b"},{"kind":"product_category","slug":"data-labeling","name":"Data Labeling","note":null,"profile_url":"/categories/data-labeling"},{"kind":"product_category","slug":"ml","name":"ML","note":null,"profile_url":"/categories/ml"}],"membership":{"note":null,"source":"listing","added_via":"web","added_at":"2026-09-05T04:08:15.060Z","updated_at":"2026-09-05T04:08:15.060Z"}}],"total":18,"limit":50,"offset":0}