{"listing":{"listing_type":"product","name":"Automorphic","slug":"automorphic-platform","tagline":"Fine-tuning platform that infuses knowledge into LLMs using deployed model outputs as training data with as few as 10 samples.","description":"Automorphic builds tools for models to maintain other models, treating deployed model outputs as a training corpus for successive fine-tuning iterations. The company has developed a fine-tuning approach that allows developers to infuse knowledge into LLMs with as few as 10 samples, surpassing context window limitations, enabling rapid iteration on custom models cheaply and efficiently.\n\nAutomorphic is a product of Automorphic.","url":"https://automorphic.ai/","is_stealth":false,"normalized_domain":"automorphic.ai","normalized_url_key":"automorphic.ai","parent_slug":"automorphic","parent":{"slug":"automorphic","name":"Automorphic","listing_type":"company","profile_url":"/companies/automorphic"},"type_data":{"product_kind":"saas","platforms":["api"],"open_source":false,"launched_year":2023,"use_cases":["LLM fine-tuning with minimal samples","Custom model knowledge infusion","Model self-improvement pipelines"]},"logo":null,"links":[],"entry_points":[{"kind":"contact","url":"https://automorphic.ai/","audience":"any","primary":false,"listed_by":"community","on_listing_domain":true}],"primary_entry_points":{"human":{"kind":"contact","url":"https://automorphic.ai/","audience":"any","primary":false,"listed_by":"community","on_listing_domain":true},"agent":null},"founders":[],"media":null,"categories":["AI","Developer Tools","Machine Learning","Infrastructure","B2B","AIOps","Deep Learning"],"stage":null,"founded_year":null,"location":null,"pricing":null,"twitter":null,"github":null,"linkedin":null,"contact_email":null,"added_at":"2026-09-05T05:50:34.221Z","added_via":"web","geo":{"keywords":["Automorphic","Automorphic","AI","Developer Tools","Machine Learning","Infrastructure","B2B","AIOps","Deep Learning"],"canonical_facts":["Product of Automorphic"]},"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":"2026-09-05T05:50:34.221Z","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":"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":"infrastructure","name":"Infrastructure","note":null,"profile_url":"/categories/infrastructure"},{"kind":"product_category","slug":"machine-learning","name":"Machine Learning","note":null,"profile_url":"/categories/machine-learning"}]}}