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Ontogenesis Technologies

Solution

Enterprise knowledge

Make what your organisation already knows findable — with citations, respecting who is allowed to see what.

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Rack-mounted servers with blue status lights

Organisational knowledge accumulates faster than it can be organised. Policies, procedures, past decisions, ticket history and tribal expertise end up spread across systems that do not talk to each other, and the practical index is whoever has been there longest.

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We build knowledge systems that answer questions from those sources with citations, so the answer can be verified rather than trusted. Retrieval quality is measured against a labelled question set, because retrieval — not the model — is where these systems usually fail.

Permissions follow the person asking. A knowledge assistant that surfaces documents the asker could not otherwise open is a data breach with a helpful tone of voice.

What you get

  • Answers with verifiable sources
  • Reduced dependence on a few individuals
  • A visible backlog of missing documentation

What's included

Unified retrieval
Search across document stores, intranets, ticketing systems and databases from one place.
Permission-aware answers
Retrieval filtered by the asker's entitlements, enforced at query time.
Cited responses
Every answer linked to source passages, with explicit uncertainty when sources conflict.
Knowledge agents
Assistants for specific domains — HR policy, engineering standards, support knowledge.
Gap reporting
Questions the corpus cannot answer, surfaced as a content backlog.
Measured retrieval quality
Recall and precision tracked on a golden question set so tuning is evidence-led.
Where this applies
  • Experts constantly interrupted with questions already answered in writing
  • Policies spread across years of documents and revisions
  • Support agents searching several systems to answer one question
  • Onboarding that takes months because nothing is findable
Technologies
  • Pinecone
  • Weaviate
  • ChromaDB
  • Milvus
  • LangChain
  • Hugging Face
  • Python

Selected work

Corporate Learning & Development

RAGChat

RAG-based multilingual training assistant

India

Built from these AI capabilities

Ready to talk about Enterprise Knowledge?

Tell us about the process or problem, and we'll tell you plainly whether this is the right starting point.

Assess your knowledge estateSee our methodology

Or reach us directly at info@ontogenesistechnologies.com · +91-9999101853