Your agents are only as good as what they know.
Most don't know enough.
Most organizations dump everything into a vector database and hope for the best. Canon Engine is the governed alternative — where humans steward truth, AI watches for signals, and every artifact has authorship lineage.
Vector databases don't govern.
They just store.
When every document has equal weight, your agents can't distinguish policy from draft, current from superseded, human decision from AI summary.
Knowledge without stewardship
Your vector store has no concept of authority. A draft note carries the same weight as an approved policy. When your agent retrieves the wrong one, you call it a hallucination. It's not — it's an architecture problem.
Documents that never die
Superseded policies coexist with current ones. There's no draft, no review, no acceptance. Knowledge accumulates but never matures. Your agents operate on stale truth.
Nobody wrote this
AI-generated summaries sit alongside human decisions. There's no way to trace who authored what, when, or why. When your agent acts on knowledge with no provenance, accountability evaporates.
Everything your organization knows.
Governed.
Canon Engine ingests vault documents, meeting transcripts, email threads, and uploaded files into a unified knowledge store with source-type filtering, LLM enrichment, and governance lifecycle.
Governed Markdown
Human-authored documents with YAML frontmatter, lifecycle states, and supersession chains. The highest-governance knowledge tier.
Meeting Intelligence
Recordings ingested, chunked, and enriched with decisions, action items, and topics. Searchable alongside everything else.
Conversational Knowledge
Threads ingested with thread-level summaries, key decisions, and action items. Direction-aware — inbound, outbound, internal.
Uploaded Knowledge
Google Docs, PDFs, uploaded files. Ingested, summarized, chunked, and embedded. Every document traceable to an account and purpose.
Humans steward. AI distributes.
Canon Engine enforces six governance invariants that make knowledge trustworthy. No artifact becomes Canon without human authorship lineage. No consumer writes directly to Canon storage. No execution derives instruction from conflicting knowledge.
Read the Philosophy →Replace us. We designed it that way.
The Knowledge Platform Contract v2 defines every interface between Canon Engine and its consumers. Any system that conforms to the contract can substitute for Canon Engine. This isn't a lock-in play — it's an architecture decision.
Read the Contract →Your knowledge layer
deserves governance.
If you're building agentic systems and your knowledge infrastructure is a vector database with no lifecycle, no authorship, and no contract — let's talk.
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