How it works
Most AI tools work from what your organisation has already written down. Engramic works from what your organisation is actually thinking — captured in real-time, by the people doing the thinking, as they work.
That's a different kind of effort. But it's the right kind.
If we raise Tier B 12%, it conflicts with the Q3 forecast we committed to.
Then the forecast needs a revision before the price change ships.
Tier B price changes require Q3 forecast revision first.
captured by Agent · k_2026_0411_e2a4
Curated context
The knowledge that drives decisions lives in conversations, not documents.
Documentation is a product of thinking. By the time it's written, decisions have moved on, constraints have changed, and the reasoning that led there is already fading. RAG systems extract from what exists. Engramic captures what's happening — goals, constraints, decisions, and the conflicts between them — authored collaboratively by humans and agents as work unfolds.
Temporal events give the knowledge graph a sense of time. Not just what the organisation knows, but what changed, when, and why. When something conflicts with what was previously agreed, it surfaces — rather than quietly undermining an agent six months later.
This is shared, curated memory. Built by the people who hold the knowledge, not extracted from the documents they left behind.
Agent onboarding
Every agent should start well-informed. Most don't.
Every agent starts as a clean slate. No yesterday, no last quarter, no awareness of what your organisation has decided or why things are the way they are. Giving it a system prompt written in an afternoon isn't onboarding — it's guessing.
Agent onboarding in Engramic is the process of taking what's been authored in the knowledge graph and packaging it into a signed, portable context brief before the agent acts. The agent doesn't start from scratch. It starts from what your organisation actually knows.
That brief travels with the agent into any execution layer — Engramic's own or any external harness. When the model changes, the brief doesn't. When the provider changes, the brief doesn't.
Brief contents
- Goals3
- Constraints12
- Decisions24
- Open questions2
The right effort, not the easy effort.
Extracting from documents is fast. Authoring from thinking takes more. But the knowledge you author is the knowledge agents can actually use — specific, current, and owned by the organisation that built it.
That's what makes the difference between an agent that starts well-informed and one that starts from scratch every time.