We walk the estate read-only and map how the data actually flows — deterministically, in one pass. The map shows the gaps as gaps.
Everyone’s racing to put an AI agent on their data. An agent on an ungoverned warehouse is a confident liar — it answers the board off a model owned by someone who left. We deliver the whole stack: the audit, the governed warehouse, and the agent that stands on it.
Read-only audit. Deterministic. No language model in the path. Nothing leaves the machine.
A data warehouse is plumbing. Your board wants the faucet — answers, on demand, from an AI that talks to your data. But the faucet is only as honest as the pipes. That’s the part nobody’s selling. It’s the part we do first.
Three rungs stand between an ungoverned estate and an agent your board can trust. Databa builds all three rungs.
We walk the estate read-only and map how the data actually flows — deterministically, in one pass. The map shows the gaps as gaps.
We build the audited, governed warehouse: owned lineage, retired shadow pipelines, one provable path. The warehouse an agent can be trusted on.
The agent layer that talks to the data — built by us, in the engagement, scoped to your defined work. It stands on the governed warehouse rungs 1 and 2 made trustworthy.
Most vendors sell rung 3 alone — an agent bolted onto data they never audited. We deliver the whole ladder, in the order that makes the agent honest.
A real systems map. The Board Pack model is still owned by someone who left — every number on the deck traces through it. A Salesforce API connection feeds the nightly export; on the map it is traceable lineage — a connection you can govern, not a blind spot. Point an AI agent at this and it answers confidently and wrong. The map shows the estate and the broken edges as broken edges — that is what earns the engagement.
Every incumbent
Purview, Collibra, Atlan, OneTrust lineage, the AI-agent lineage tools — the map is probabilistic, inferred, or instrumentation-dependent. It is a best guess assembled from what the platform happened to log.
Databa
We walk the actual edges, read-only, locally, and produce a deterministic map. Same tenant, same map, every run. No language model in the path. The map is reproducible byte-for-byte, which is why it can be handed to an auditor or an acquirer.
The map isn’t a best guess. We walk the estate with a signed, read-only binary — deterministic, reproducible, every reference followed. The audit log proves the walk was real; the Findings Report proves it was thorough. The binary that does it is free — run it yourself. It is the proof behind the engagement, not the engagement.
--demo
tenant. Finding shapes are real; this tenant is synthetic.
Code-signed, read-only, nothing leaves the machine.
Three steps from an ungoverned estate to an agent your board can trust.
scoped engagement · the discovery an advisory firm bills six figures for — already done
Built at the speed of AI, by practitioners who did it the hard way.
A fixed, fast read-only audit. We map how the data actually flows, deterministically, and hand you the systems map with every broken edge shown as a broken edge.
Fixed scope · fast turnaroundScoped to what the audit made obvious: owned lineage, retired shadow pipelines, one provable path. The governed warehouse an agent can be trusted on.
Scoped engagement · sized to the mapThe agent that talks to your data — built by us. Scoped to defined work and fed by the governed map, so it answers from audited ground instead of guessing. Not a bolt-on: the same governance, applied.
Delivered in the engagement · scoped to youAn agent is only as honest as the warehouse under it. We build the warehouse — and the agent that stands on it.
Starts a note to ryan@databa.ai — we’ll scope the audit from there.