Context over the whole estate
Codebase, architecture, database schema and the legacy screens nobody documented. Read once, kept current, available to every developer and to the tools they use.
For development and IT teams
Insight Engine (code)
Full AI context over the systems your team maintains — so the knowledge lives in the repository instead of in the two people who have been here longest.
It starts by knowing what you have
We start every engagement by mapping what you actually have — every application, every dependency, every datasource that turned out to matter, whether it was never documented or the documentation went stale years ago.
What your team gets
Documented for humans and for AI
The same material serves a new hire on day one and an agent on every ticket. Written down once, in a form both can use.
Answer data questions directly
Read-only access to live data, so production-support questions get answered without a developer writing a one-off query and hoping.
Repeatable skills
Twenty to forty defined tasks — reviews, reports, routine changes — that run the same way every time rather than depending on who picked up the ticket.
Where this leads
Impact Engine is the follow-on phase, once this one is complete: the agent stops just answering questions and starts making changes.
Insight Engine
Full AI context over your codebase, architecture and source systems. Phase 2 requires it.
- Architecture, apps and code documented for humans and AI
- Query live data to answer process and production-support questions
- 20–40 repeatable skills: reviews, reports, and minor changes
Impact Engine
The delivery layer: a sandbox the agent can build and test in, CI/CD, and backlog integration. This is where the 2×–10× on real changes comes from.
- Sandbox build-and-test harness the agent can run unattended
- Backlog integration: read and write tickets, branch and PR conventions
- A regression safety net for your top business-critical workflows
Measured, not asserted
Before we start, we take a baseline: how long a representative ticket takes to get from opened to merged. At the end we take it again, the same way, with your people driving. The number is the deliverable — not our opinion about how it went.
We are candid that this measurement practice is newer than the rest of the method. We would rather tell you that than present it as a decade of proven practice.
Where it usually starts
One system, four to eight weeks, a fixed price agreed up front. Enough to prove the approach on something real before anyone commits to the rest of the estate.