
JMA Integra · Artificial intelligence
Order first. Intelligence follows.
Your company isn’t short on information — it’s short on order. Order is what produces the record, and the record is what makes foresight possible.
The record you would forecast from does not exist yet. Producing it is the work.
- We were the first client
- the group has been running its own memory since before it offered one
- Weeks resolved in minutes
- processes that occupy several people today and start running on their own
- It states what it doesn’t know
- if the answer isn’t in your documents, it says so
What we build
A system with three pieces
The brain
Your company’s operating memory. Every answer cites the document it came from.
See the memory liveThe agents
They watch, feed and correct the memory. Each one with its own job, its schedule and its log.
See the boardThe Council
Five agents deliberate forecasts and scenarios. You configure their stance: how much optimism, how closely they stick to the data, and how far ahead they look.
See the Council
The process
How it is built, phase by phase
Seven phases in an order that isn’t improvised: each one leaves the next one ready to start.
- Phase 1Understand before buildingYour operation gets mapped and prioritized by return.
- Phase 2The brain is designedThe memory is designed using a training technique of our own.
- Phase 3The agents that maintain it are builtAgents that watch, feed and correct the memory.
- Phase 4The company’s entire history goes inThe full history goes in, and the intake never stops.
- Phase 5The management functions get builtForecasts and scenarios, deliberated by the Council.
- Phase 6The modules, one at a timeEach module automates a process and feeds the memory.
- Phase 7It stays in operation, and up to dateWe operate it; your team makes the most of it.
Where this came from
We were our own first client
The JMA group has been running its own memory since before it offered one. It holds an index of the organization, with entries by client, by project and by decision made, each carrying the date it was last reviewed. Its agents comb the sources, detect what changed and raise prioritized findings for someone to act on.
This is not a demonstration assembled to sell. It’s the tool we work with every day, and the method we’re proposing to you came out of it.
Start with the process that costs you most
You don’t need a diagnosis of the whole company: one specific process is enough.

