A demo takes an afternoon. A production system takes a year. Assistants make things up because they are disconnected from the systems of record. Agents get permissions no employee would be given. Quality is judged by anecdote. Costs are unpredictable. Security teams are asked to approve systems they cannot inspect.
What we do
We connect generative AI to your governed data with retrieval that respects access controls. We build evaluation tests before launch and run them after every change. We limit what each agent can see and do. Every deployment has an owner, a budget, and an off switch.
What we deliver
What you get.
The outcome
Generative AI that uses your data, stays within its permissions, and can be audited.
LLM applications: assistants, copilots, and knowledge systems
Retrieval-augmented generation on governed enterprise data
Agentic workflows and multi-agent systems with limited permissions
Evaluation, red-teaming, and quality measurement
Model selection, cost management, and vendor strategy
When to call us
Signs this is the right service.
You have a promising demo and no clear route to production.
An assistant gives confident answers that are wrong or not in your documents.
Security is being asked to approve an AI system they cannot inspect.
Teams are building agents that can act in your systems, and no one has set their limits.
Accelerators
What we bring to this work.
Templates, code, tests, and documents we adapt to your data and systems, so the work starts on your problem. What we adapt for you is yours to keep.
GenAI Evaluation Tests
Tests that measure assistant and agent quality before and after launch.
A reference test set built with your subject-matter experts
Scoring for accuracy, source use, refusals, and safety
Red-team and prompt-injection tests
Automated test runs in your delivery pipeline, with cost tracking
Before building anything else, we write a test set from your own content with your subject-matter experts. Then we connect the assistant or agent to your data with your access rules intact, set its permissions and approvals, and release it when it passes the tests.
Every engagement runs on GIST: Ground, Iterate, Ship, Trust.
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