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Find the lever. One workflow where AI saves measurable hours or unlocks a new capability — not a vague “AI strategy”.
We design AI systems for real operations — internal assistants, lead triage, document classification, drafting and decision support — with retrieval, evaluation and review controls strong enough to actually deploy.
Find the lever. One workflow where AI saves measurable hours or unlocks a new capability — not a vague “AI strategy”.
Pilot in production. Real data, real users, in 4–8 weeks. Evaluation harness from day one so we can see what's actually working.
Harden & expand. Tighten retrieval, add guardrails, integrate deeper. Only widen scope where the data says it earns it.
“A useful AI system isn't the one with the smartest model. It's the one your team trusts enough to keep using on a Wednesday afternoon.”Crovyx — operating principle
Yes — most of our highest-leverage work is internal: knowledge access, document handling, drafting, classification and decision support.
No. You need a real problem, usable source material and a process willing to iterate. We help shape the data foundation as part of the work.
Almost never. Chat is one possible interface. The work is in retrieval quality, integrations, evaluation and the controls that make a system safe to ship.
A focused 4–8 week pilot around one workflow, with measurable outcomes and a clear decision point on whether to expand it further.
Sometimes the answer is yes. Sometimes it's a simpler automation. Sometimes the right move is to fix the data first. We're useful in all three cases.