Find the useful problem
Map the workflow, constraints, users, and failure modes before committing to a model or platform. The output is a practical opportunity brief with a clear next move.
For companies
Build the system that earns its place.
Forward deployed AI engineering for teams that need a valuable workflow to become dependable software.
How we work
Start with the workflow. Prove the value. Build for the operating reality.
Prototype and evaluate
Build the smallest system that can answer the important questions. Add real test cases, traceable behavior, and evaluation criteria before expanding scope.
Carry it into production
Turn a promising prototype into a dependable workflow with observability, human review, operating guidance, and a team that understands how to improve it.
A good fit
When the problem is important, messy, and still taking shape.
01
You have a valuable workflow but need clarity on where AI helps and where it does not.
02
A prototype looks promising, but the team needs evaluation, reliability, and an operating plan.
03
You need someone who can work across product, engineering, users, and implementation details.
Start a conversation
Tell us what your team is trying to make work.
A short note with the workflow, current stage, and biggest unknown is enough to begin.
Start a conversation