Define the decision, evaluate the behavior, and ship AI that has a clear fallback when confidence is not enough.
The prototype was the easy part. Here is where AI features get stuck on the way to production.
The AI feature works in a notebook or a spike, but it has never survived contact with real users in the product.
No clear path from a promising demo to something the app can ship, monitor, and stand behind.
Getting the model, the interaction, and the safety boundaries right at the same time is where teams stall.
Wiring the AI into an established codebase, data model, and UX without destabilizing what already works.
You end up with a production AI feature your users can rely on and your team can maintain.
A real AI capability shipped inside your existing product — not a demo, a sandbox, or a slide.
Defined inputs, validated outputs, and safety boundaries so the feature behaves predictably in front of users.
Evaluation and telemetry built in, so you can measure quality, catch regressions, and improve deliberately.
AI Feature Acceleration is built from three engineering capabilities working as one team.
Engineering the AI feature into your existing product with the same rigor as the rest of the app.
Explore capabilitySupportingThe models, prompts, agents, and decision logic that make the feature intelligent and bounded.
Explore capabilitySupportingConnecting the AI feature to the data, services, and workflows your product already runs on.
Explore capabilityWe define the real job the AI feature does for your users and where it fits inside the existing product.
We shape the model, prompts, UX, and safety boundaries together so the feature behaves predictably.
We build the feature into your existing codebase and data model with production infrastructure and evaluation.
We ship with telemetry and evaluation, watch real usage, and tighten quality feature by feature.
A bounded AI feature added to a live product — with a decision boundary, an evaluation, and a human fallback.
A raw API call is the easy 20%. AI Feature Acceleration is the other 80% — defining the product problem, shaping the UX, bounding the behavior with guardrails, evaluating quality, instrumenting telemetry, and engineering it into your existing app so it survives real usage. We ship a production feature, not a prototype behind a button.
Bring the feature you are trying to ship. We will map the product problem and show you what it takes to get it live, bounded, and instrumented.
20–30 minutes · No preparation needed