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AI copilots for your product

Add assistants, summaries and smart search to the software you already sell.

Your customers now expect AI in the products they pay for. We add it to your existing application without a rebuild, with usage controls and costs you can predict.

The problem

Product teams know they need AI features but lack the in-house experience to ship them safely, measure quality and control model costs.

What we build

  • In-app assistant that knows the user's data and context
  • Summaries and drafting inside existing screens
  • Semantic search across records and documents
  • Admin controls, usage limits and billing hooks

AI inside

  • Model choice per feature (Claude, Gemini or open models)
  • Prompt and output safety checks
  • Quality evaluation before each release
  • Cost and latency monitoring

Questions

Do we need to rebuild our app?

No. Copilot features are added through your existing APIs and front end.

How do you control AI costs?

With caching, the right model per task, usage limits per customer and dashboards that show cost per feature.

Related solutions

Plan your ai copilots for your product in 15 minutes.

Intelligence, with intent. Purpose-built by AI. Engineered by people.