Practical AI features

AI Integration

Assistants, retrieval, automations, and copilots that are observable, cost-capped, and useful.

/ Deliverables

Assistants, RAG, automations, internal copilots, eval pipelines, and practical AI features users keep using.

/ System

/01

AI that survives production

We design fallback paths, human review, usage limits, evals, and logging before the feature becomes a cost surprise.

  • RAG and document search
  • Tool calling
  • Streaming UX
  • Cost and quality monitoring

/02

Best use cases

AI should remove repeated work or unlock a new workflow, not sit beside the product as a demo.

  • Support copilots
  • Internal knowledge search
  • Lead qualification
  • Workflow automation
/ FAQ

Questions founders ask.

Do you only build chatbots?

No. We build chat, retrieval, workflow automation, internal copilots, and AI-assisted product flows.

Can we control AI cost?

Yes. We add usage limits, model routing, caching, and monitoring from the start.

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