LLM integration · RAG · agents · copilots

AI integration that actually ships.

Add ChatGPT, Claude, or custom AI to your product. Production-ready in weeks, with evals and cost control built in.

The problem

You read the demos. The PoC works in a notebook. But shipping AI to production — with proper evals, cost control, observability, and reliability — is a different beast. That's where I come in.

What you get

Everything below, every project.

  • LLM-powered features (chat, summarization, generation)
  • RAG systems with your knowledge base
  • AI agents and automation workflows
  • Multi-model orchestration for cost optimization
  • Embeddings, vector databases, semantic search
  • Evals + cost dashboards baked in
  • Production deployment + monitoring
How we work

Discovery to launch, in four steps.

  1. 01

    Discovery Call

    Free 30-minute call to understand your project. No commitment.

    30 MIN

  2. 02

    Fixed Quote

    Detailed SOW with timeline, milestones, and fixed pricing.

    48 HOURS

  3. 03

    Build & Ship

    Weekly demos, Slack access, full transparency throughout.

    2-12 WKS

  4. 04

    Launch & Support

    Source code, documentation, training, ongoing support.

    ONGOING

FAQ

About AI Development.

  • Which LLM providers do you work with?

    OpenAI, Anthropic, Google Vertex, Together AI, plus open-source models via Ollama or Replicate. I'll recommend the best for your use case during the discovery call — usually a mix for cost.

  • How do you handle hallucinations + reliability?

    Every production AI system I ship includes evals (automated quality checks), guardrails (input/output validation), and fallback paths. We define acceptance criteria before build starts.

  • Can you integrate AI into an existing app?

    Yes — that's a common starting point. I audit your codebase first, then propose the minimum-invasive integration. No rewrites unless you want one.

  • How is your pricing fixed?

    The SOW commits the scope, timeline, and price. If I underestimate, I eat the cost — not you. The only time pricing changes is if you add features beyond scope, and any change is quoted and approved before work starts.

  • What if I don't know exactly what I need?

    Normal. Most founders come with a problem, not a spec. The 30-min discovery call is for clarifying. If it's still ambiguous, I offer a 1-2 week paid discovery phase to scope it properly.

E

Have a project in mind?

Book a 30-min call. I'll send a fixed quote within 48 hours — no pitch deck, no follow-up calls.

Or @ me on Twitter · I respond in < 24h