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AI Product Development

AI features that move metrics, not headlines.

We build production AI — assistants, agents, RAG, classifiers, and automations — wired into your product with eval harnesses, guardrails, and cost controls baked in.

What's included

Every engagement comes with the essentials.

  • Model selection and provider strategy (OpenAI, Anthropic, open-source)
  • RAG pipelines with vector store and re-ranking
  • Agent orchestration with tool use and guardrails
  • Prompt versioning and evaluation harness
  • Cost budgets, caching, and rate limiting
  • PII redaction and content safety filters
  • Observability: traces, latency, token usage
  • Frontend integration with streaming UI
Who it's for

Built for teams shipping AI past the demo.

01

Founders shipping AI v1

You have a clear AI use case and need someone who has done it before.

02

Teams past the prototype

Your demo works. Now you need evals, costs, and reliability before users see it.

03

Ops teams automating work

You want agents that actually take actions — not chatbots that hallucinate.

Outcomes

What you walk away with.

40%
lower inference cost via caching and routing
p95 < 1.5s
streaming response latency target
80%+
eval pass rate before launch
How we deliver

A repeatable process, tuned for this service.

  1. 01

    Use-case discovery

    We map the workflow, define success metrics, and pick the smallest model that gets there.

  2. 02

    Eval harness first

    Before writing prompts, we build the test set. Every change gets scored against it.

  3. 03

    Build and integrate

    API, prompts, RAG, tools, streaming UI. We wire it into your product with proper guardrails.

  4. 04

    Cost & safety hardening

    Caching, batching, PII redaction, content safety, rate limits. Production-ready.

  5. 05

    Ship and observe

    Launch with traces, dashboards, and a feedback loop. Iterate weekly on real usage.

Ready to start?

Tell us what you need. We'll come back within a day with a plan, a price, and a start date.

Start a project

Let's build
something real.

Tell us what you're shipping. We'll come back within a day with a plan, a price, and a start date.