◆ AI / LLM APPS × AI / ML STARTUPS

AI / LLM apps development for AI/ML startups

We build LLM products that ship — not chat demos. Cost ceilings, fallback paths, evals, observability, and a real moat beyond the prompt. Tuned for ai / ml startups — From the eval harness up. We help AI startups ship past the demo and into production — with cost ceilings, observability, and a real moat.

◆ WHY MIR

Why teams pick us

AI / ML startups-grade engineering

From the eval harness up. We help AI startups ship past the demo and into production — with cost ceilings, observability, and a real moat.

AI / LLM apps where it counts

We build LLM products that ship — not chat demos. Cost ceilings, fallback paths, evals, observability, and a real moat beyond the prompt.

Senior team, no pyramid

9+ years building outsourced product teams. Every engineer is a senior shipping production code — not a 5-person team with one architect on top.

◆ AI / ML STARTUPS PAIN POINTS WE SOLVE

Where AI / LLM apps meets ai / ml startups

Evals that catch regressions before users do

We've shipped this in production. We design for it from day one — not as a retrofit.

Cost ceilings on LLM calls

We've shipped this in production. We design for it from day one — not as a retrofit.

RAG pipelines that survive real document corpora

We've shipped this in production. We design for it from day one — not as a retrofit.

Production observability for non-deterministic systems

We've shipped this in production. We design for it from day one — not as a retrofit.

◆ STACK

What we build with

OpenAI Anthropic Claude Vercel AI SDK LangChain / LlamaIndex (when justified) Postgres + pgvector Inngest / Trigger.dev Braintrust / Langfuse evals
◆ PROCESS

How we ship

  1. Define the eval set before you write the prompt.
  2. Ship a thin vertical slice in week 1 to learn the real failure modes.
  3. Add cost ceilings, retries, and human-in-the-loop where reliability matters.
  4. Instrument every call — latency, tokens, $, eval pass-rate.
◆ START A PROJECT

Tell us what you're building

We respond within 24 hours. NDA available on request.