◆ SERVICE

AI & LLM application development

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

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◆ WHY MIR

Why teams pick us

Senior-only team

Every engineer ships production code. No staffing-pyramid markup, no junior-tax. 9+ years building outsourced product teams for venture-funded clients.

Live products, not slides

JobCannon (B2C SaaS, live), Make It Real Academy, MIR Foundation. We use what we ship and we ship what we sell.

Founders who exited

Peter Kolomiets — Marketers (Ukraine 2017–2021), previous outsourcing exit (2023), now building Make It Real. We engineer like operators because we are operators.

◆ 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

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

◆ REFERENCES

Recent work

JobCannon — production AI/SaaS career platform: 1500+ skills, 2500+ careers, multi-locale, payment-grade Stripe integration. Built end-to-end with the same AI / LLM apps stack we'd put on your project.

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◆ START A PROJECT

Tell us what you're building

We respond within 24 hours. NDA available on request.