◆ AI / LLM APPS × COMPLIANCE / REGTECH

AI / LLM apps development for compliance & regtech

We build LLM products that ship — not chat demos. Cost ceilings, fallback paths, evals, observability, and a real moat beyond the prompt. Tuned for compliance / regtech — AML, transaction monitoring, sanctions, KYC, KYB, case management. Built to clear regulator reviews, not impress investors.

◆ WHY MIR

Why teams pick us

Compliance / Regtech-grade engineering

AML, transaction monitoring, sanctions, KYC, KYB, case management. Built to clear regulator reviews, not impress investors.

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.

◆ COMPLIANCE / REGTECH PAIN POINTS WE SOLVE

Where AI / LLM apps meets compliance / regtech

Transaction monitoring rules that scale

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

Sanctions screening with low false-positive rates

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

Case management with full audit trails

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

Evidence pipelines for FCA / FinCEN / MiCA

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.