◆ SERVICE

Retrieval-augmented generation (RAG) development

Production RAG — chunking strategy, embedding choice, hybrid retrieval, reranking, evals. The 90% that gets ignored when teams stop at "vector DB hooked up".

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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.

Operators, not order-takers

Our team has built and shipped products end to end. We engineer like operators because we are operators — focused on your outcome, not billable hours.

◆ STACK

What we build with

pgvector / Qdrant / Pinecone OpenAI / Voyage / Cohere embeddings BM25 + dense hybrid Cohere / Voyage rerankers Ragas / TruLens evals
◆ PROCESS

How we ship

  1. Build a 100-question gold-set before touching embeddings.
  2. Baseline with naive retrieval, measure recall@k and faithfulness.
  3. Iterate: chunking → embedding → hybrid → rerank → metadata filters.
  4. Ship with eval CI — every prompt/embedding change is benchmarked.
◆ 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 RAG systems stack we'd put on your project.

See live →
◆ RELATED

Explore more

RAG systems for SaaS RAG systems for AI / ML startups RAG systems for Healthtech RAG systems for Edtech RAG systems for Compliance / Regtech See case studies → All services →
◆ THE MAKE IT REAL NETWORK

Build it, or staff it

Engineering is one piece. When you'd rather hire your own team, drive growth, or vet a candidate, the rest of the network runs the same operator playbook.

Hire Staff your own team Rather than outsource the build, hire senior developers and fractional execs, placed on success fee. mirhire.com → Marketing Have your growth run Hand growth, SEO and AEO to a team that does it daily, not in deck form. mktrl.agency → Assessment Vet anyone you hire The assessment layer behind every placement — 1,500+ skills, 2,500+ career profiles. jobcannon.io →
◆ START A PROJECT

Tell us what you're building

We respond within 24 hours. NDA available on request.