◆ RAG SYSTEMS × SAAS

RAG systems development for SaaS

Production RAG — chunking strategy, embedding choice, hybrid retrieval, reranking, evals. The 90% that gets ignored when teams stop at "vector DB hooked up". Tuned for saas — Multi-tenant SaaS — billing, RBAC, audit logs, usage metering, admin tooling. We've shipped JobCannon (live B2C SaaS) and built tenanted platforms for B2B.

◆ WHY MIR

Why teams pick us

SaaS-grade engineering

Multi-tenant SaaS — billing, RBAC, audit logs, usage metering, admin tooling. We've shipped JobCannon (live B2C SaaS) and built tenanted platforms for B2B.

RAG systems where it counts

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

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.

◆ SAAS PAIN POINTS WE SOLVE

Where RAG systems meets saas

Multi-tenant data isolation done right

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

Usage-based billing without Stripe nightmares

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

RBAC + audit logs that pass enterprise review

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

Onboarding flows that convert

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

◆ 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.
◆ START A PROJECT

Tell us what you're building

We respond within 24 hours. NDA available on request.