◆ SERVICE

MLOps development services

Training, eval, deployment, monitoring of ML and LLM systems. Reproducible runs, drift detection, cost-aware inference.

◆ 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

Modal / RunPod / AWS Weights & Biases / MLflow DVC / LakeFS Triton / vLLM Prometheus + custom drift checks

◆ PROCESS

How we ship

Reproducibility first — frozen envs, pinned data, lineage tracking.
Eval harness before any production rollout.
Canary + shadow deploys for every model update.
Drift + cost dashboards from day one.

◆ 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 MLOps stack we'd put on your project.

See live →

◆ START A PROJECT

Tell us what you're building

We respond within 24 hours. NDA available on request.