QuantAimLabs is a senior-led DevOps & agentic AI studio for teams who can't afford a 12-month transformation. We build, you operate. First actionable roadmap in days, not quarters.
Stack we ship in
Most engineering orgs have shipped an AI demo. Few have shipped one that's reliable, observable, and cheaper than the manual workflow it replaced. That's the gap we close.
No evals, no version control on prompts, no rollback. Every release is a coin flip. We install evaluation pipelines and prompt CI before you ship the next one.
Token spend triples month over month and nobody knows why. We instrument, route to the right model per task, and cache at the right layer — usually 40-70% off the bill.
Agents amplify whatever ops culture exists. We harden the platform — IaC, runbooks, observability — then layer agentic workflows on top of something stable.
Kubernetes, GitOps, IaC, CI/CD, SLOs, cost guardrails. The boring foundation that makes the exciting stuff possible.
Typical: 4–8 weeks · Fixed scope
Production agents with evals, retries, observability. Tool servers, RAG pipelines, copilots, MCP integrations into your existing systems.
Typical: 6–12 weeks · Outcome-tied
Data pipelines that feed the models, DevSecOps that doesn't slow you down, and product surfaces engineered for trust.
Typical: 4–10 weeks · Scoped per system
No email gates. No dark patterns. Just three calculators we wish existed when we started.
Score how prepared your org is to ship AI in production. Get a tier (Exploratory → Production-Ready) and a prioritized next-step list.
Score me
Estimate your monthly token, compute, and storage spend for an AI-powered system at your scale. Compare provider mixes side by side.
Estimate
Tell us your constraints — cloud, scale, data sensitivity — and get a recommended agentic + DevOps stack with rationale.
Recommend
Anonymized data from a year of production AI work. Spoiler: it's almost never the model.
Why Model Context Protocol matters more than the agent framework you pick — and the three patterns we keep seeing fail.
30-min call → 5-day deep dive. Output: written assessment, risks, and a fixed-scope plan.
Architecture, ADRs, rollout plan. Reviewed with your team. Nothing built before you've signed off.
Weekly demos, infra-as-code from day one. Your engineers pair with ours — no black boxes.
Handoff with runbooks, dashboards, eval suites. Optional 90-day retainer for second-line support.
If we're not the right fit, we'll tell you in the first 10 minutes and point you to someone who is.