We help product teams ship AI on AWS & Azure without the slideware. From genAI architectures to multi-cloud cost surgery — pragmatic engineering, shipped in weeks not quarters.
We're a senior-only team of cloud architects, ML engineers, and platform builders. No juniors hiding behind decks — just people who ship.
RAG, agents, fine-tuning. Bedrock, Azure OpenAI, OSS models. Production-grade evaluation pipelines.
Migrations, well-architected reviews, serverless platforms. Real cost models — not vendor pitches.
Hub-and-spoke networks, AKS, Azure ML, Synapse. Compliance-first for regulated industries.
Real interop, not lock-in. Tear down the walls between AWS, Azure, and on-prem with sane abstractions.
From notebook to production. Feature stores, model registries, scheduled retraining, drift monitoring.
Cut cloud spend without slowing anyone down. We average 31% reduction with no perf regressions.
SOC 2, HIPAA, ISO 27001. Policy-as-code, secrets, IAM hardening. Threat modeling that ships.
Terraform modules, GitOps, environment factories. Make ops boring so engineers can focus on product.
Built a Bedrock + Aurora pgvector RAG system for retail banking advisors. 12 weeks from kickoff to production, 8.4M monthly queries.
Read full case60-day FinOps engagement: rightsized compute, reserved capacity, killed dead workloads, refactored chatty inter-AZ traffic.
Read full caseDesigned a federated landing zone for an oncology platform: workloads run wherever the data lives, with one pane of glass.
Read full caseCGX shipped our RAG platform in 11 weeks. Two of their engineers replaced an entire vendor pursuit. They write code, not slideware.
We arrived as 'Microsoft people' and left running a clean multi-cloud platform. Zero drama, real architecture decisions documented.
31% off our AWS bill in eight weeks, and they handed us a runbook so we keep saving after they're gone. That's rare.
Both. Discovery sprints are fixed-fee (2–4 weeks). Build engagements are typically capped T&M with milestone gates so you can stop or pivot every two weeks. We don't lock anyone into long contracts.
Yes — that's our preferred mode. We embed 1-3 senior engineers into your team, pair on the hardest problems, and leave behind documentation, runbooks, and trained internal champions.
A two-week architecture review or FinOps audit. Usually $25-40k. It's a low-risk way to see how we work before committing to a build.
Sometimes — but we're more useful when our strategy ends in working code. We'll do executive workshops, but the price is letting us prototype during the engagement.
We're certified deep on both. The honest answer: it depends on your data gravity, compliance posture, and existing licensing. We'll tell you what we'd actually pick if it were our money.
Most engagements kick off within 2 weeks of MSA signing. Urgent incident response can start same-week if our on-call team is available.
30-minute call. We'll listen, ask hard questions, and tell you whether we're the right team — even if the answer is no.