M87
Fractional CTO·Production AI, not demo AI.

Fractional CTO for AI Products

Anyone can build an AI demo now. Getting agents, RAG, and LLM platforms to survive real users, real data, and real cost constraints is engineering — and it's where most AI products die. We've shipped 10+ production AI systems. That's the leadership layer your AI product needs.

10+production AI systems shipped
What We Bring

Operating experience, not advisory

Production AI Agents

Agents that control real interfaces, hold memory across sessions, and run inside orgs — single agents to managed fleets.

LLM Platform Architecture

Multi-model routing, streaming, multi-tenancy, token-level cost analytics. The full stack under an AI product serving enterprise clients.

RAG & Knowledge Systems

Hybrid vector search, ingestion pipelines, crawling, OCR — knowledge platforms that answer correctly from your customers' real documents.

AI-Native Development Practices

Agentic coding pipelines, self-maintaining codebases, senior review gates. We use them daily on our own products before bringing them to yours.

Model & Cost Strategy

Which models, which providers, what fallbacks — and how to keep the token bill from eating your margin as you scale.

From Demo to Production

You have a prototype that impressed everyone. We build the architecture, evals, and guardrails that make it dependable.

Clients

Who This Is For

Founders building an AI product

You have the market insight and maybe a prototype. You need the architecture, the team, and the shipping cadence to turn it into a platform.

Teams whose agent demo stalled

The demo worked; production didn't. Cost blowups, hallucinations, brittle integrations — these are architecture problems, and they're fixable.

Companies adopting AI development

You want your team building with AI tools without the quality collapse. We bring the practices, pipelines, and review gates.

Results

Outcomes

  • AI product architecture from a team that ships its own AI systems
  • Costs, evals, and reliability engineered in — not patched on later
  • Your team leveled up on AI-native development practices
  • Starts with a fixed-price Architecture Sprint — no long-term commitment to find out

Need a technical leader who's done this before?

Tell us about your company and your product. We'll give you an honest answer on whether we're the right fit.