toro AI started after years of watching capable engineering organizations stall in the same place: promising AI prototypes that never became systems anyone depended on. The blockers were rarely about models. They were about evaluation, data access, security review, cost, and ownership.

So we built a consultancy around that gap and specialized deliberately in Anthropic's Claude ecosystem — the API, Claude Code, MCP, and agentic patterns — because depth in one ecosystem produces better systems than surface familiarity with five. We stay small, we work with a handful of clients at a time, and the people who scope the work are the people who write the code.