Commit & Push

Unicorn Lessons from RapidAPI’s Founder: A Conversation with Iddo Gino


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Host Damien Filiatrault welcomes Iddo Gino, founder of RapidAPI (launched at 17, later a unicorn, acquired by Nokia) and now CEO of Datawizz. They trace Rapid’s journey from a GitHub list to a global API marketplace, unpack what sky-high valuations actually change, and debate MCP versus simply fixing the APIs we already have. Iddo then shares how Datawizz slashes LLM bills with tiny, task-specific models and why the future leans hard toward edge and on-device inference.

What you’ll learn

  • How “Awesome APIs” (a GitHub repo) became RapidAPI’s interactive playground, marketplace, and eight-year scaling story, ending in a Nokia acquisition
  • What high valuations really buy (credibility, recruiting) and why raising “too much” is a double-edged sword for efficiency
  • A contrarian take on Anthropic’s Model Context Protocol (MCP): why reinventing interfaces may just create a second integration surface to maintain
  • The boring fix that beats new protocols: clean REST/GraphQL, accurate OpenAPI specs, and docs that match reality
  • Datawizz’s playbook: route requests to small, specialized models (and only fall back to big LLMs when needed) for 85–95% cost reductions
  • How the router works in practice (OpenAI-compatible endpoint), when volume justifies specialization, and why clustering real traffic matters
  • Edge & on-device AI: running custom adapters on iOS’s built-in models, Chrome’s Gemini Nano, and at the edge on Cloudflare AI Workers for latency, privacy, and cost wins


Memorable sound bites
  • “V1 of Rapid was just a GitHub repo called Awesome APIs.”
  • “If LLMs can’t use your API, your developers probably can’t either, fix the API.”
  • “MCP feels like reinventing APIs. In a few years it could be just as messy, and now you’re maintaining two surfaces.”
  • “Our customers see 85–95% cost reduction by routing to small, specialized models.”
  • “On-device is free, fast, and private.”


Tune in for a founder’s-eye view of scaling an API marketplace, a pragmatic critique of shiny new protocols, and a concrete roadmap to cheaper, faster AI through specialization and the edge.


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