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Why is eval data a moat?

LLM MoatsMeasurementAnalytics

Drawn from Lutz Finger's Forbes column, LinkedIn writing, and Cornell teaching. Sources are cited inline so you can read the originals.

Evaluation data as the strategic differentiator.

All of them matter, and all of them are being fought over. But the real value may sit in the one thing OpenAI, Anthropic, and Gemini have not yet made central: your own eval data. Sure, there is the occasional thumbs-up button. But who is really using that signal?

The Missing Moat In AI: Your Eval Data · Forbes


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