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Adaya Tal

Data & AI Engineering Manager , ReasonLabs

The Layer Everyone Forgot: Why Internal AI Adoption Collapses Without a Data Partner

Ask three AI tools "what's our churn?" and you get three different numbers. Nobody lied - each silently chose a different population, definition, time basis, and pipe. MCP gave every PM access to the data lake; it didn't give them understanding, and a confident wrong answer costs more than no answer.

This is about the layer nobody put on the roadmap. Adaya will show the four hidden choices behind any metric, why a metric is a product, and the agent architecture we run at ReasonLabs - plus three tests to run on your own org tomorrow morning.

Written by  Read 7 times Last modified on Thursday, 27 August 2026 02:26
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