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Actually adopted

Which Model Hosting tools developers actually keep using

A developer-facing view of tools that have moved beyond directory presence into verified usage, cohort breadth, retention, or challenge proof. 0 tools clear that floor here; 4 cohorts stay suppressed below N=7 instead of being reported as stronger than the data supports.

Privacy floor

Cohorts below N=7 are visible as suppressed instead of pretending the data is stronger than it is.

Verified tools

0

Suppressed

4

How tools get here

Vendors claim a profile, send verified adoption events, clear the privacy threshold, and embed the public badge. Enterprise analytics do not buy placement.

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