EXVIV evidence profile
https://understudylabs.com
A transparent record of the first-party pages EXVIV monitors for commercial and strategic change. Coverage describes evidence depth, not vendor quality.
Primary sources
Every item below is a first-party public page. A successful baseline is evidence of collection, not evidence that a commercial change occurred.
Reviewed timeline
Only reviewed events appear here. Ordinary page edits and rejected candidates stay out of the public record.
Added “Don’t Use Their Models.Use Yours.Don’t Use Their Models.Use Yours.”. Removed “Test open weight modelsagainst the frontier,then deploy the winner.Test open weight models against thefrontier, then deploy the winner.”.
A messaging shift can reveal a new buyer, category claim, use case, or go-to-market emphasis.
Added “Test open weight modelsagainst the frontier,then deploy the winner.Test open weight models against thefrontier, then deploy the winner.”; “Understudy Optimizes the Complete LLM Production Route”. Removed “We watch your agent work,then help you train asmarter and cheaper successor”; “Understudy optimizes the whole route, not just the model.”; “Start local, scale on your cloud”.
A messaging shift can reveal a new buyer, category claim, use case, or go-to-market emphasis.
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