EXVIV evidence profile
Understudy Labs
https://understudylabs.com
Review verified moves first. Open the official source or before-and-after evidence when you need the full record.
Public proof receipts
The useful part, first.
These are delayed P0 and P1 receipts from the curated public set. Same-day coverage and the rest of the watchlist stay in a private workspace.
Market positioning changed: Don’t Use Their Models.Use Yours.Don’t Use Their Models.Use Yours.
BEFORETest open weight modelsagainst the frontier,then deploy the winner.Test open weight models against thefrontier, then deploy the winner.
→ AFTERDon’t Use Their Models.Use Yours.Don’t Use Their Models.Use Yours.
Test open weight modelsagainst the frontier,then deploy the winner.Test open weight models against thefrontier, then deploy the winner.
Don’t Use Their Models.Use Yours.Don’t Use Their Models.Use Yours.
Understudy pivots to benchmarking and deploying customer-owned open models
BEFOREWe watch your agent work,then help you train asmarter and cheaper successor
→ AFTERTest open weight modelsagainst the frontier,then deploy the winner.Test open weight models against thefrontier, then deploy the winner.
We watch your agent work,then help you train asmarter and cheaper successor
Test open weight modelsagainst the frontier,then deploy the winner.Test open weight models against thefrontier, then deploy the winner.
Monitored sources
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Model APIs & Inference · positioning
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