Quality cannot be crowdsourced.
The hard part of this domain is not volume. It is judgment, and judgment does not come off an assembly line.
An annotation farm can label a million examples. It cannot tell you whether reported EBITDA is real cash or accounting noise, where a first-lien claim sits in the recovery waterfall, or why a covenant decides the outcome. That takes practitioners in a room, building the framework for how to approach the problem before a single task is written.
This is why the work has to come from people who have been right and wrong with real money on the line. Quality data and quality benchmarks are downstream of quality judgment. Get the framework wrong and you have scaled the wrong answer. We do one thing: finance.
And we scale it the way no vendor can. Our team has underwritten real deals, and as licensing for new origination completes, every deal becomes new ground to learn from.
If you are training on finance data, or you have deals to put to work, we will scope it with you directly.
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