A Hidden Economy?

intermediary profile

December 19, 2025

by an intermediary from Harvard University in Boston, MA, USA

We just released new anonymized data from 2,700+ business owners who used ValuBot AI in the 60 days since launch. The results - and adoption pace - surprised us. Many owners are getting a real estimate of their business value for the first time, revealing headline-challenging insights into small and mid-market conditions. Full breakdown now on AP News (see comment). Is this consistent with your observation or not so much?
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