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Very cool. I read through those links - really sophisticated setup. We're experimenting with something similar on the embeddings side.

Having dealt with this challenge at my last 3 companies, it's easy to hack together something that works most of the time. The hard part is dealing with gnarly customer inputs, the long tail of private businesses globally, and getting close to 100% accuracy (important for legal and risk use cases).

We're building what's essentially an AI-powered version of D&B - combining government registrar data globally with real-time web data at scale. Much more accurate on obscure entities and way faster updates than the legacy providers.

I actually shot you an email - would love to chat more about this if you're up for it.



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