Vin Singh

speaker

588 appearances 1 recordings 1 series first heard Jul 2026 last heard 5 Jul

Vin Singh’s voice in public audio — every appearance, attributed to the second.

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Recordings per month over the last 12 months — 1 in all, peaking in Jul 2026 with 1.

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Eye On A.I. · Big Pharma Fails 50% of the Time in Phase Three. AI Can Fix That | Vin Singh, BullFrog AI · 5 Jul 2026 podcast

We just know in general, there's a lot of messy data out there.

There's a lot of data, but it's a mess.

And with the like rapid adoption of AI, you're right, these and these, you know, with Chat GPT and Cloud and all these companies.

Yeah, we we're like, wow.

You know, that's great, but

nobody really has data that's ready to be ingested by an AI, right?

And so you're not gonna you're not gonna extract the value that you should be out of the AI.

And so

Through one of our experiences working with this phase three stage pancreatic cancer company.

So uh we went through this exercise with them.

You know, they presented their data to us and we were just like

Wow, what is this?

You had tens of thousands of pages of PDFs with handwritten notes.

I mean, it like it was a mess.

So we developed an algorithm and pipe algorithms and pipelines to accurately convert all of that data, all the handwritten notes and everything into clean structured data.

And going through that exercise, we realized that if we can do this with a m gigantic mess of data like this.

We can literally do this for anybody else, probably in any industry, to be honest, because other industries data is far simpler than biomedical data.

Um, and when we said, all right, this is we're gonna call this BF prep for data prep.

So we launched this several months ago, and as we've done more homework, we realize even now more than 60 percent of companies out there don't have AI-ready data.

So but

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