HOME/SEASON 2/Here’s a Secret Your Model Isn’t the Problem ft. Pankaj Rai

Here’s a Secret Your Model Isn’t the Problem ft. Pankaj Rai

2 March 2026263 viewsTHE INNOVATORS & DISRUPTORS PODCAST

EPISODE NOTES

Nobody gets excited about data quality. And that's exactly the problem. Pankaj Rai thinks the most interesting problems in industry are the boring ones — and data quality sits right at the top of that list. Think about it. Sensors across thousands of machines, millions of data points. Is the temperature reading in range? Is the pressure data coming in at the right frequency? Is the model even running on clean inputs? Most teams don't ask these questions until something breaks. Because here's the thing: if your data quality fails, you won't know what went wrong - whether it's an industrial AI model or a healthcare application. The output looks fine right up until it doesn't. Pankaj's team is building a unified data quality engine to solve exactly this - in real time. Not glamorous. Ab

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