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The clinical validation angle is sharp. Real-world evidence in diverse populations isnt just cost arbitrage, its a competitive moat. Ran a small trial last year with patient cohorts impossible toassemble in the US and the data quality surprised us. But the perception gap is huge - even strong indian clinical work barely registers at JPM.

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