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Applied AI·August 26, 2026·1 min read

This startup sold Wall Street on AI. Its existential challenge is doing it again.

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Hebbia having to relaunch Matrix to keep Wall Street convinced is a reminder that “AI copilot” is not a moat—sustained value comes from owning workflows like deck creation and diligence, not just search. If your AI product is a thin layer over documents, expect pressure to move deeper into decision and output surfaces or risk churn.