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Hedge funds·A1Thesis and market research·

Ex hedge-fund analyst turns 5-hour earnings preview into 20 minutes

● Editor reviewedReported use case

A former hedge fund analyst turned a five-hour earnings preview routine into about 20 minutes with Claude Code and MCP data connections, producing an interactive dashboard of beats, misses and guidance.

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