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21% accurate, even with every tool connected: what Anthropic learned about AI and messy data

Anthropic connected their data to Claude and asked it real questions. The answers looked great. The kind you’d forward to your team. Then they checked. Claude was right 21% of the time. So they fed it thousands of past queries and confirmed it read them. Accuracy moved less than a point.

By Idan BenishuBagel AI Blog
21% accurate, even with every tool connected: what Anthropic learned about AI and messy data

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Originally published by Bagel AI Blog on Jun 29, 2026.

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