Finance does not need an AI that sounds confident. It needs an AI that can retrieve evidence, reconcile definitions, calculate accurately, and leave an audit trail. Here is why Ling 3.0 Flash Fin matters 👇
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The model was developed with financial institutions and domain experts for financial research, modeling, and report preparation. Its core focus is trustworthy sources and outputs that can be reviewed.

Aug 28, 2026 · 3:57 PM UTC

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It showed competitive results across FinFIRST, FinSearchComp Verified, FinCRAFT, FinanceAgent, APEX Agents, SpreadsheetBench, and τ³ Banking. The evaluation scope covers research, agent workflows, and spreadsheet tasks.
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It also scored 41 on AA Intelligence Index v4.1.1, compared with 38 for Ling 3.0 Flash. That suggests the finance focused work was paired with stronger broader capabilities too.
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