Gemini 3.7 Flash on real enterprise knowledge work

Box reports that Gemini 3.7 Flash outperformed Gemini 3.6 Flash in its Complex Work Eval, a benchmark of realistic multi-document business tasks involving data analysis, report drafting, due diligence, and structured review across multiple industries. Evaluated by independent rubric-based grading that penalizes unsupported or incorrect claims, Gemini 3.7 Flash achieved an average score of 67% versus 62% for the earlier model and performed especially well on analytically difficult work requiring exhaustive review, accurate spreadsheet calculations, and evidence-based conclusions. Its largest industry gains appeared in Financial Services, where it scored 83% compared with 65%, while Consumer Products reached the highest overall score at 85%; Legal, Healthcare, and Retail also improved. Box states that the newer model completed tasks about one-third faster, averaging 73 seconds rather than 115, while using slightly fewer tokens and tool calls. The company recommends human review for high-stakes open-ended decisions but presents Gemini 3.7 Flash as a more accurate and efficient option for high-volume enterprise knowledge work, with availability in Box planned soon.

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