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Claude Sonnet 5.5 on real enterprise knowledge work

Blog post from Box

Post Details
Company
Box
Date Published
Author
Aditi Tuli, Product Manager, Box AI
Word Count
591
Company Posts That Month
32
Language
English
Hacker News Points
-
Post removed?
No
Summary

Box evaluated Anthropic’s Claude Sonnet 5.5 on document-heavy business workflows involving spreadsheets, PDFs, slides, and images, measuring both completed deliverable quality and efficiency against Sonnet 5. Sonnet 5.5 achieved 65% overall accuracy compared with 61% for Sonnet 5, while producing finished work about 2.4 times faster with 12% lower token use. Its strongest gains appeared in precision-dependent fields: financial-services accuracy rose from 63% to 81% through improved detection of calculation and pricing errors, legal performance increased from 60% to 67% by avoiding unsupported market assumptions, life-sciences results rose from 54% to 62% through network-topology analysis, and public-sector performance improved from 55% to 62% with more accurate extraction of student data. Box says the model is better at cross-checking evidence, identifying errors in source materials, and distinguishing documented facts from assumptions, with Sonnet 5.5 planned for release in Box AI soon.

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