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reasoning benchmark

OfficeQA Pro

OfficeQA Pro evaluates AI models on professional knowledge-work questions and tasks drawn from real office workflows, including document analysis, spreadsheet reasoning, and information synthesis across business domains.

Updated Aug 7, 2026

Published models7
Registry coverage7
MetricScore
EvidenceB

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  • Ranking
  • Distribution
  • Highlights
  • About
  • FAQ

OfficeQA Pro leaderboard

Sorted by the source-provided rank. Higher score is better according to the registry.

7 rows
Columns

Show columns

1BYSeed 2.1 ProByteDance72.2%100.0%7CAug 7, 2026
2BYSeed 2.1 TurboByteDance71.1%83.3%7CAug 7, 2026
3ANClaude Opus 4.8Anthropic66.2%66.7%7CAug 7, 2026
4MAKimi K3Moonshot AI63.3%50.0%7CAug 7, 2026
5ANClaude Sonnet 5Anthropic59.4%33.3%7CAug 7, 2026
6OPGPT-5.5OpenAI54.1%16.7%7CAug 7, 2026
7MIMiniMax M3MiniMax45.1%0.0%7CAug 7, 2026

Score distribution

Top published rows on the benchmark's original scale.

OfficeQA Pro

OfficeQA Pro highlights

The top published results on this benchmark's own scale.

Rank #1Seed 2.1 Pro72.2%Rank #2Seed 2.1 Turbo71.1%Rank #3Claude Opus 4.866.2%Rank #4Kimi K363.3%

What is OfficeQA Pro?

Definition and scoring fields from the benchmark registry.

OfficeQA Pro evaluates AI models on professional knowledge-work questions and tasks drawn from real office workflows, including document analysis, spreadsheet reasoning, and information synthesis across business domains.

Scores are shown in ratio. The current registry marks this benchmark as not independently verified with evidence level B.

Family
OfficeQA Pro
Modality
text
Primary category
reasoning
Score direction
higher
LLMBoard eligible
No
Evaluation key
officeqa-pro|llm-stats-current

Source-native results are preserved. Eligibility for the overall LLMBoard score is a separate policy decision.

FAQ

Common questions about OfficeQA Pro.

Which model scores highest on OfficeQA Pro?

Seed 2.1 Pro is currently ranked first with 72.2%.

What does OfficeQA Pro measure?

OfficeQA Pro evaluates AI models on professional knowledge-work questions and tasks drawn from real office workflows, including document analysis, spreadsheet reasoning, and information synthesis across business domains.

Is a higher score better?

Yes. Higher values rank better for this benchmark.

How many models are compared?

7 unique published model results are currently shown.

Does this benchmark affect the overall score?

This benchmark is preserved as source-native evidence but is not eligible for the current overall score.

Rankings

OverallCodingText ArenaPricing

Modalities

Image GenerationVideo GenerationSpeech-to-TextEmbeddings

Benchmarks

All BenchmarksReasoningMathCoding

Vendors

All VendorsOpenAIAnthropicGoogle
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