reasoning benchmark
OfficeQA Pro Leaderboard
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 17, 2026
Models7
Model coverage7
MetricScore
EvidenceB
OfficeQA Pro Ranking
Higher score ranks better on this benchmark.
Sort by
Rank | Model | Score | Percentile | Participants | Evidence | Evaluated |
|---|
| Rank01 | ModelBY | Score72.2% | Percentile100.0% | Participants7 | EvidenceC | Evaluated |
| Rank02 | ModelBY | Score71.1% | Percentile83.3% | Participants7 | EvidenceC | Evaluated |
| Rank03 | ModelAN | Score66.2% | Percentile66.7% | Participants7 | EvidenceC | Evaluated |
| Rank04 | ModelMA | Score63.3% | Percentile50.0% | Participants7 | EvidenceC | Evaluated |
| Rank05 | ModelAN | Score59.4% | Percentile33.3% | Participants7 | EvidenceC | Evaluated |
| Rank06 | ModelOP | Score54.1% | Percentile16.7% | Participants7 | EvidenceC | Evaluated |
| Rank07 | ModelMI | Score45.1% | Percentile0.0% | Participants7 | EvidenceC | Evaluated |
OfficeQA Pro Highlights
The leading models and scores on this benchmark.
OfficeQA Pro Score Distribution
A closer view of the leading scores on this benchmark.
The Top AI Models for OfficeQA Pro
The first five results on this benchmark, with official price and output speed added where the model identity can be matched.
Ranking basisThis officeqa pro AI model leaderboard uses descending score in the benchmark's original unit. The leaderboard ranking keeps matched price and speed data separate from benchmark evidence.
- 01BYSeed 2.1 ProByteDance
- Score
- 72.2%
Strengths
- Ranks #1 of 7 compared models
- 100th percentile on this benchmark
- C evidence result
Considerations
- This result measures OfficeQA Pro, not total model capability
- 02BYSeed 2.1 TurboByteDance
- Score
- 71.1%
Strengths
- Ranks #2 of 7 compared models
- 83th percentile on this benchmark
- C evidence result
Considerations
- This result measures OfficeQA Pro, not total model capability
- 03ANClaude Opus 4.8Anthropic
- Score
- 66.2%
- Price
- $5.0 input / $25 output per 1M tokens
- Speed
- Up to 46 tok/s via Anthropic
Strengths
- Ranks #3 of 7 compared models
- 67th percentile on this benchmark
- C evidence result
Considerations
- This result measures OfficeQA Pro, not total model capability
- 04MAKimi K3Moonshot AI
- Score
- 63.3%
- Price
- $3.0 input / $15 output per 1M tokens
- Speed
- Up to 26 tok/s via Fireworks
Strengths
- Ranks #4 of 7 compared models
- 50th percentile on this benchmark
- C evidence result
Considerations
- This result measures OfficeQA Pro, not total model capability
- 05ANClaude Sonnet 5Anthropic
- Score
- 59.4%
- Price
- $2.0 input / $10 output per 1M tokens
- Speed
- Up to 11 tok/s via Anthropic
Strengths
- Ranks #5 of 7 compared models
- 33th percentile on this benchmark
- C evidence result
Considerations
- This result measures OfficeQA Pro, not total model capability
Selection summary
Best AI Models for OfficeQA Pro
Seed 2.1 Pro currently leads OfficeQA Pro with 72.2%. It is the top model on this specific benchmark, while the best LLM for the broader task should also be checked against other benchmarks, price and runtime.
Use this leaderboard with the supporting benchmark results and coverage details above. A leaderboard position summarizes the selected ranking signal; it does not replace workload-specific testing.
What is OfficeQA Pro?
What OfficeQA Pro measures and how its scores work.
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. This benchmark is not independently verified and has an evidence level of B.
- Family
- OfficeQA Pro
- Modality
- text
- Primary category
- reasoning
- Score direction
- higher
- LLMBoard eligible
- Yes
- Evaluation key
- officeqa-pro|llm-stats-current
Benchmark scores retain their original unit. Overall score eligibility is shown separately.
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 model results are currently shown.
Does this benchmark affect the overall score?
Yes. This benchmark can contribute to the current LLMBoard capability score.