reasoning benchmark
OfficeQA Pro Leaderboard
OfficeQA Pro evaluates AI models on professional knowledge-work questions and tasks drawn from real office workflows.
Updated Oct 23, 2026
Models12
Model coverage12
MetricScore
EvidenceB
OfficeQA Pro Ranking
Higher score ranks better on this benchmark.
Sort by
Rank | Model | Score | Percentile | Participants | Evidence | Evaluated |
|---|
| Rank01 | ModelBY | Score72.20% | Percentile100.00% | Participants12 | EvidenceC | Evaluated |
| Rank02 | ModelBY | Score71.10% | Percentile90.91% | Participants12 | EvidenceC | Evaluated |
| Rank03 | ModelAN | Score67.70% | Percentile81.82% | Participants12 | EvidenceC | Evaluated |
| Rank04 | ModelAN | Score66.20% | Percentile72.73% | Participants12 | EvidenceC | Evaluated |
| Rank05 | ModelTE | Score66.20% | Percentile63.64% | Participants12 | EvidenceC | Evaluated |
| Rank06 | ModelAN | Score65.60% | Percentile54.55% | Participants12 | EvidenceC | Evaluated |
| Rank07 | ModelMA | Score63.30% | Percentile45.45% | Participants12 | EvidenceC | Evaluated |
| Rank08 | ModelZA | Score62.40% | Percentile36.36% | Participants12 | EvidenceC | Evaluated |
| Rank09 | ModelAN | Score60.30% | Percentile27.27% | Participants12 | EvidenceC | Evaluated |
| Rank10 | ModelAN | Score59.40% | Percentile18.18% | Participants12 | EvidenceC | Evaluated |
| Rank11 | ModelOP | Score54.10% | Percentile9.09% | Participants12 | EvidenceC | Evaluated |
| Rank12 | ModelMI | Score45.10% | Percentile0.00% | Participants12 | 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.
What is OfficeQA Pro?
What OfficeQA Pro measures and how its scores work.
OfficeQA Pro is a reasoning benchmark based on professional knowledge-work questions and tasks across business domains.
It measures performance on document analysis, spreadsheet reasoning, and information synthesis, reported as a Score ratio.
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
- No
- Evaluation key
- overall
LLM Stats. 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 72.20%.
What are the top three models on OfficeQA Pro?
The current leaders are Seed 2.1 Pro (72.20%), Seed 2.1 Turbo (71.10%), and Claude Opus 5.5 (67.70%).
Which OfficeQA Pro model has the lowest official input price?
Claude Haiku 5.5 has the lowest matched official input price at $0.10 input / $0.50 output per 1M tokens.
Which models are fastest among OfficeQA Pro results?
The fastest matched records are MiniMax M3 (45.04 tok/s via MiniMax), GLM-5.3-Flash (44.69 tok/s via FriendliAI), and Claude Opus 4.8 (42.00 tok/s via Vertex AI).
Does the highest score result prove overall model quality?
No. This benchmark measures one defined capability or task. The overall LLMBoard score uses a separate aggregation across eligible benchmark evidence.