reasoning benchmark
DeepPlanning Leaderboard
DeepPlanning evaluates LLMs on complex multi-step planning tasks requiring long-horizon reasoning, goal decomposition, and strategic decision-making.
Updated Aug 17, 2026
Models9
Model coverage9
MetricScore
EvidenceB
DeepPlanning Ranking
Higher score ranks better on this benchmark.
Sort by
Rank | Model | Score | Percentile | Participants | Evidence | Evaluated |
|---|
| Rank01 | ModelAC | Score62.3% | Percentile100.0% | Participants9 | EvidenceC | Evaluated |
| Rank02 | ModelAC | Score41.5% | Percentile87.5% | Participants9 | EvidenceC | Evaluated |
| Rank03 | ModelAC | Score34.3% | Percentile75.0% | Participants9 | EvidenceC | Evaluated |
| Rank04 | ModelAC | Score25.9% | Percentile62.5% | Participants9 | EvidenceC | Evaluated |
| Rank05 | ModelAC | Score24.1% | Percentile50.0% | Participants9 | EvidenceC | Evaluated |
| Rank06 | ModelAC | Score22.8% | Percentile37.5% | Participants9 | EvidenceC | Evaluated |
| Rank07 | ModelAC | Score22.6% | Percentile25.0% | Participants9 | EvidenceC | Evaluated |
| Rank08 | ModelAC | Score18.0% | Percentile12.5% | Participants9 | EvidenceC | Evaluated |
| Rank09 | ModelAC | Score17.6% | Percentile0.0% | Participants9 | EvidenceC | Evaluated |
DeepPlanning Highlights
The leading models and scores on this benchmark.
DeepPlanning Score Distribution
A closer view of the leading scores on this benchmark.
The Top AI Models for DeepPlanning
The first five results on this benchmark, with official price and output speed added where the model identity can be matched.
Ranking basisThis deepplanning 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.
- 01ACQwen3.7-PlusAlibaba Cloud / Qwen Team
- Score
- 62.3%
- Price
- $0.50 input / $3.0 output per 1M tokens
Strengths
- Ranks #1 of 9 compared models
- 100th percentile on this benchmark
- C evidence result
Considerations
- This result measures DeepPlanning, not total model capability
- 02ACQwen3.6 PlusAlibaba Cloud / Qwen Team
- Score
- 41.5%
- Price
- $0.50 input / $3.0 output per 1M tokens
- Speed
- Up to 16 tok/s via Together
Strengths
- Ranks #2 of 9 compared models
- 88th percentile on this benchmark
- C evidence result
Considerations
- This result measures DeepPlanning, not total model capability
- 03ACQwen3.5-397B-A17BAlibaba Cloud / Qwen Team
- Score
- 34.3%
- Price
- $0.60 input / $3.6 output per 1M tokens
Strengths
- Ranks #3 of 9 compared models
- 75th percentile on this benchmark
- C evidence result
Considerations
- This result measures DeepPlanning, not total model capability
- 04ACQwen3.6-35B-A3BAlibaba Cloud / Qwen Team
- Score
- 25.9%
- Price
- $0.25 input / $1.5 output per 1M tokens
Strengths
- Ranks #4 of 9 compared models
- 63th percentile on this benchmark
- C evidence result
Considerations
- This result measures DeepPlanning, not total model capability
- 05ACQwen3.5-122B-A10BAlibaba Cloud / Qwen Team
- Score
- 24.1%
- Price
- $0.40 input / $3.2 output per 1M tokens
Strengths
- Ranks #5 of 9 compared models
- 50th percentile on this benchmark
- C evidence result
Considerations
- This result measures DeepPlanning, not total model capability
Selection summary
Best AI Models for DeepPlanning
Qwen3.7-Plus currently leads DeepPlanning with 62.3%. 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 DeepPlanning?
What DeepPlanning measures and how its scores work.
DeepPlanning evaluates LLMs on complex multi-step planning tasks requiring long-horizon reasoning, goal decomposition, and strategic decision-making.
Scores are shown in ratio. This benchmark is not independently verified and has an evidence level of B.
- Family
- DeepPlanning
- Modality
- text
- Primary category
- reasoning
- Score direction
- higher
- LLMBoard eligible
- Yes
- Evaluation key
- deep-planning|llm-stats-current
Benchmark scores retain their original unit. Overall score eligibility is shown separately.
FAQ
Common questions about DeepPlanning.
Which model scores highest on DeepPlanning?
Qwen3.7-Plus is currently ranked first with 62.3%.
What does DeepPlanning measure?
DeepPlanning evaluates LLMs on complex multi-step planning tasks requiring long-horizon reasoning, goal decomposition, and strategic decision-making.
Is a higher score better?
Yes. Higher values rank better for this benchmark.
How many models are compared?
9 model results are currently shown.
Does this benchmark affect the overall score?
Yes. This benchmark can contribute to the current LLMBoard capability score.