reasoning benchmark
Agent Startup Bench
Agent Startup Bench measures AI agents on high-economic-value, startup-style tasks that require autonomous planning and execution to deliver practical, verifiable results.
Updated Aug 11, 2026
Models2
Model coverage2
MetricScore
EvidenceB
Agent Startup Bench Ranking
Higher score ranks better on this benchmark.
| 1 | BY | 68.8% | 100.0% | 2 | C | |
| 2 | BY | 54.0% | 0.0% | 2 | C |
Agent Startup Bench Score Distribution
A closer view of the leading scores on this benchmark.
Agent Startup Bench Highlights
The leading models and scores on this benchmark.
What is Agent Startup Bench?
What Agent Startup Bench measures and how its scores work.
Agent Startup Bench measures AI agents on high-economic-value, startup-style tasks that require autonomous planning and execution to deliver practical, verifiable results.
Scores are shown in ratio. This benchmark is not independently verified and has an evidence level of B.
- Family
- Agent Startup Bench
- Modality
- text
- Primary category
- reasoning
- Score direction
- higher
- LLMBoard eligible
- No
- Evaluation key
- agent-startup-bench|llm-stats-current
Benchmark scores retain their original unit. Overall score eligibility is shown separately.
FAQ
Common questions about Agent Startup Bench.
Which model scores highest on Agent Startup Bench?
Seed 2.1 Pro is currently ranked first with 68.8%.
What does Agent Startup Bench measure?
Agent Startup Bench measures AI agents on high-economic-value, startup-style tasks that require autonomous planning and execution to deliver practical, verifiable results.
Is a higher score better?
Yes. Higher values rank better for this benchmark.
How many models are compared?
2 model results are currently shown.
Does this benchmark affect the overall score?
No. This benchmark is shown for reference but does not contribute to the overall score.