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PinchBench

Progress Over Time

Interactive timeline showing model performance evolution on PinchBench

State-of-the-art frontier
Open
Proprietary

PinchBench Leaderboard

6 models
ContextCostLicense
1550B
230B262K$0.05 / $0.20
3
41.0T
5
Zhipu AI
Zhipu AI
6
Liquid AI
Liquid AI
3B
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About this benchmark

What is PinchBench?

PinchBench evaluates coding agents on real-world agentic coding tasks, measuring both best-case and average performance across complex software engineering scenarios.

PinchBench is a text benchmark evaluating models on agents and code tasks. LLM Stats tracks 6 models on this benchmark, scored on a 0–1 scale. The current average is 0.8, with the leader at 0.9.

Compare leaders on the best AI for agents and best AI for code leaderboards.

Current leaders

Nemotron 3 Ultra (550B A55B) from NVIDIA currently leads the PinchBench leaderboard with a score of 0.900 across 6 evaluated AI models.

FAQ

Common questions about the PinchBench benchmark and leaderboard.

What is the PinchBench benchmark?

PinchBench evaluates coding agents on real-world agentic coding tasks, measuring both best-case and average performance across complex software engineering scenarios.

What is the PinchBench leaderboard?

The PinchBench leaderboard ranks 6 AI models based on their performance on this benchmark. Currently, Nemotron 3 Ultra (550B A55B) by NVIDIA leads with a score of 0.900. The average score across all models is 0.811.

What is the highest PinchBench score?

The highest PinchBench score is 0.900, achieved by Nemotron 3 Ultra (550B A55B) from NVIDIA.

How many models are evaluated on PinchBench?

6 models have been evaluated on the PinchBench benchmark, with 0 verified results and 6 self-reported results.

What categories does PinchBench cover?

PinchBench is categorized under agents and code. The benchmark evaluates text models.

What is the best open-source model on PinchBench?

Nemotron 3 Ultra (550B A55B) by NVIDIA is the top-ranked open-source model on PinchBench, with a score of 0.900 (rank #1).

Which model offers the best value on PinchBench?

Among models scoring within 10% of the leader, Nemotron 3.5 Lightning (30B A3B) from NVIDIA is the cheapest, at $0.05 per million input tokens with a score of 0.854.

How recent are the PinchBench leaderboard results?

The PinchBench leaderboard was last updated in August 2026 and currently includes 6 evaluated models.