Coding · Amazon

Nova Pro Mini on SWE-bench Verified: score, rank and what it means

Nova Pro Mini scores 59.0 on SWE-bench Verified, placing it #343 of 600 models in the index. The benchmark average is 57.5 and the leader is GPT-5.2 Pro at 81.7.

Score
59.0
0–100 scale
Rank
#343
of 600
Percentile
43th
within the index
Benchmark avg
57.5
all models
Leader
81.7
GPT-5.2 Pro
Gap to leader
22.7
points

Score distribution

The chart shows the top 10 models on SWE-bench Verified, with Nova Pro Mini highlighted. Longer bars mean higher scores.

GPT-5.2 Pro 81.7
Claude Opus 4.5 Pro 81.1
GPT-5.2 Max 80.5
Claude Sonnet 4.5 Max 80.2
GPT-5.2 80.2
GPT-5.1 Pro 80.1
o4 Max 79.8
Claude Sonnet 4.5 Reasoning 79.6
Claude Opus 4.5 Max 79.5
Claude Opus 4.5 Reasoning 79.5

Top 10 leaderboard

#ModelProviderContextInput / 1MAvg score
1 GPT-5.2 Pro OpenAI 2000000 $21.32 89.6
2 Claude Opus 4.5 Pro Anthropic 200000 $20.98 89.1
3 GPT-5.2 Max OpenAI 1000000 $21.39 89.2
4 Claude Sonnet 4.5 Max Anthropic 1000000 $19.90 87.2
5 GPT-5.2 OpenAI 2000000 $19.71 88.0
6 GPT-5.1 Pro OpenAI 200000 $19.77 87.8
7 o4 Max OpenAI 2000000 $19.51 86.2
8 Claude Sonnet 4.5 Reasoning Anthropic 400000 $19.48 87.7
9 Claude Opus 4.5 Max Anthropic 1000000 $20.90 87.8
10 Claude Opus 4.5 Reasoning Anthropic 2000000 $20.91 88.2

What this score means

On SWE-bench Verified, Nova Pro Mini sits at #343 of 600. The leader, GPT-5.2 Pro, scores 81.7, so the gap to the top is 22.7 points. The median model in this index scores 61.0, which puts Nova Pro Mini below the midpoint.

Amazon models average 61.4 on this benchmark. Nova Pro Mini is 2.4 points below that provider line, so it is a weaker result than the average Amazon model.

Among mid-range models, the average is 54.9. Nova Pro Mini is 4.1 points above that group. This is the more useful comparison if you are shortlisting within the same tier rather than across the whole index.

Read a 59.0 as a relative signal, not an absolute guarantee. Benchmark scores depend on prompt format, evaluation harness and contamination controls. Use this page to narrow the shortlist, then test the model on your own data.

Price context

At $7.74 per million input tokens, Nova Pro Mini is above the median input price of $4.00 across the 600 models scored on SWE-bench Verified. The models immediately around it in the ranking are shown below so you can compare score and price together.

ModelProviderContextInput / 1MAvg score
Qwen3-Max Nano Alibaba Cloud 65536 $8.31 71.7
Fusion Max OpenRouter 65536 $9.14 72.5
Fusion OpenRouter 16384 $8.41 71.1
Llama 3 Lambda Base Lambda 8192 $3.19 72.9
Nova Pro Mini Amazon 16384 $7.74 70.6
Claude 3.7 Sonnet Nano Anthropic 65536 $6.93 68.9
Auto Max OpenRouter 8192 $8.41 71.2

Other benchmarks for Nova Pro Mini

BenchmarkScoreRankPercentileRelative
MMLU-Pro 72.5 376 37th
GPQA Diamond 64.6 368 39th
HumanEval 75.2 341 43th
MATH-500 75.8 307 49th
AIME 2025 64.4 351 42th
LiveCodeBench 59.3 374 38th
IFEval 79.3 345 43th
TruthfulQA 75.8 313 48th
HellaSwag 83.1 318 47th
MMMU 67.9 345 43th
Arena Elo 1343.1 376 37th

FAQ

What score does Nova Pro Mini get on SWE-bench Verified?

Nova Pro Mini scores 59.0 on SWE-bench Verified in this index. The benchmark average is 57.5 and the top score is 81.7.

How does Nova Pro Mini rank on SWE-bench Verified?

It ranks #343 of 600 models, in the 43rd percentile. The leader is GPT-5.2 Pro at 81.7.

Is Nova Pro Mini good at SWE-bench Verified?

It is below the median for this benchmark, so test it carefully before relying on it for this capability. The result should be read alongside its price and context window.

How is the SWE-bench Verified score calculated?

SWE-bench Verified is a coding benchmark. Scores in this index are modelled estimates on a 0–100 scale (or Elo for Arena), derived from capability tier and benchmark difficulty. They are not official leaderboard results.

What does Nova Pro Mini cost?

Nova Pro Mini costs $7.74 per million input tokens and $31.20 per million output tokens.

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