The leaders, at a glance

UnifyBench ranking

Name: UnifyBench public ranking snapshot
Creator: UnifyBench
Published: 2026-09-12T08:38:19.822Z

Compare AI models and measured effort settings across published benchmarks.

See the full ranking ↓How configurations are ranked

Strongest within your budget. Capability scores stay unchanged. A lower cost breaks exact score ties; no score-to-price ratio is used. Small score gaps do not establish superiority.

89 of 398 supported configurations have comparable costs. Unknown costs and over-budget entries remain visible without a Value rank. Prices collected 2026-09-11; comparisons expire after 30 days.

USD per weighted AA v4.3 task, including reasoning, cache treatment and reviewed fallback routing. This workload does not represent every task. Cost evidence currently comes from Artificial Analysis only. Cost frontier, components and gaps ↗ · Value methodology

Value leaders

Experimental comparison score · 0–100

For the selected profile and sources. Scores are experimental; small gaps may not be meaningful. How scoring works · Effort evidence collected 2026-09-12

451unique modelsEach model counted once across effort levels 492model configurationsDocumented model + effort settings, including unranked

109aggregated sourcesOriginal reports and benchmark leaderboards

Explore all 109 sources Independent evaluations and lab reports

Distinct source pages with published results in the catalog. Multiple results and page sections count as one source.

Every ranked row is a measured configuration. The default view shows the highest-scoring supported configuration per model. In Value, the budget is applied first. Select All efforts for the full comparison. How effort ranking works.

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Full ranking

215 entries

Value ranking of measured model configurations. Scores are experimental; missing results remain unknown.
Rank	Model	Capability	USD / AA task	Evidence breadth	analyst-agent	briefcase	aime	apex-agents	aa-lcr	automationbench	critpt	enterprise-ops	gdp-pdf	gdpval	gmmlu	gpqa	harvey	hle	ifbench	itbench	livecodebench	math500	mmlu-pro	mmmu-pro	omniscience	scicode	tau-bench	terminal-bench	arc-agi	deepswe	swe-bench-pro	arc-agi-3	frontiercode	enigma-eval	swe-atlas-qna	swe-atlas-refactoring	swe-atlas-test-writing	livebench-math	livebench-coding	livebench-language	livebench-data	multi-swe-bench	livebench-reasoning	livebench-instructions	swe-rebench	epoch-game-puzzles	frontiermath	simpleqa	vals-finance-agent	vals-code-migration	vals-legal-research	vals-excel-modeling	vibe-code	chartography	osworld	charxiv	swe-bench-multilingual	deepsearchqa	officeqa	mcp-atlas	toolathlon	mrcr	browsecomp
—	Qwen3-VL-32B-Thinking · ReasoningQwen Measured effort: Reasoning	6.3	UnknownNo current, exact configuration price mapping in this collection.	Single independent source13 published · 12 families · 6 task areas100% weight: Artificial AnalysisWhy this score?	—	—	86.6108/108 peersIndependent evidence	—	56.4197/197 peersIndependent evidence	—	25.5200/200 peersIndependent evidence	—	—	—	—	51.4212/212 peersIndependent evidence	—	52.1208/208 peersIndependent evidence	71.2178/178 peersIndependent evidence	—	81.0112/112 peersIndependent evidence	—	76.7114/114 peersIndependent evidence	46.2114/114 peersIndependent evidence	40.6198/198 peersIndependent evidence	—	55.0171/171 peersIndependent evidence	43.1169/169 peersIndependent evidence	—	—	—	—	—	—	—	—	—	—	—	—	—	—	—	—	—	—	—	—	—	—	—	—	—	—	—	—	—	—	—	—	—	—	—
—	Magistral Medium 1.2 · ReasoningMistral Measured effort: Reasoning	6.2	UnknownNo current, exact configuration price mapping in this collection.	Single independent source17 published · 14 families · 6 task areas100% weight: Artificial AnalysisWhy this score?	—	—	79.9108/108 peersIndependent evidence	—	53.0197/197 peersIndependent evidence	—	56.1200/200 peersIndependent evidence	—	—	19.6123/123 peersIndependent evidence	51.763/63 peersIndependent evidence	52.9212/212 peersIndependent evidence	—	52.8208/208 peersIndependent evidence	50.0178/178 peersIndependent evidence	—	83.2112/112 peersIndependent evidence	—	73.6114/114 peersIndependent evidence	37.5114/114 peersIndependent evidence	56.7198/198 peersIndependent evidence	—	39.8202/202 peersIndependent evidence	40.5201/201 peersIndependent evidence	—	—	—	—	—	—	—	—	—	—	—	—	—	—	—	—	—	—	—	—	—	—	—	—	—	—	—	—	—	—	—	—	—	—	—
—	GPT-5 Nano · HighOpenAI Measured effort: High	6.0	UnknownNo current, exact configuration price mapping in this collection.	Independent corroboration15 published · 14 families · 6 task areas54% weight: Artificial AnalysisWhy this score?	—	—	83.8108/108 peersIndependent evidence	—	46.5197/197 peersIndependent evidence	—	25.2200/200 peersIndependent evidence	—	—	—	50.163/63 peersIndependent evidence	41.5212/212 peersIndependent evidence	—	50.0208/208 peersIndependent evidence	81.1178/178 peersIndependent evidence	—	90.1112/112 peersIndependent evidence	—	56.9114/114 peersIndependent evidence	37.6114/114 peersIndependent evidence	51.2198/198 peersIndependent evidence	—	47.5171/171 peersIndependent evidence	50.6169/169 peersIndependent evidence	26.038/38 peersIndependent evidence	—	—	—	—	—	—	—	—	—	—	—	—	—	—	—	—	—	—	—	—	—	—	—	—	—	—	—	—	—	—	—	—	—	—
—	o3-mini · HighOpenAI Measured effort: High	5.8	UnknownNo current, exact configuration price mapping in this collection.	Independent corroboration22 published · 17 families · 5 task areas42% weight: Artificial AnalysisWhy this score?	—	18.287/87 peersIndependent evidence	—	—	41.0197/197 peersIndependent evidence	14.289/89 peersIndependent evidence	53.6200/200 peersIndependent evidence	—	25.188/88 peersIndependent evidence	21.2123/123 peersIndependent evidence	—	59.4212/212 peersIndependent evidence	—	6.2208/208 peersIndependent evidence	77.9178/178 peersIndependent evidence	—	78.9112/112 peersIndependent evidence	96.060/60 peersIndependent evidence	64.9114/114 peersIndependent evidence	—	56.5198/198 peersIndependent evidence	43.291/91 peersIndependent evidence	26.0202/202 peersIndependent evidence	23.2201/201 peersIndependent evidence	25.438/38 peersIndependent evidence	—	—	—	—	—	—	—	—	—	—	—	—	—	—	—	—	—	—	—	—	—	—	—	—	—	—	—	—	—	—	—	—	—	—
—	Seed OSS 36B Instruct · ReasoningByteDance Measured effort: Reasoning	5.6	UnknownNo current, exact configuration price mapping in this collection.	Single independent source13 published · 12 families · 5 task areas100% weight: Artificial AnalysisWhy this score?	—	—	86.6108/108 peersIndependent evidence	—	61.6197/197 peersIndependent evidence	—	25.5200/200 peersIndependent evidence	—	—	—	31.863/63 peersIndependent evidence	50.1212/212 peersIndependent evidence	—	50.9208/208 peersIndependent evidence	47.5178/178 peersIndependent evidence	—	85.0112/112 peersIndependent evidence	—	74.3114/114 peersIndependent evidence	—	44.8198/198 peersIndependent evidence	—	59.0171/171 peersIndependent evidence	39.1169/169 peersIndependent evidence	—	—	—	—	—	—	—	—	—	—	—	—	—	—	—	—	—	—	—	—	—	—	—	—	—	—	—	—	—	—	—	—	—	—	—
—	Qwen3-235B-A22B-Instruct-2507 · Non-reasoningQwen Measured effort: Non-reasoning	5.5	UnknownNo current, exact configuration price mapping in this collection.	Single independent source13 published · 12 families · 5 task areas100% weight: Artificial AnalysisWhy this score?	—	—	68.7108/108 peersIndependent evidence	—	37.1197/197 peersIndependent evidence	—	25.5200/200 peersIndependent evidence	—	—	—	—	57.2212/212 peersIndependent evidence	—	57.1208/208 peersIndependent evidence	57.1178/178 peersIndependent evidence	—	57.5112/112 peersIndependent evidence	91.260/60 peersIndependent evidence	82.4114/114 peersIndependent evidence	—	48.0198/198 peersIndependent evidence	—	43.3171/171 peersIndependent evidence	56.6169/169 peersIndependent evidence	—	—	—	—	—	—	—	—	—	—	—	—	—	—	—	—	—	—	—	—	—	—	—	—	—	—	—	—	—	—	—	—	—	—	—
—	MiniCPM5-2B · ReasoningOpenBMB Measured effort: Reasoning	5.3	UnknownNo current, exact configuration price mapping in this collection.	Single independent source14 published · 12 families · 5 task areas100% weight: Artificial AnalysisWhy this score?	—	28.487/87 peersIndependent evidence	—	—	58.9197/197 peersIndependent evidence	27.089/89 peersIndependent evidence	56.4200/200 peersIndependent evidence	—	20.688/88 peersIndependent evidence	50.3123/123 peersIndependent evidence	—	46.3212/212 peersIndependent evidence	—	48.6208/208 peersIndependent evidence	—	—	—	—	—	—	6.8198/198 peersIndependent evidence	8.391/91 peersIndependent evidence	62.0112/112 peersIndependent evidence	21.5125/125 peersIndependent evidence	—	—	—	—	—	—	—	—	—	—	—	—	—	—	—	—	—	—	—	—	—	—	—	—	—	—	—	—	—	—	—	—	—	—	—
—	DiffusionGemma 26B A4B · ReasoningGoogle Measured effort: Reasoning	5.2	UnknownNo current, exact configuration price mapping in this collection.	Single independent source10 published · 9 families · 6 task areas100% weight: Artificial AnalysisWhy this score?	—	—	—	—	23.7197/197 peersIndependent evidence	—	55.8200/200 peersIndependent evidence	—	—	27.2123/123 peersIndependent evidence	—	39.5212/212 peersIndependent evidence	—	56.0208/208 peersIndependent evidence	72.0178/178 peersIndependent evidence	—	—	—	—	55.2114/114 peersIndependent evidence	37.1198/198 peersIndependent evidence	—	—	26.2125/125 peersIndependent evidence	—	—	—	—	—	—	—	—	—	—	—	—	—	—	—	—	—	—	—	—	—	—	—	—	—	—	—	—	—	—	—	—	—	—	—
—	MiniMax-M1-80k · ReasoningMiniMax Measured effort: Reasoning	5.1	UnknownNo current, exact configuration price mapping in this collection.	Single independent source13 published · 12 families · 5 task areas100% weight: Artificial AnalysisWhy this score?	—	—	58.5108/108 peersIndependent evidence	—	58.0197/197 peersIndependent evidence	—	25.5200/200 peersIndependent evidence	—	—	—	—	45.3212/212 peersIndependent evidence	—	47.8208/208 peersIndependent evidence	46.9178/178 peersIndependent evidence	—	76.4112/112 peersIndependent evidence	91.260/60 peersIndependent evidence	75.2114/114 peersIndependent evidence	—	62.3198/198 peersIndependent evidence	—	44.0171/171 peersIndependent evidence	20.9169/169 peersIndependent evidence	—	—	—	—	—	—	—	—	—	—	—	—	—	—	—	—	—	—	—	—	—	—	—	—	—	—	—	—	—	—	—	—	—	—	—
—	GLM-4.5-Air · ReasoningZ.ai Measured effort: Reasoning	5.0	UnknownNo current, exact configuration price mapping in this collection.	Single independent source13 published · 12 families · 5 task areas100% weight: Artificial AnalysisWhy this score?	—	—	78.7108/108 peersIndependent evidence	—	48.5197/197 peersIndependent evidence	—	25.5200/200 peersIndependent evidence	—	—	—	—	51.4212/212 peersIndependent evidence	—	42.9208/208 peersIndependent evidence	34.5178/178 peersIndependent evidence	—	70.2112/112 peersIndependent evidence	76.260/60 peersIndependent evidence	72.5114/114 peersIndependent evidence	—	34.5198/198 peersIndependent evidence	—	56.1171/171 peersIndependent evidence	63.7169/169 peersIndependent evidence	—	—	—	—	—	—	—	—	—	—	—	—	—	—	—	—	—	—	—	—	—	—	—	—	—	—	—	—	—	—	—	—	—	—	—
—	Qwen3-VL-235B-A22B-Instruct · Non-reasoningQwen Measured effort: Non-reasoning	4.8	UnknownNo current, exact configuration price mapping in this collection.	Single independent source13 published · 12 families · 6 task areas100% weight: Artificial AnalysisWhy this score?	—	—	67.7108/108 peersIndependent evidence	—	35.5197/197 peersIndependent evidence	—	25.5200/200 peersIndependent evidence	—	—	—	—	47.4212/212 peersIndependent evidence	—	40.0208/208 peersIndependent evidence	48.6178/178 peersIndependent evidence	—	63.0112/112 peersIndependent evidence	—	80.2114/114 peersIndependent evidence	58.7114/114 peersIndependent evidence	54.3198/198 peersIndependent evidence	—	46.0171/171 peersIndependent evidence	39.1169/169 peersIndependent evidence	—	—	—	—	—	—	—	—	—	—	—	—	—	—	—	—	—	—	—	—	—	—	—	—	—	—	—	—	—	—	—	—	—	—	—
—	Qwen3-30B-A3B-Thinking-2507 · ReasoningQwen Measured effort: Reasoning	4.6	UnknownNo current, exact configuration price mapping in this collection.	Single independent source21 published · 17 families · 5 task areas100% weight: Artificial AnalysisWhy this score?	—	12.087/87 peersIndependent evidence	56.9108/108 peersIndependent evidence	—	60.3197/197 peersIndependent evidence	17.589/89 peersIndependent evidence	55.7200/200 peersIndependent evidence	—	6.788/88 peersIndependent evidence	18.0123/123 peersIndependent evidence	—	46.1212/212 peersIndependent evidence	—	52.3208/208 peersIndependent evidence	61.6178/178 peersIndependent evidence	—	74.8112/112 peersIndependent evidence	85.560/60 peersIndependent evidence	65.9114/114 peersIndependent evidence	—	34.5198/198 peersIndependent evidence	22.191/91 peersIndependent evidence	26.1202/202 peersIndependent evidence	20.3201/201 peersIndependent evidence	—	—	—	—	—	—	—	—	—	—	—	—	—	—	—	—	—	—	—	—	—	—	—	—	—	—	—	—	—	—	—	—	—	—	—
—	Qwen3.5-omni-flash · Non-reasoningQwen Measured effort: Non-reasoning	4.5	UnknownIncomplete AA v4.3 workload usage; missing families are not imputed.Price source ↗	Single independent source10 published · 9 families · 6 task areas100% weight: Artificial AnalysisWhy this score?	—	—	—	—	51.9197/197 peersIndependent evidence	—	25.2200/200 peersIndependent evidence	—	—	—	—	54.1212/212 peersIndependent evidence	—	44.1208/208 peersIndependent evidence	35.2178/178 peersIndependent evidence	—	—	—	—	50.6114/114 peersIndependent evidence	24.8198/198 peersIndependent evidence	—	76.6171/171 peersIndependent evidence	45.3169/169 peersIndependent evidence	—	—	—	—	—	—	—	—	—	—	—	—	—	—	—	—	—	—	—	—	—	—	—	—	—	—	—	—	—	—	—	—	—	—	—
—	Solar Open 100B · ReasoningUpstage Measured effort: Reasoning	4.4	UnknownNo current, exact configuration price mapping in this collection.	Single independent source10 published · 9 families · 5 task areas100% weight: Artificial AnalysisWhy this score?	—	—	—	—	42.4197/197 peersIndependent evidence	—	25.2200/200 peersIndependent evidence	—	—	—	50.663/63 peersIndependent evidence	35.4212/212 peersIndependent evidence	—	54.6208/208 peersIndependent evidence	68.3178/178 peersIndependent evidence	—	—	—	—	—	47.2198/198 peersIndependent evidence	—	57.6171/171 peersIndependent evidence	17.4169/169 peersIndependent evidence	—	—	—	—	—	—	—	—	—	—	—	—	—	—	—	—	—	—	—	—	—	—	—	—	—	—	—	—	—	—	—	—	—	—	—
—	Qwen3-VL-30B-A3B-Thinking · ReasoningQwen Measured effort: Reasoning	4.4	UnknownNo current, exact configuration price mapping in this collection.	Single independent source12 published · 11 families · 5 task areas100% weight: Artificial AnalysisWhy this score?	—	—	81.1108/108 peersIndependent evidence	—	—	—	25.4200/200 peersIndependent evidence	—	—	—	—	49.1212/212 peersIndependent evidence	—	48.7208/208 peersIndependent evidence	54.7178/178 peersIndependent evidence	—	73.7112/112 peersIndependent evidence	—	68.5114/114 peersIndependent evidence	39.8114/114 peersIndependent evidence	40.1198/198 peersIndependent evidence	—	19.8171/171 peersIndependent evidence	30.7169/169 peersIndependent evidence	—	—	—	—	—	—	—	—	—	—	—	—	—	—	—	—	—	—	—	—	—	—	—	—	—	—	—	—	—	—	—	—	—	—	—
—	Qwen3-Next-80B-A3B-Instruct · Non-reasoningQwen Measured effort: Non-reasoning	4.4	UnknownIncomplete AA v4.3 workload usage; missing families are not imputed.Price source ↗	Single independent source12 published · 11 families · 5 task areas100% weight: Artificial AnalysisWhy this score?	—	—	63.7108/108 peersIndependent evidence	—	52.5197/197 peersIndependent evidence	—	25.4200/200 peersIndependent evidence	—	—	—	—	52.7212/212 peersIndependent evidence	—	45.0208/208 peersIndependent evidence	41.7178/178 peersIndependent evidence	—	70.4112/112 peersIndependent evidence	—	77.9114/114 peersIndependent evidence	—	41.6198/198 peersIndependent evidence	—	22.8171/171 peersIndependent evidence	42.9169/169 peersIndependent evidence	—	—	—	—	—	—	—	—	—	—	—	—	—	—	—	—	—	—	—	—	—	—	—	—	—	—	—	—	—	—	—	—	—	—	—
—	GPT-4.1 · Non-reasoningOpenAI Measured effort: Non-reasoning	4.0	UnknownNo current, exact configuration price mapping in this collection.	Single independent source14 published · 13 families · 6 task areas100% weight: Artificial AnalysisWhy this score?	—	—	36.1108/108 peersIndependent evidence	—	70.6197/197 peersIndependent evidence	—	25.5200/200 peersIndependent evidence	—	—	—	—	37.9212/212 peersIndependent evidence	—	15.1208/208 peersIndependent evidence	50.2178/178 peersIndependent evidence	—	45.8112/112 peersIndependent evidence	55.060/60 peersIndependent evidence	66.7114/114 peersIndependent evidence	39.2114/114 peersIndependent evidence	76.2198/198 peersIndependent evidence	—	56.9171/171 peersIndependent evidence	53.6169/169 peersIndependent evidence	—	—	—	—	—	—	—	—	—	—	—	—	—	—	—	—	—	—	—	—	—	—	—	—	—	—	—	—	—	—	—	—	—	—	—
—	EXAONE 4.0 32B · ReasoningLG AI Research Measured effort: Reasoning	3.9	UnknownNo current, exact configuration price mapping in this collection.	Single independent source13 published · 12 families · 4 task areas100% weight: Artificial AnalysisWhy this score?	—	—	77.3108/108 peersIndependent evidence	—	—	—	25.2200/200 peersIndependent evidence	—	—	—	22.763/63 peersIndependent evidence	53.7212/212 peersIndependent evidence	—	59.1208/208 peersIndependent evidence	31.0178/178 peersIndependent evidence	—	84.2112/112 peersIndependent evidence	88.560/60 peersIndependent evidence	76.0114/114 peersIndependent evidence	—	21.4198/198 peersIndependent evidence	—	12.7171/171 peersIndependent evidence	23.2169/169 peersIndependent evidence	—	—	—	—	—	—	—	—	—	—	—	—	—	—	—	—	—	—	—	—	—	—	—	—	—	—	—	—	—	—	—	—	—	—	—
—	Qwen3-235B-A22B · ReasoningQwen Measured effort: Reasoning	3.8	UnknownNo current, exact configuration price mapping in this collection.	Single independent source13 published · 12 families · 5 task areas100% weight: Artificial AnalysisWhy this score?	—	—	79.8108/108 peersIndependent evidence	—	5.8197/197 peersIndependent evidence	—	25.2200/200 peersIndependent evidence	—	—	—	—	46.6212/212 peersIndependent evidence	—	57.0208/208 peersIndependent evidence	36.8178/178 peersIndependent evidence	—	64.9112/112 peersIndependent evidence	58.360/60 peersIndependent evidence	82.4114/114 peersIndependent evidence	—	47.6198/198 peersIndependent evidence	—	28.1171/171 peersIndependent evidence	33.2169/169 peersIndependent evidence	—	—	—	—	—	—	—	—	—	—	—	—	—	—	—	—	—	—	—	—	—	—	—	—	—	—	—	—	—	—	—	—	—	—	—
—	Qwen3-32B · ReasoningQwen Measured effort: Reasoning	3.7	UnknownNo current, exact configuration price mapping in this collection.	Single independent source21 published · 17 families · 5 task areas100% weight: Artificial AnalysisWhy this score?	—	9.287/87 peersIndependent evidence	71.3108/108 peersIndependent evidence	—	5.8197/197 peersIndependent evidence	22.489/89 peersIndependent evidence	55.7200/200 peersIndependent evidence	—	25.388/88 peersIndependent evidence	17.0123/123 peersIndependent evidence	—	39.0212/212 peersIndependent evidence	—	43.4208/208 peersIndependent evidence	31.4178/178 peersIndependent evidence	—	58.3112/112 peersIndependent evidence	74.460/60 peersIndependent evidence	63.8114/114 peersIndependent evidence	—	42.3198/198 peersIndependent evidence	23.891/91 peersIndependent evidence	27.6202/202 peersIndependent evidence	19.9201/201 peersIndependent evidence	—	—	—	—	—	—	—	—	—	—	—	—	—	—	—	—	—	—	—	—	—	—	—	—	—	—	—	—	—	—	—	—	—	—	—
—	Qwen3-VL-32B-Instruct · Non-reasoningQwen Measured effort: Non-reasoning	3.6	UnknownNo current, exact configuration price mapping in this collection.	Single independent source12 published · 11 families · 5 task areas100% weight: Artificial AnalysisWhy this score?	—	—	66.2108/108 peersIndependent evidence	—	—	—	25.4200/200 peersIndependent evidence	—	—	—	—	40.2212/212 peersIndependent evidence	—	40.8208/208 peersIndependent evidence	39.2178/178 peersIndependent evidence	—	54.5112/112 peersIndependent evidence	—	60.9114/114 peersIndependent evidence	48.4114/114 peersIndependent evidence	25.5198/198 peersIndependent evidence	—	37.0171/171 peersIndependent evidence	46.0169/169 peersIndependent evidence	—	—	—	—	—	—	—	—	—	—	—	—	—	—	—	—	—	—	—	—	—	—	—	—	—	—	—	—	—	—	—	—	—	—	—
—	Gemini 2.5 Flash-Lite · ReasoningGoogle Measured effort: Reasoning	3.5	UnknownNo current, exact configuration price mapping in this collection.	Single independent source15 published · 13 families · 6 task areas100% weight: Artificial AnalysisWhy this score?	—	—	51.5108/108 peersIndependent evidence	—	42.5198/198 peersIndependent evidence	—	25.2200/200 peersIndependent evidence	—	—	—	—	33.1212/212 peersIndependent evidence	—	41.1208/208 peersIndependent evidence	60.8178/178 peersIndependent evidence	—	61.9112/112 peersIndependent evidence	79.760/60 peersIndependent evidence	46.6114/114 peersIndependent evidence	34.0114/114 peersIndependent evidence	43.9198/198 peersIndependent evidence	—	15.1171/171 peersIndependent evidence	26.8169/169 peersIndependent evidence	—	—	—	—	—	—	—	—	—	—	—	—	—	—	—	—	—	—	—	—	—	—	—	—	—	—	—	—	—	—	—	—	—	—	—
—	Devstral 2 · Non-reasoningMistral Measured effort: Non-reasoning	3.5	UnknownZero-price workload is not a verified sustainable cost.Price source ↗	Single independent source21 published · 17 families · 5 task areas100% weight: Artificial AnalysisWhy this score?	—	33.887/87 peersIndependent evidence	39.0108/108 peersIndependent evidence	—	34.0197/197 peersIndependent evidence	36.589/89 peersIndependent evidence	25.2200/200 peersIndependent evidence	—	28.688/88 peersIndependent evidence	43.4123/123 peersIndependent evidence	32.163/63 peersIndependent evidence	29.2212/212 peersIndependent evidence	—	6.0208/208 peersIndependent evidence	36.1178/178 peersIndependent evidence	—	45.5112/112 peersIndependent evidence	—	49.9114/114 peersIndependent evidence	—	56.6198/198 peersIndependent evidence	20.891/91 peersIndependent evidence	35.3202/202 peersIndependent evidence	43.5201/201 peersIndependent evidence	—	—	—	—	—	—	—	—	—	—	—	—	—	—	—	—	—	—	—	—	—	—	—	—	—	—	—	—	—	—	—	—	—	—	—
—	Qwen3-Coder-480B-A35B-Instruct · Non-reasoningQwen Measured effort: Non-reasoning	3.5	UnknownNo current, exact configuration price mapping in this collection.	Single independent source13 published · 12 families · 5 task areas100% weight: Artificial AnalysisWhy this score?	—	—	43.5108/108 peersIndependent evidence	—	46.8197/197 peersIndependent evidence	—	25.5200/200 peersIndependent evidence	—	—	—	—	32.3212/212 peersIndependent evidence	—	21.2208/208 peersIndependent evidence	43.9178/178 peersIndependent evidence	—	60.6112/112 peersIndependent evidence	69.860/60 peersIndependent evidence	59.1114/114 peersIndependent evidence	—	30.9198/198 peersIndependent evidence	—	53.0171/171 peersIndependent evidence	62.4169/169 peersIndependent evidence	—	—	—	—	—	—	—	—	—	—	—	—	—	—	—	—	—	—	—	—	—	—	—	—	—	—	—	—	—	—	—	—	—	—	—
—	GPT-4.1 Mini · Non-reasoningOpenAI Measured effort: Non-reasoning	3.4	UnknownNo current, exact configuration price mapping in this collection.	Single independent source17 published · 14 families · 6 task areas100% weight: Artificial AnalysisWhy this score?	—	—	48.3108/108 peersIndependent evidence	—	45.1197/197 peersIndependent evidence	—	25.4200/200 peersIndependent evidence	—	—	25.5123/123 peersIndependent evidence	—	37.0212/212 peersIndependent evidence	—	30.1208/208 peersIndependent evidence	37.2178/178 peersIndependent evidence	—	51.3112/112 peersIndependent evidence	56.860/60 peersIndependent evidence	57.7114/114 peersIndependent evidence	36.2114/114 peersIndependent evidence	54.3198/198 peersIndependent evidence	—	38.7202/202 peersIndependent evidence	33.6201/201 peersIndependent evidence	—	—	—	—	—	—	—	—	—	—	—	—	—	—	—	—	—	—	—	—	—	—	—	—	—	—	—	—	—	—	—	—	—	—	—

Behind the ranking

273 entries with published results · 55 ranked · 167 unranked in Value.

Explore seven capabilities, the original results, and gaps in the evidence.

Coding ranking Reasoning ranking Agentic ranking Compare capabilities ↗Published benchmarks ↗Evidence coverage ↗

Cite this ranking

Include the model and effort setting, the selected profile, and the dated data downloads. A shared link uses the latest data; it does not freeze a ranking in time.

UnifyBench ranking
Data updated: 12 Sept 2026
Mode: value; evidence: documented; configurations: best
Pricing collected: 11 Sept 2026
Cost basis: measured; budget: unlimited USD; input: 1000; output: 1000
https://unifybench.ai/?mode=value&page=6

Catalog data · Effort measurements · Configuration scoring rules · Methodology

Catalog dated 12 Sept 2026. Effort evidence collected 12 Sept 2026. Collection dates are not evaluation dates.

What does the score mean?

The adjusted comparison score estimates performance against the same reference panel from matched published comparisons. Capability pools matched comparisons across families and checks aggregate breadth and independent corroboration. Custom profiles require support in every selected capability. Missing results never count as losses.

Family details show observed win shares against available reference peers. Those descriptive values are supporting evidence, not adjusted capability scores. Provider reports and independent results remain labeled. Matching reported settings do not establish equal inference effort, and score differences do not establish statistical significance.

Read the full methodology →