The leaders, at a glance

AI coding model ranking

Compare AI coding models and effort settings using matched programming and software engineering benchmarks.

See the full ranking ↓How configurations are ranked

Coding 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

175 entries

Custom capability ranking of measured model configurations. Scores are experimental; missing results remain unknown.
Rank	Model	Score	Capability coverage	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
51	DeepSeek V4 Flash 0424 · MaxDeepSeek Measured effort: Max	22.7	Eligible · 100%22 published · 2 families · 1 selected capabilities	78.128/28 peersIndependent evidence	52.587/87 peersIndependent evidence	—	—	77.1198/198 peersIndependent evidence	68.589/89 peersIndependent evidence	86.9200/200 peersIndependent evidence	53.841/41 peersIndependent evidence	60.388/88 peersIndependent evidence	74.5123/123 peersIndependent evidence	—	90.8212/212 peersIndependent evidence	41.437/37 peersIndependent evidence	90.1208/208 peersIndependent evidence	97.8178/178 peersIndependent evidence	51.128/28 peersIndependent evidence	—	—	—	—	86.6198/198 peersIndependent evidence	54.891/91 peersIndependent evidence	86.4202/202 peersIndependent evidence	75.7201/201 peersIndependent evidence	—	—	—	—	—	—	—	—	—	—	—	—	—	—	—	—	—	—	—	—	—	—	—	—	—	—	—	—	—	—	—	—	—	—	—
52	GLM-5.1 · ReasoningZ.ai Measured effort: Reasoning	22.7	Eligible · 100%18 published · 2 families · 1 selected capabilities	—	69.887/87 peersIndependent evidence	—	—	83.1197/197 peersIndependent evidence	62.989/89 peersIndependent evidence	82.6200/200 peersIndependent evidence	—	53.388/88 peersIndependent evidence	77.5123/123 peersIndependent evidence	—	85.9212/212 peersIndependent evidence	—	86.9208/208 peersIndependent evidence	95.2178/178 peersIndependent evidence	88.028/28 peersIndependent evidence	—	—	—	—	65.9198/198 peersIndependent evidence	54.691/91 peersIndependent evidence	76.3202/202 peersIndependent evidence	77.4201/201 peersIndependent evidence	—	—	—	—	—	—	—	—	—	—	—	—	—	—	—	—	—	—	—	—	—	—	—	—	—	—	—	—	—	—	—	—	—	—	—
53	DeepSeek-V3.2-Speciale · ReasoningDeepSeek Measured effort: Reasoning	22.4	Eligible · 100%13 published · 2 families · 1 selected capabilities	—	—	99.0108/108 peersIndependent evidence	—	73.2197/197 peersIndependent evidence	—	86.3200/200 peersIndependent evidence	—	—	—	85.863/63 peersIndependent evidence	84.8212/212 peersIndependent evidence	—	83.7208/208 peersIndependent evidence	76.3178/178 peersIndependent evidence	—	99.5112/112 peersIndependent evidence	—	95.6114/114 peersIndependent evidence	—	87.6198/198 peersIndependent evidence	—	2.3171/171 peersIndependent evidence	85.1169/169 peersIndependent evidence	—	—	—	—	—	—	—	—	—	—	—	—	—	—	—	—	—	—	—	—	—	—	—	—	—	—	—	—	—	—	—	—	—	—	—
54	Solar Open2 250B · ReasoningUpstage Measured effort: Reasoning	21.3	Eligible · 100%10 published · 2 families · 1 selected capabilities	—	—	—	—	77.7197/197 peersIndependent evidence	—	85.9200/200 peersIndependent evidence	—	—	63.7123/123 peersIndependent evidence	—	82.0212/212 peersIndependent evidence	—	83.9208/208 peersIndependent evidence	—	—	—	—	—	—	49.2198/198 peersIndependent evidence	65.391/91 peersIndependent evidence	65.0112/112 peersIndependent evidence	55.7125/125 peersIndependent evidence	—	—	—	—	—	—	—	—	—	—	—	—	—	—	—	—	—	—	—	—	—	—	—	—	—	—	—	—	—	—	—	—	—	—	—
55	Agnes 2.5 Pro Alpha · ReasoningAgnes AI Measured effort: Reasoning	21.2	Eligible · 100%14 published · 2 families · 1 selected capabilities	—	78.187/87 peersIndependent evidence	—	—	85.4197/197 peersIndependent evidence	76.089/89 peersIndependent evidence	89.8200/200 peersIndependent evidence	—	55.488/88 peersIndependent evidence	70.0123/123 peersIndependent evidence	—	86.3212/212 peersIndependent evidence	—	88.2208/208 peersIndependent evidence	—	—	—	—	—	—	84.3198/198 peersIndependent evidence	46.491/91 peersIndependent evidence	44.5112/112 peersIndependent evidence	74.6125/125 peersIndependent evidence	—	—	—	—	—	—	—	—	—	—	—	—	—	—	—	—	—	—	—	—	—	—	—	—	—	—	—	—	—	—	—	—	—	—	—
56	o3 · ReasoningOpenAI Measured effort: Reasoning	19.8	Eligible · 100%14 published · 2 families · 1 selected capabilities	—	—	91.5108/108 peersIndependent evidence	—	83.8197/197 peersIndependent evidence	—	70.1200/200 peersIndependent evidence	—	—	—	—	72.2212/212 peersIndependent evidence	—	73.5208/208 peersIndependent evidence	86.0178/178 peersIndependent evidence	—	91.9112/112 peersIndependent evidence	99.660/60 peersIndependent evidence	91.3114/114 peersIndependent evidence	65.0114/114 peersIndependent evidence	88.4198/198 peersIndependent evidence	—	73.3171/171 peersIndependent evidence	89.2169/169 peersIndependent evidence	—	—	—	—	—	—	—	—	—	—	—	—	—	—	—	—	—	—	—	—	—	—	—	—	—	—	—	—	—	—	—	—	—	—	—
57	GPT-5 · MediumOpenAI Measured effort: Medium	19.4	Eligible · 100%20 published · 3 families · 1 selected capabilities	—	—	95.2108/108 peersIndependent evidence	—	85.5197/197 peersIndependent evidence	—	25.5200/200 peersIndependent evidence	—	—	—	92.463/63 peersIndependent evidence	76.7212/212 peersIndependent evidence	—	79.8208/208 peersIndependent evidence	84.0178/178 peersIndependent evidence	—	75.3112/112 peersIndependent evidence	98.460/60 peersIndependent evidence	95.7114/114 peersIndependent evidence	76.0114/114 peersIndependent evidence	89.3198/198 peersIndependent evidence	—	80.4171/171 peersIndependent evidence	89.9169/169 peersIndependent evidence	45.238/38 peersIndependent evidence	—	—	—	—	—	—	—	—	—	—	—	—	—	—	—	82.42/2 peersIndependent evidence	—	—	—	—	—	—	—	—	—	—	—	—	—	—	—	—	—	—
58	Gemini 3.5 Flash-Lite · HighGoogle Measured effort: High	19.4	Eligible · 100%37 published · 5 families · 1 selected capabilities	—	—	45.948/48 peersIndependent evidence	—	—	—	—	—	—	—	—	59.547/47 peersIndependent evidence	9.432/32 peersIndependent evidence	—	—	—	—	—	12.231/31 peersIndependent evidence	—	—	—	—	13.329/29 peersIndependent evidence	44.638/38 peersIndependent evidence	—	—	—	—	—	—	—	—	3.926/26 peersIndependent evidence	26.026/26 peersIndependent evidence	11.426/26 peersIndependent evidence	14.926/26 peersIndependent evidence	25.726/26 peersIndependent evidence	6.026/26 peersIndependent evidence	41.226/26 peersIndependent evidence	—	76.150/50 peersIndependent evidence	11.739/39 peersIndependent evidence	—	25.230/30 peersIndependent evidence	4.033/33 peersIndependent evidence	12.132/32 peersIndependent evidence	12.532/32 peersIndependent evidence	23.432/32 peersIndependent evidence	—	—	—	—	—	—	—	—	—	—
59	DeepSeek-V3.2 · ReasoningDeepSeek Measured effort: Reasoning	18.2	Eligible · 100%16 published · 2 families · 1 selected capabilities	—	—	95.5108/108 peersIndependent evidence	38.826/26 peersIndependent evidence	82.1197/197 peersIndependent evidence	—	78.2200/200 peersIndependent evidence	—	—	49.5123/123 peersIndependent evidence	78.363/63 peersIndependent evidence	76.1212/212 peersIndependent evidence	—	79.4208/208 peersIndependent evidence	72.6178/178 peersIndependent evidence	—	95.5112/112 peersIndependent evidence	—	94.4114/114 peersIndependent evidence	—	84.1198/198 peersIndependent evidence	—	85.3171/171 peersIndependent evidence	72.2201/201 peersIndependent evidence	—	—	—	—	—	—	—	—	—	—	—	—	—	—	—	—	—	—	—	—	—	—	—	—	—	—	—	—	—	—	—	—	—	—	—
60	Solar Pro 4 · ReasoningUpstage Measured effort: Reasoning	18.1	Eligible · 100%13 published · 2 families · 1 selected capabilities	—	—	—	—	82.9197/197 peersIndependent evidence	49.489/89 peersIndependent evidence	84.6200/200 peersIndependent evidence	—	43.988/88 peersIndependent evidence	80.5123/123 peersIndependent evidence	—	88.7212/212 peersIndependent evidence	—	84.9208/208 peersIndependent evidence	—	—	—	—	—	—	49.7198/198 peersIndependent evidence	51.891/91 peersIndependent evidence	69.7112/112 peersIndependent evidence	58.7125/125 peersIndependent evidence	—	—	—	—	—	—	—	—	—	—	—	—	—	—	—	—	—	—	—	—	—	—	—	—	—	—	—	—	—	—	—	—	—	—	—
61	GLM-4.7 · ReasoningZ.ai Measured effort: Reasoning	17.5	Eligible · 100%15 published · 2 families · 1 selected capabilities	—	—	97.2108/108 peersIndependent evidence	—	77.2197/197 peersIndependent evidence	—	76.1200/200 peersIndependent evidence	—	—	72.1123/123 peersIndependent evidence	—	83.8212/212 peersIndependent evidence	—	81.3208/208 peersIndependent evidence	81.9178/178 peersIndependent evidence	—	98.5112/112 peersIndependent evidence	—	92.2114/114 peersIndependent evidence	—	78.8198/198 peersIndependent evidence	—	72.9202/202 peersIndependent evidence	67.9201/201 peersIndependent evidence	—	—	—	—	—	—	—	—	—	—	—	—	—	—	—	—	—	—	—	—	—	—	—	—	—	—	—	—	—	—	—	—	—	—	—
62	MiMo-V2.5 · ReasoningXiaomi Measured effort: Reasoning	16.4	Eligible · 100%18 published · 2 families · 1 selected capabilities	—	50.987/87 peersIndependent evidence	—	—	79.1197/197 peersIndependent evidence	60.789/89 peersIndependent evidence	79.9200/200 peersIndependent evidence	—	38.888/88 peersIndependent evidence	67.8123/123 peersIndependent evidence	—	79.8212/212 peersIndependent evidence	—	79.2208/208 peersIndependent evidence	79.4178/178 peersIndependent evidence	—	—	—	—	79.6114/114 peersIndependent evidence	38.5198/198 peersIndependent evidence	50.491/91 peersIndependent evidence	61.2202/202 peersIndependent evidence	64.9201/201 peersIndependent evidence	—	—	—	—	—	—	—	—	—	—	—	—	—	—	—	—	—	—	—	—	—	—	—	—	—	—	—	—	—	—	—	—	—	—	—
63	Qwen3.5-397B-A17B · ReasoningQwen Measured effort: Reasoning	16.0	Eligible · 100%23 published · 2 families · 1 selected capabilities	—	42.487/87 peersIndependent evidence	—	50.326/26 peersIndependent evidence	88.5197/197 peersIndependent evidence	51.189/89 peersIndependent evidence	75.3200/200 peersIndependent evidence	29.941/41 peersIndependent evidence	70.788/88 peersIndependent evidence	56.6123/123 peersIndependent evidence	89.663/63 peersIndependent evidence	89.5212/212 peersIndependent evidence	27.937/37 peersIndependent evidence	84.6208/208 peersIndependent evidence	97.3178/178 peersIndependent evidence	58.028/28 peersIndependent evidence	—	—	—	84.5114/114 peersIndependent evidence	80.7198/198 peersIndependent evidence	54.791/91 peersIndependent evidence	74.0202/202 peersIndependent evidence	58.8201/201 peersIndependent evidence	—	—	—	—	—	—	—	—	—	—	—	—	—	—	—	—	—	—	—	—	—	—	—	—	—	—	—	—	—	—	—	—	—	—	—
64	Gemma 4 31B IT · ReasoningGoogle Measured effort: Reasoning	15.8	Eligible · 100%21 published · 2 families · 1 selected capabilities	—	27.887/87 peersIndependent evidence	—	—	72.8197/197 peersIndependent evidence	43.289/89 peersIndependent evidence	73.8200/200 peersIndependent evidence	14.641/41 peersIndependent evidence	48.988/88 peersIndependent evidence	46.3123/123 peersIndependent evidence	—	82.0212/212 peersIndependent evidence	5.937/37 peersIndependent evidence	78.2208/208 peersIndependent evidence	93.4178/178 peersIndependent evidence	69.828/28 peersIndependent evidence	—	—	—	74.6114/114 peersIndependent evidence	53.5198/198 peersIndependent evidence	57.591/91 peersIndependent evidence	57.8202/202 peersIndependent evidence	55.1201/201 peersIndependent evidence	—	—	—	—	—	—	—	—	—	—	—	—	—	—	—	—	—	—	—	—	—	—	—	—	—	—	—	—	—	—	—	—	—	—	—
65	MiMo-V2-Flash · ReasoningXiaomi Measured effort: Reasoning	15.6	Eligible · 100%13 published · 2 families · 1 selected capabilities	—	—	98.0108/108 peersIndependent evidence	—	76.5197/197 peersIndependent evidence	—	81.9200/200 peersIndependent evidence	—	—	—	67.663/63 peersIndependent evidence	80.3212/212 peersIndependent evidence	—	77.8208/208 peersIndependent evidence	76.7178/178 peersIndependent evidence	—	96.4112/112 peersIndependent evidence	—	89.5114/114 peersIndependent evidence	—	68.9198/198 peersIndependent evidence	—	92.5171/171 peersIndependent evidence	72.3169/169 peersIndependent evidence	—	—	—	—	—	—	—	—	—	—	—	—	—	—	—	—	—	—	—	—	—	—	—	—	—	—	—	—	—	—	—	—	—	—	—
66	Step 3.7 Flash · ReasoningStepFun Measured effort: Reasoning	15.2	Eligible · 100%18 published · 2 families · 1 selected capabilities	—	—	—	46.126/26 peersIndependent evidence	80.6197/197 peersIndependent evidence	—	75.4200/200 peersIndependent evidence	23.141/41 peersIndependent evidence	—	59.7123/123 peersIndependent evidence	—	67.0212/212 peersIndependent evidence	31.037/37 peersIndependent evidence	74.7208/208 peersIndependent evidence	79.9178/178 peersIndependent evidence	36.828/28 peersIndependent evidence	—	—	—	78.2114/114 peersIndependent evidence	71.5198/198 peersIndependent evidence	50.691/91 peersIndependent evidence	75.7202/202 peersIndependent evidence	68.4201/201 peersIndependent evidence	—	—	—	—	—	—	—	—	—	—	—	—	—	—	—	—	—	—	—	—	—	—	—	—	—	—	—	—	—	—	—	—	—	—	—
67	MiniMax-M2.1 · ReasoningMiniMax Measured effort: Reasoning	15.0	Eligible · 100%13 published · 2 families · 1 selected capabilities	—	—	82.6108/108 peersIndependent evidence	—	70.3197/197 peersIndependent evidence	—	56.4200/200 peersIndependent evidence	—	—	—	66.163/63 peersIndependent evidence	74.1212/212 peersIndependent evidence	—	77.4208/208 peersIndependent evidence	83.1178/178 peersIndependent evidence	—	92.8112/112 peersIndependent evidence	—	98.1114/114 peersIndependent evidence	—	59.1198/198 peersIndependent evidence	—	79.7171/171 peersIndependent evidence	75.6169/169 peersIndependent evidence	—	—	—	—	—	—	—	—	—	—	—	—	—	—	—	—	—	—	—	—	—	—	—	—	—	—	—	—	—	—	—	—	—	—	—
68	Grok-4.3 · HighxAI Measured effort: High	14.9	Eligible · 100%38 published · 4 families · 1 selected capabilities	14.328/28 peersIndependent evidence	52.187/87 peersIndependent evidence	69.948/48 peersIndependent evidence	45.126/26 peersIndependent evidence	61.8198/198 peersIndependent evidence	25.689/89 peersIndependent evidence	86.4200/200 peersIndependent evidence	8.441/41 peersIndependent evidence	45.688/88 peersIndependent evidence	61.8123/123 peersIndependent evidence	—	75.5213/213 peersIndependent evidence	25.350/50 peersIndependent evidence	90.2208/208 peersIndependent evidence	99.0178/178 peersIndependent evidence	47.928/28 peersIndependent evidence	—	—	17.531/31 peersIndependent evidence	84.8114/114 peersIndependent evidence	84.8198/198 peersIndependent evidence	65.391/91 peersIndependent evidence	73.7202/202 peersIndependent evidence	26.4201/201 peersIndependent evidence	—	—	—	—	—	—	—	—	—	—	—	—	—	—	—	—	—	73.550/50 peersIndependent evidence	32.739/39 peersIndependent evidence	17.925/25 peersIndependent evidence	5.530/30 peersIndependent evidence	13.433/33 peersIndependent evidence	17.632/32 peersIndependent evidence	5.132/32 peersIndependent evidence	5.032/32 peersIndependent evidence	—	—	—	—	—	—	—	—	—	—
69	MiniMax-M2 · ReasoningMiniMax Measured effort: Reasoning	14.4	Eligible · 100%13 published · 2 families · 1 selected capabilities	—	—	75.3108/108 peersIndependent evidence	—	66.1197/197 peersIndependent evidence	—	66.8200/200 peersIndependent evidence	—	—	—	48.263/63 peersIndependent evidence	61.9212/212 peersIndependent evidence	—	63.2208/208 peersIndependent evidence	88.1178/178 peersIndependent evidence	—	94.7112/112 peersIndependent evidence	—	78.8114/114 peersIndependent evidence	—	64.9198/198 peersIndependent evidence	—	82.2171/171 peersIndependent evidence	71.1169/169 peersIndependent evidence	—	—	—	—	—	—	—	—	—	—	—	—	—	—	—	—	—	—	—	—	—	—	—	—	—	—	—	—	—	—	—	—	—	—	—
70	NVIDIA Nemotron 3 Ultra · ReasoningNVIDIA Measured effort: Reasoning	14.1	Eligible · 100%21 published · 2 families · 1 selected capabilities	7.628/28 peersIndependent evidence	61.387/87 peersIndependent evidence	—	—	75.9198/198 peersIndependent evidence	33.589/89 peersIndependent evidence	78.0200/200 peersIndependent evidence	18.941/41 peersIndependent evidence	43.388/88 peersIndependent evidence	71.2123/123 peersIndependent evidence	—	82.7212/212 peersIndependent evidence	46.037/37 peersIndependent evidence	81.4208/208 peersIndependent evidence	99.3178/178 peersIndependent evidence	—	—	—	—	—	62.3198/198 peersIndependent evidence	39.291/91 peersIndependent evidence	65.4202/202 peersIndependent evidence	68.6201/201 peersIndependent evidence	—	—	—	—	—	—	—	—	—	—	—	—	—	—	—	—	—	—	—	—	—	—	—	—	—	—	—	—	—	—	—	—	—	—	—
71	Gemini 2.5 Pro · ReasoningGoogle Measured effort: Reasoning	14.1	Eligible · 100%23 published · 3 families · 1 selected capabilities	—	25.387/87 peersIndependent evidence	89.7108/108 peersIndependent evidence	—	69.3197/197 peersIndependent evidence	32.789/89 peersIndependent evidence	75.3200/200 peersIndependent evidence	—	60.688/88 peersIndependent evidence	37.0123/123 peersIndependent evidence	90.963/63 peersIndependent evidence	76.3212/212 peersIndependent evidence	—	75.1208/208 peersIndependent evidence	58.9178/178 peersIndependent evidence	—	91.0112/112 peersIndependent evidence	77.060/60 peersIndependent evidence	94.5114/114 peersIndependent evidence	75.1114/114 peersIndependent evidence	87.9198/198 peersIndependent evidence	61.591/91 peersIndependent evidence	49.1202/202 peersIndependent evidence	45.8201/201 peersIndependent evidence	—	—	—	—	—	—	—	—	—	—	—	—	—	—	—	—	—	—	—	—	—	—	—	—	—	—	—	—	—	—	—	—	—	—	—
72	Claude Sonnet 4.5 · ReasoningAnthropic Measured effort: Reasoning	13.7	Eligible · 100%22 published · 3 families · 1 selected capabilities	—	48.587/87 peersIndependent evidence	90.2108/108 peersIndependent evidence	—	80.0197/197 peersIndependent evidence	58.289/89 peersIndependent evidence	70.5200/200 peersIndependent evidence	—	45.088/88 peersIndependent evidence	60.9123/123 peersIndependent evidence	87.463/63 peersIndependent evidence	74.7212/212 peersIndependent evidence	—	70.8208/208 peersIndependent evidence	67.5178/178 peersIndependent evidence	—	77.6112/112 peersIndependent evidence	—	96.9114/114 peersIndependent evidence	60.0114/114 peersIndependent evidence	83.7198/198 peersIndependent evidence	58.891/91 peersIndependent evidence	72.9202/202 peersIndependent evidence	58.9201/201 peersIndependent evidence	—	—	—	—	—	—	—	—	—	—	—	—	—	—	—	—	—	—	—	—	—	—	—	—	—	—	—	—	—	—	—	—	—	—	—
73	ERNIE-5.0-thinking-preview · ReasoningBaidu Measured effort: Reasoning	13.6	Eligible · 100%13 published · 2 families · 1 selected capabilities	—	—	88.2108/108 peersIndependent evidence	—	—	—	73.5200/200 peersIndependent evidence	—	—	—	78.563/63 peersIndependent evidence	61.9212/212 peersIndependent evidence	—	62.4208/208 peersIndependent evidence	45.9178/178 peersIndependent evidence	—	93.7112/112 peersIndependent evidence	—	84.6114/114 peersIndependent evidence	50.1114/114 peersIndependent evidence	61.4198/198 peersIndependent evidence	—	75.3171/171 peersIndependent evidence	69.5169/169 peersIndependent evidence	—	—	—	—	—	—	—	—	—	—	—	—	—	—	—	—	—	—	—	—	—	—	—	—	—	—	—	—	—	—	—	—	—	—	—
74	Qwen3.6-27B · ReasoningQwen Measured effort: Reasoning	13.0	Eligible · 100%19 published · 2 families · 1 selected capabilities	—	53.487/87 peersIndependent evidence	—	—	89.1197/197 peersIndependent evidence	52.989/89 peersIndependent evidence	70.7200/200 peersIndependent evidence	—	64.188/88 peersIndependent evidence	66.8123/123 peersIndependent evidence	—	77.3212/212 peersIndependent evidence	56.237/37 peersIndependent evidence	77.6208/208 peersIndependent evidence	81.2178/178 peersIndependent evidence	—	—	—	—	78.0114/114 peersIndependent evidence	52.8198/198 peersIndependent evidence	45.691/91 peersIndependent evidence	76.9202/202 peersIndependent evidence	58.5201/201 peersIndependent evidence	—	—	—	—	—	—	—	—	—	—	—	—	—	—	—	—	—	—	—	—	—	—	—	—	—	—	—	—	—	—	—	—	—	—	—
75	Gemini 3.1 Flash-Lite · ReasoningGoogle Measured effort: Reasoning	12.7	Eligible · 100%23 published · 2 families · 1 selected capabilities	18.728/28 peersIndependent evidence	21.187/87 peersIndependent evidence	—	24.826/26 peersIndependent evidence	61.2198/198 peersIndependent evidence	49.889/89 peersIndependent evidence	69.2200/200 peersIndependent evidence	10.541/41 peersIndependent evidence	52.788/88 peersIndependent evidence	35.9123/123 peersIndependent evidence	—	70.1212/212 peersIndependent evidence	1.437/37 peersIndependent evidence	68.9208/208 peersIndependent evidence	95.8178/178 peersIndependent evidence	—	—	—	—	80.2114/114 peersIndependent evidence	84.8198/198 peersIndependent evidence	48.991/91 peersIndependent evidence	38.5202/202 peersIndependent evidence	55.1201/201 peersIndependent evidence	—	—	—	—	—	—	—	—	—	—	—	—	—	—	—	—	—	—	—	—	—	—	—	—	—	—	—	—	—	—	—	—	—	—	—

About this ranking

This profile gives coding all the weight. Only configurations with sufficient coding evidence receive a rank. Results from programming and software engineering evaluations are grouped into benchmark families so that repeated evaluations do not dominate. A model's position here can differ from its overall rank.

View the Capability ranking →

Behind the ranking

273 entries with published results · 175 ranked · 0 provisional estimates.

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: custom; evidence: documented; configurations: best
Weights: v3;agentic:0,hard_reasoning:0,coding:100,human_pref:0,knowledge:0,multimodal:0,long_context:0
https://unifybench.ai/rankings/coding?page=3

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 →