Evidence coverage

2666 published observations across 285 measures. Capability scoring groups compatible evidence into 43 benchmark families.

A published result contributes only when a matching reference-panel result is available. Missing evidence stays unknown. Coverage describes breadth, separately from performance.

Coverage across our labs

Lab	Models with results	Published measures	Launch sources
OpenAI	31 / 37	209	16
Anthropic	11 / 11	217	17
xAI	3 / 7	18	1
Google	21 / 34	109	8
Meta	11 / 14	33	2
Mistral	16 / 27	15	1
Moonshot	3 / 7	119	7
Qwen	28 / 81	91	4
DeepSeek	4 / 15	28	2
NVIDIA	2 / 10	41	1
Z.ai	17 / 52	93	7
MiniMax	6 / 13	64	2
Cohere	10 / 26	18	1
Amazon	5 / 6	19	1
Microsoft	9 / 24	19	1
Xiaomi	3 / 11	3	0
StepFun	2 / 4	2	0
LG AI Research	5 / 13	3	0
Upstage	4 / 8	2	0
ByteDance	1 / 16	1	0
Tencent	1 / 13	2	0
Baidu	1 / 20	1	0
OpenBMB	1 / 1	1	0
Agnes AI	1 / 1	1	0

Models and contributing families

Raw published counts include all source types. Contributing and independent family counts follow the selected evidence policy.

451 models match.

Model	Published measures	Contributing families	With independent support	Explore
GPT-5.6 Sol	153	25	5	Published results
Claude Fable 5	115	24	5	Published results
Gemini 3.1 Pro	86	23	9	Published results
GPT-5.5	110	23	4	Published results
Claude Opus 4.8	108	22	3	Published results
Claude Opus 5	65	21	6	Published results
Kimi-K2.6	66	19	1	Published results
GPT-5.6 Terra	54	17	3	Published results
Claude Fable 5.1	40	16	2	Published results
Claude Sonnet 4.6	40	16	4	Published results
GLM-5.1	47	16	1	Published results
MiniMax-M2.7	52	16	2	Published results
Qwen3.5-397B-A17B	42	16	2	Published results
Claude Sonnet 4.5	30	15	5	Published results
Kimi K3	67	15	5	Published results
NVIDIA Nemotron 3 Ultra	41	15	3	Published results
GPT-5.6 Luna	45	14	3	Published results
Gemini 2.5 Pro	22	13	4	Published results
Muse Spark 1.1	20	13	4	Published results
Gemini 2.5 Flash	21	12	3	Published results
GPT-5	18	12	1	Published results
GPT-5 Mini	18	12	1	Published results
GPT-6 Astra	49	12	3	Published results
MiniMax-M3	35	12	3	Published results
Amazon Nova 2 Lite	19	11	0	Published results

Family coverage

Benchmark family	Capability	Models contributing	With independent support
OSWorld	Agentic	19	6
Webarena Verified	Agentic	4	0
Browsecomp	Agentic	22	0
Toolathlon	Agentic	15	0
MCP-Atlas	Agentic	19	0
AutomationBench	Agentic	19	0
DeepSearchQA	Agentic	10	0
GDPval	Agentic	60	41
Bfcl V4	Agentic	12	0
Apex Agents	Agentic	10	0
OfficeQA	Agentic	11	0
Humanity’s Last Exam	Hard reasoning	31	8
GPQA	Hard reasoning	48	23
ARC-AGI	Hard reasoning	48	48
Aime	Hard reasoning	22	0
FrontierMath	Hard reasoning	10	0
Imo Answerbench	Hard reasoning	5	0
Terminal-Bench Science	Hard reasoning	5	0
SWE-bench Verified	Coding	38	19
SWE-bench Pro	Coding	20	4
SWE-bench Multilingual	Coding	9	0
DeepSWE	Coding	31	28
LiveCodeBench	Coding	25	9
Terminal-Bench	Coding	41	2
Scicode	Coding	7	0
Human preference (Arena)	Human pref	115	115
MMLU-Pro	Knowledge	68	52
Gmmlu	Knowledge	3	0
Milu	Knowledge	3	0
Simpleqa Verified	Knowledge	2	0
Mmmu	Multimodal	2	0
Mmmu Pro	Multimodal	24	0
CharXiv	Multimodal	16	0
Mathvista	Multimodal	2	0
Chartography	Multimodal	3	0
Lvbench	Multimodal	6	0
ScreenSpot	Multimodal	12	0
Ocrbench V2 Average Accuracy	Multimodal	12	0
MRCR	Long context	12	0
Longbench	Long context	8	0
Ruler 1M	Long context	2	0
Graphwalks	Long context	7	0
Aa Lcr	Long context	5	0

Model evidence matrix

Showing the same 1–25 models as the list above.

Model	OSWorld	Webarena Verified	Browsecomp	Toolathlon	MCP-Atlas	AutomationBench	DeepSearchQA	GDPval	Bfcl V4	Apex Agents	OfficeQA	Humanity’s Last Exam	GPQA	ARC-AGI	Aime	FrontierMath	Imo Answerbench	Terminal-Bench Science	SWE-bench Verified	SWE-bench Pro	SWE-bench Multilingual	DeepSWE	LiveCodeBench	Terminal-Bench	Scicode	Human preference (Arena)	MMLU-Pro	Gmmlu	Milu	Simpleqa Verified	Mmmu	Mmmu Pro	CharXiv	Mathvista	Chartography	Lvbench	ScreenSpot	Ocrbench V2 Average Accuracy	MRCR	Longbench	Ruler 1M	Graphwalks	Aa Lcr
GPT-5.6 Sol	33.3 Provider reports · 9/9 reference peers	Unknown	66.7 Provider reports · 8/8 reference peers	60.0 Provider reports · 12/12 reference peers	50.0 Provider reports · 5/5 reference peers	57.1 Provider reports · 16/16 reference peers	100.0 Provider reports · 2/2 reference peers	47.8 Independent support · 52/52 reference peers	Unknown	33.3 Provider reports · 3/3 reference peers	40.0 Provider reports · 5/5 reference peers	85.6 Provider reports · 14/14 reference peers	89.9 Independent support · 27/27 reference peers	66.0 Independent support · 47/47 reference peers	Unknown	68.3 Provider reports · 9/9 reference peers	Unknown	25.0 Provider reports · 4/4 reference peers	Unknown	33.3 Provider reports · 10/10 reference peers	Unknown	79.2 Independent support · 30/30 reference peers	Unknown	66.0 Provider reports · 19/19 reference peers	Unknown	93.9 Independent support · 114/114 reference peers	Unknown	Unknown	Unknown	Unknown	Unknown	93.8 Provider reports · 7/7 reference peers	48.8 Provider reports · 9/9 reference peers	Unknown	Unknown	33.3 Provider reports · 3/3 reference peers	0.0 Provider reports · 1/1 reference peers	Unknown	47.2 Provider reports · 8/8 reference peers	66.7 Provider reports · 3/3 reference peers	Unknown	100.0 Provider reports · 4/4 reference peers	Unknown
Claude Fable 5	66.7 Independent support · 10/10 reference peers	Unknown	0.0 Provider reports · 3/3 reference peers	100.0 Provider reports · 8/8 reference peers	100.0 Provider reports · 5/5 reference peers	33.9 Provider reports · 11/11 reference peers	50.0 Provider reports · 2/2 reference peers	66.7 Provider reports · 11/11 reference peers	Unknown	100.0 Provider reports · 3/3 reference peers	100.0 Provider reports · 5/5 reference peers	72.2 Provider reports · 7/7 reference peers	32.5 Independent support · 25/25 reference peers	61.7 Independent support · 47/47 reference peers	Unknown	86.1 Provider reports · 9/9 reference peers	Unknown	0.0 Provider reports · 4/4 reference peers	Unknown	83.3 Provider reports · 8/8 reference peers	0.0 Provider reports · 2/2 reference peers	70.9 Independent support · 28/28 reference peers	Unknown	40.0 Provider reports · 12/12 reference peers	Unknown	100.0 Independent support · 114/114 reference peers	Unknown	50.0 Provider reports · 2/2 reference peers	50.0 Provider reports · 2/2 reference peers	Unknown	Unknown	68.8 Provider reports · 4/4 reference peers	100.0 Provider reports · 4/4 reference peers	Unknown	50.0 Provider reports · 2/2 reference peers	Unknown	Unknown	Unknown	Unknown	Unknown	Unknown	Unknown	Unknown
Gemini 3.1 Pro	30.0 Provider reports · 7/7 reference peers	50.0 Provider reports · 3/3 reference peers	80.0 Provider reports · 11/11 reference peers	0.0 Provider reports · 7/7 reference peers	38.1 Provider reports · 9/9 reference peers	Unknown	0.0 Provider reports · 3/3 reference peers	13.1 Independent support · 51/51 reference peers	Unknown	60.0 Provider reports · 5/5 reference peers	0.0 Provider reports · 3/3 reference peers	58.3 Independent support · 10/10 reference peers	81.4 Independent support · 24/24 reference peers	51.9 Independent support · 47/47 reference peers	Unknown	0.0 Provider reports · 6/6 reference peers	Unknown	Unknown	66.7 Provider reports · 6/6 reference peers	0.0 Independent support · 14/14 reference peers	100.0 Provider reports · 1/1 reference peers	0.0 Independent support · 27/27 reference peers	Unknown	0.0 Independent support · 7/7 reference peers	Unknown	95.6 Independent support · 114/114 reference peers	100.0 Independent support · 51/51 reference peers	Unknown	Unknown	Unknown	Unknown	68.3 Provider reports · 8/8 reference peers	0.0 Provider reports · 5/5 reference peers	Unknown	Unknown	Unknown	Unknown	Unknown	0.0 Provider reports · 2/2 reference peers	Unknown	Unknown	Unknown	Unknown
GPT-5.5	37.4 Provider reports · 12/12 reference peers	0.0 Provider reports · 3/3 reference peers	62.9 Provider reports · 11/11 reference peers	34.4 Provider reports · 9/9 reference peers	35.2 Provider reports · 13/13 reference peers	10.0 Provider reports · 8/8 reference peers	100.0 Provider reports · 3/3 reference peers	65.1 Provider reports · 14/14 reference peers	Unknown	100.0 Provider reports · 5/5 reference peers	60.0 Provider reports · 8/8 reference peers	8.3 Provider reports · 6/6 reference peers	68.3 Provider reports · 8/8 reference peers	69.7 Independent support · 47/47 reference peers	Unknown	63.3 Provider reports · 6/6 reference peers	Unknown	Unknown	83.3 Provider reports · 6/6 reference peers	36.1 Provider reports · 12/12 reference peers	Unknown	59.1 Independent support · 27/27 reference peers	Unknown	88.9 Independent support · 7/7 reference peers	Unknown	92.1 Independent support · 114/114 reference peers	Unknown	Unknown	Unknown	Unknown	Unknown	67.4 Provider reports · 11/11 reference peers	22.9 Provider reports · 6/6 reference peers	Unknown	Unknown	Unknown	Unknown	Unknown	83.3 Provider reports · 5/5 reference peers	Unknown	Unknown	0.0 Provider reports · 4/4 reference peers	Unknown
Claude Opus 4.8	70.8 Provider reports · 8/8 reference peers	100.0 Provider reports · 3/3 reference peers	20.0 Provider reports · 5/5 reference peers	83.6 Provider reports · 14/14 reference peers	58.3 Provider reports · 7/7 reference peers	44.7 Provider reports · 13/13 reference peers	16.7 Provider reports · 5/5 reference peers	85.7 Provider reports · 8/8 reference peers	Unknown	Unknown	80.0 Provider reports · 5/5 reference peers	63.3 Provider reports · 12/12 reference peers	0.0 Provider reports · 10/10 reference peers	73.4 Independent support · 47/47 reference peers	Unknown	16.7 Provider reports · 6/6 reference peers	Unknown	Unknown	Unknown	94.4 Provider reports · 9/9 reference peers	Unknown	43.1 Independent support · 28/28 reference peers	Unknown	41.7 Provider reports · 13/13 reference peers	Unknown	90.4 Independent support · 114/114 reference peers	Unknown	Unknown	Unknown	Unknown	Unknown	0.0 Provider reports · 4/4 reference peers	62.5 Provider reports · 6/6 reference peers	Unknown	Unknown	Unknown	Unknown	Unknown	0.0 Provider reports · 3/3 reference peers	100.0 Provider reports · 3/3 reference peers	Unknown	62.5 Provider reports · 4/4 reference peers	Unknown
Claude Opus 5	63.7 Independent support · 9/9 reference peers	Unknown	66.7 Provider reports · 3/3 reference peers	Unknown	Unknown	72.2 Provider reports · 5/5 reference peers	50.0 Provider reports · 2/2 reference peers	91.7 Independent support · 47/47 reference peers	Unknown	Unknown	0.0 Provider reports · 1/1 reference peers	31.1 Provider reports · 8/8 reference peers	42.3 Independent support · 22/22 reference peers	70.8 Independent support · 47/47 reference peers	Unknown	0.0 Provider reports · 4/4 reference peers	Unknown	50.0 Provider reports · 4/4 reference peers	Unknown	33.3 Provider reports · 3/3 reference peers	100.0 Provider reports · 2/2 reference peers	76.3 Independent support · 28/28 reference peers	Unknown	69.4 Provider reports · 8/8 reference peers	Unknown	96.5 Independent support · 114/114 reference peers	Unknown	0.0 Provider reports · 2/2 reference peers	0.0 Provider reports · 2/2 reference peers	Unknown	Unknown	Unknown	20.0 Provider reports · 5/5 reference peers	Unknown	0.0 Provider reports · 2/2 reference peers	100.0 Provider reports · 1/1 reference peers	Unknown	Unknown	Unknown	Unknown	Unknown	Unknown	Unknown
Kimi-K2.6	20.0 Provider reports · 5/5 reference peers	Unknown	78.6 Provider reports · 9/9 reference peers	Unknown	28.6 Provider reports · 7/7 reference peers	Unknown	Unknown	44.6 Provider reports · 9/9 reference peers	Unknown	Unknown	Unknown	100.0 Provider reports · 4/4 reference peers	80.0 Provider reports · 8/8 reference peers	Unknown	100.0 Provider reports · 2/2 reference peers	Unknown	100.0 Provider reports · 4/4 reference peers	Unknown	58.3 Provider reports · 11/11 reference peers	79.2 Provider reports · 9/9 reference peers	50.0 Provider reports · 5/5 reference peers	Unknown	100.0 Provider reports · 5/5 reference peers	88.9 Provider reports · 6/6 reference peers	100.0 Provider reports · 4/4 reference peers	83.3 Independent support · 114/114 reference peers	62.5 Provider reports · 4/4 reference peers	Unknown	Unknown	Unknown	Unknown	30.0 Provider reports · 5/5 reference peers	50.0 Provider reports · 2/2 reference peers	Unknown	Unknown	Unknown	Unknown	Unknown	Unknown	Unknown	Unknown	Unknown	100.0 Provider reports · 4/4 reference peers
GPT-5.6 Terra	50.0 Provider reports · 4/4 reference peers	Unknown	80.0 Provider reports · 5/5 reference peers	16.7 Provider reports · 6/6 reference peers	Unknown	50.0 Provider reports · 6/6 reference peers	Unknown	38.6 Provider reports · 11/11 reference peers	Unknown	Unknown	Unknown	20.0 Provider reports · 5/5 reference peers	43.2 Independent support · 24/24 reference peers	79.0 Independent support · 47/47 reference peers	Unknown	45.0 Provider reports · 6/6 reference peers	Unknown	Unknown	Unknown	50.0 Provider reports · 6/6 reference peers	Unknown	66.0 Independent support · 27/27 reference peers	Unknown	66.7 Provider reports · 10/10 reference peers	Unknown	Unknown	Unknown	Unknown	Unknown	Unknown	Unknown	41.7 Provider reports · 4/4 reference peers	80.0 Provider reports · 5/5 reference peers	Unknown	Unknown	0.0 Provider reports · 3/3 reference peers	Unknown	Unknown	50.0 Provider reports · 3/3 reference peers	Unknown	Unknown	50.0 Provider reports · 4/4 reference peers	Unknown
Claude Fable 5.1	100.0 Provider reports · 2/2 reference peers	Unknown	Unknown	Unknown	Unknown	87.5 Provider reports · 4/4 reference peers	Unknown	100.0 Provider reports · 3/3 reference peers	Unknown	Unknown	100.0 Provider reports · 1/1 reference peers	100.0 Provider reports · 3/3 reference peers	51.4 Independent support · 22/22 reference peers	53.4 Independent support · 47/47 reference peers	Unknown	50.0 Provider reports · 4/4 reference peers	Unknown	75.0 Provider reports · 4/4 reference peers	Unknown	100.0 Provider reports · 3/3 reference peers	50.0 Provider reports · 2/2 reference peers	0.0 Provider reports · 5/5 reference peers	Unknown	90.0 Provider reports · 5/5 reference peers	Unknown	Unknown	Unknown	100.0 Provider reports · 2/2 reference peers	100.0 Provider reports · 2/2 reference peers	Unknown	Unknown	Unknown	Unknown	Unknown	100.0 Provider reports · 2/2 reference peers	Unknown	Unknown	Unknown	Unknown	Unknown	Unknown	Unknown	Unknown
Claude Sonnet 4.6	20.0 Independent support · 10/10 reference peers	Unknown	25.0 Provider reports · 10/10 reference peers	Unknown	14.3 Provider reports · 7/7 reference peers	Unknown	Unknown	71.4 Provider reports · 7/7 reference peers	Unknown	20.0 Provider reports · 5/5 reference peers	Unknown	Unknown	40.0 Provider reports · 5/5 reference peers	63.8 Independent support · 47/47 reference peers	37.5 Provider reports · 6/6 reference peers	Unknown	Unknown	Unknown	36.1 Provider reports · 12/12 reference peers	Unknown	Unknown	3.7 Independent support · 27/27 reference peers	Unknown	Unknown	Unknown	89.5 Independent support · 114/114 reference peers	100.0 Provider reports · 1/1 reference peers	Unknown	Unknown	0.0 Provider reports · 1/1 reference peers	Unknown	0.0 Provider reports · 5/5 reference peers	Unknown	Unknown	Unknown	Unknown	Unknown	Unknown	Unknown	100.0 Provider reports · 1/1 reference peers	Unknown	100.0 Provider reports · 1/1 reference peers	Unknown
GLM-5.1	Unknown	Unknown	70.2 Provider reports · 11/11 reference peers	Unknown	57.1 Provider reports · 7/7 reference peers	Unknown	Unknown	71.4 Provider reports · 9/9 reference peers	Unknown	Unknown	Unknown	58.3 Provider reports · 4/4 reference peers	10.0 Provider reports · 8/8 reference peers	Unknown	50.0 Provider reports · 2/2 reference peers	Unknown	50.0 Provider reports · 4/4 reference peers	Unknown	100.0 Provider reports · 7/7 reference peers	54.2 Provider reports · 9/9 reference peers	75.0 Provider reports · 4/4 reference peers	Unknown	50.0 Provider reports · 4/4 reference peers	37.5 Provider reports · 5/5 reference peers	50.0 Provider reports · 4/4 reference peers	84.2 Independent support · 114/114 reference peers	50.0 Provider reports · 4/4 reference peers	Unknown	Unknown	Unknown	Unknown	Unknown	Unknown	Unknown	Unknown	Unknown	Unknown	Unknown	Unknown	Unknown	Unknown	Unknown	25.0 Provider reports · 4/4 reference peers
MiniMax-M2.7	Unknown	Unknown	32.1 Provider reports · 9/9 reference peers	Unknown	0.0 Provider reports · 7/7 reference peers	Unknown	Unknown	47.9 Independent support · 46/46 reference peers	Unknown	0.0 Provider reports · 5/5 reference peers	Unknown	0.0 Provider reports · 4/4 reference peers	25.0 Provider reports · 4/4 reference peers	Unknown	Unknown	Unknown	0.0 Provider reports · 4/4 reference peers	Unknown	33.3 Provider reports · 9/9 reference peers	16.7 Provider reports · 6/6 reference peers	50.0 Provider reports · 4/4 reference peers	Unknown	0.0 Provider reports · 4/4 reference peers	29.2 Provider reports · 5/5 reference peers	0.0 Provider reports · 4/4 reference peers	59.6 Independent support · 114/114 reference peers	0.0 Provider reports · 4/4 reference peers	Unknown	Unknown	Unknown	Unknown	Unknown	Unknown	Unknown	Unknown	Unknown	Unknown	Unknown	Unknown	Unknown	Unknown	Unknown	75.0 Provider reports · 4/4 reference peers
Qwen3.5-397B-A17B	Unknown	Unknown	37.5 Provider reports · 7/7 reference peers	Unknown	Unknown	Unknown	Unknown	0.0 Provider reports · 4/4 reference peers	Unknown	Unknown	Unknown	54.2 Provider reports · 4/4 reference peers	75.0 Provider reports · 4/4 reference peers	Unknown	0.0 Provider reports · 4/4 reference peers	Unknown	25.0 Provider reports · 4/4 reference peers	Unknown	12.5 Provider reports · 7/7 reference peers	Unknown	25.0 Provider reports · 4/4 reference peers	Unknown	25.0 Provider reports · 4/4 reference peers	0.0 Provider reports · 4/4 reference peers	75.0 Provider reports · 4/4 reference peers	73.7 Independent support · 114/114 reference peers	98.0 Independent support · 55/55 reference peers	Unknown	Unknown	Unknown	Unknown	Unknown	Unknown	Unknown	Unknown	Unknown	Unknown	Unknown	Unknown	100.0 Provider reports · 1/1 reference peers	0.0 Provider reports · 1/1 reference peers	Unknown	50.0 Provider reports · 4/4 reference peers
Claude Sonnet 4.5	20.0 Independent support · 5/5 reference peers	Unknown	0.0 Provider reports · 4/4 reference peers	Unknown	75.0 Provider reports · 4/4 reference peers	Unknown	Unknown	Unknown	100.0 Provider reports · 11/11 reference peers	Unknown	Unknown	42.9 Independent support · 7/7 reference peers	72.7 Provider reports · 11/11 reference peers	23.4 Independent support · 47/47 reference peers	47.7 Provider reports · 15/15 reference peers	Unknown	Unknown	Unknown	65.7 Independent support · 28/28 reference peers	Unknown	Unknown	Unknown	44.4 Provider reports · 9/9 reference peers	88.9 Provider reports · 9/9 reference peers	Unknown	77.2 Independent support · 114/114 reference peers	100.0 Provider reports · 11/11 reference peers	Unknown	Unknown	Unknown	Unknown	68.2 Provider reports · 11/11 reference peers	Unknown	Unknown	Unknown	Unknown	Unknown	9.1 Provider reports · 11/11 reference peers	Unknown	Unknown	Unknown	Unknown	Unknown
Kimi K3	62.5 Provider reports · 4/4 reference peers	Unknown	Unknown	93.3 Provider reports · 9/9 reference peers	80.0 Provider reports · 5/5 reference peers	86.1 Provider reports · 9/9 reference peers	100.0 Provider reports · 2/2 reference peers	85.0 Independent support · 40/40 reference peers	Unknown	Unknown	60.0 Provider reports · 5/5 reference peers	45.8 Provider reports · 9/9 reference peers	66.8 Independent support · 25/25 reference peers	63.8 Independent support · 47/47 reference peers	Unknown	Unknown	Unknown	Unknown	Unknown	Unknown	Unknown	79.4 Independent support · 27/27 reference peers	Unknown	77.1 Provider reports · 7/7 reference peers	Unknown	94.7 Independent support · 114/114 reference peers	Unknown	Unknown	Unknown	Unknown	Unknown	62.5 Provider reports · 4/4 reference peers	75.0 Provider reports · 4/4 reference peers	Unknown	Unknown	Unknown	Unknown	Unknown	Unknown	Unknown	Unknown	Unknown	Unknown
NVIDIA Nemotron 3 Ultra	Unknown	Unknown	25.0 Provider reports · 4/4 reference peers	Unknown	Unknown	Unknown	Unknown	47.5 Independent support · 43/43 reference peers	Unknown	Unknown	Unknown	12.5 Provider reports · 4/4 reference peers	31.8 Independent support · 26/26 reference peers	Unknown	Unknown	Unknown	75.0 Provider reports · 4/4 reference peers	Unknown	0.0 Provider reports · 4/4 reference peers	Unknown	0.0 Provider reports · 4/4 reference peers	Unknown	75.0 Provider reports · 4/4 reference peers	50.0 Provider reports · 4/4 reference peers	25.0 Provider reports · 4/4 reference peers	64.9 Independent support · 114/114 reference peers	37.5 Provider reports · 4/4 reference peers	Unknown	Unknown	Unknown	Unknown	Unknown	Unknown	Unknown	Unknown	Unknown	Unknown	Unknown	Unknown	0.0 Provider reports · 1/1 reference peers	100.0 Provider reports · 1/1 reference peers	Unknown	0.0 Provider reports · 4/4 reference peers
GPT-5.6 Luna	0.0 Provider reports · 4/4 reference peers	Unknown	0.0 Provider reports · 5/5 reference peers	33.3 Provider reports · 6/6 reference peers	Unknown	33.3 Provider reports · 6/6 reference peers	Unknown	42.9 Provider reports · 7/7 reference peers	Unknown	Unknown	Unknown	Unknown	19.7 Independent support · 24/24 reference peers	29.8 Independent support · 47/47 reference peers	Unknown	18.3 Provider reports · 6/6 reference peers	Unknown	Unknown	Unknown	33.3 Provider reports · 6/6 reference peers	Unknown	58.3 Independent support · 27/27 reference peers	Unknown	50.0 Provider reports · 6/6 reference peers	Unknown	Unknown	Unknown	Unknown	Unknown	Unknown	Unknown	0.0 Provider reports · 4/4 reference peers	Unknown	Unknown	Unknown	Unknown	Unknown	Unknown	0.0 Provider reports · 3/3 reference peers	Unknown	Unknown	37.5 Provider reports · 4/4 reference peers	Unknown
Gemini 2.5 Pro	Unknown	Unknown	Unknown	Unknown	0.0 Provider reports · 4/4 reference peers	Unknown	Unknown	37.5 Independent support · 40/40 reference peers	18.2 Provider reports · 11/11 reference peers	Unknown	Unknown	Unknown	90.9 Provider reports · 11/11 reference peers	Unknown	54.5 Provider reports · 11/11 reference peers	Unknown	Unknown	Unknown	31.9 Independent support · 24/24 reference peers	Unknown	Unknown	Unknown	66.7 Provider reports · 9/9 reference peers	22.2 Provider reports · 9/9 reference peers	Unknown	76.3 Independent support · 114/114 reference peers	78.0 Independent support · 61/61 reference peers	Unknown	Unknown	Unknown	Unknown	54.5 Provider reports · 11/11 reference peers	Unknown	Unknown	Unknown	Unknown	44.4 Provider reports · 9/9 reference peers	72.7 Provider reports · 11/11 reference peers	Unknown	Unknown	Unknown	Unknown	Unknown
Muse Spark 1.1	57.8 Independent support · 8/8 reference peers	50.0 Provider reports · 3/3 reference peers	Unknown	66.7 Provider reports · 3/3 reference peers	100.0 Provider reports · 3/3 reference peers	Unknown	66.7 Provider reports · 3/3 reference peers	33.3 Provider reports · 3/3 reference peers	Unknown	Unknown	Unknown	100.0 Provider reports · 3/3 reference peers	Unknown	Unknown	Unknown	Unknown	Unknown	Unknown	Unknown	83.3 Independent support · 5/5 reference peers	Unknown	30.6 Independent support · 27/27 reference peers	Unknown	33.3 Provider reports · 3/3 reference peers	Unknown	97.4 Independent support · 114/114 reference peers	Unknown	Unknown	Unknown	Unknown	Unknown	Unknown	66.7 Provider reports · 3/3 reference peers	Unknown	Unknown	Unknown	Unknown	Unknown	50.0 Provider reports · 2/2 reference peers	Unknown	Unknown	Unknown	Unknown
Gemini 2.5 Flash	Unknown	Unknown	Unknown	Unknown	Unknown	Unknown	Unknown	Unknown	36.4 Provider reports · 11/11 reference peers	Unknown	Unknown	Unknown	63.6 Provider reports · 11/11 reference peers	17.0 Independent support · 47/47 reference peers	27.3 Provider reports · 11/11 reference peers	Unknown	Unknown	Unknown	8.3 Independent support · 24/24 reference peers	Unknown	Unknown	Unknown	22.2 Provider reports · 9/9 reference peers	11.1 Provider reports · 9/9 reference peers	Unknown	55.3 Independent support · 114/114 reference peers	54.5 Provider reports · 11/11 reference peers	Unknown	Unknown	Unknown	Unknown	68.2 Provider reports · 11/11 reference peers	Unknown	Unknown	Unknown	Unknown	11.1 Provider reports · 9/9 reference peers	63.6 Provider reports · 11/11 reference peers	Unknown	Unknown	Unknown	Unknown	Unknown
GPT-5	Unknown	Unknown	Unknown	Unknown	100.0 Provider reports · 4/4 reference peers	Unknown	Unknown	Unknown	77.3 Provider reports · 11/11 reference peers	Unknown	Unknown	Unknown	81.8 Provider reports · 11/11 reference peers	42.6 Independent support · 47/47 reference peers	100.0 Provider reports · 11/11 reference peers	Unknown	Unknown	Unknown	66.7 Provider reports · 9/9 reference peers	Unknown	Unknown	Unknown	88.9 Provider reports · 9/9 reference peers	61.1 Provider reports · 9/9 reference peers	Unknown	Unknown	90.9 Provider reports · 11/11 reference peers	Unknown	Unknown	Unknown	Unknown	100.0 Provider reports · 11/11 reference peers	Unknown	Unknown	Unknown	Unknown	33.3 Provider reports · 9/9 reference peers	54.5 Provider reports · 11/11 reference peers	Unknown	Unknown	Unknown	Unknown	Unknown
GPT-5 Mini	Unknown	Unknown	Unknown	Unknown	25.0 Provider reports · 4/4 reference peers	Unknown	Unknown	Unknown	45.5 Provider reports · 11/11 reference peers	Unknown	Unknown	Unknown	54.5 Provider reports · 11/11 reference peers	27.7 Independent support · 47/47 reference peers	72.7 Provider reports · 11/11 reference peers	Unknown	Unknown	Unknown	55.6 Provider reports · 9/9 reference peers	Unknown	Unknown	Unknown	77.8 Provider reports · 9/9 reference peers	33.3 Provider reports · 9/9 reference peers	Unknown	Unknown	63.6 Provider reports · 11/11 reference peers	Unknown	Unknown	Unknown	Unknown	81.8 Provider reports · 11/11 reference peers	Unknown	Unknown	Unknown	Unknown	0.0 Provider reports · 9/9 reference peers	27.3 Provider reports · 11/11 reference peers	Unknown	Unknown	Unknown	Unknown	Unknown
GPT-6 Astra	100.0 Provider reports · 2/2 reference peers	Unknown	100.0 Provider reports · 3/3 reference peers	Unknown	Unknown	100.0 Provider reports · 4/4 reference peers	Unknown	Unknown	Unknown	Unknown	Unknown	0.0 Provider reports · 3/3 reference peers	100.0 Independent support · 22/22 reference peers	96.9 Independent support · 47/47 reference peers	Unknown	100.0 Provider reports · 4/4 reference peers	Unknown	100.0 Provider reports · 4/4 reference peers	Unknown	Unknown	Unknown	100.0 Independent support · 28/28 reference peers	Unknown	100.0 Provider reports · 5/5 reference peers	Unknown	Unknown	Unknown	Unknown	Unknown	Unknown	Unknown	Unknown	Unknown	Unknown	Unknown	Unknown	100.0 Provider reports · 1/1 reference peers	Unknown	100.0 Provider reports · 1/1 reference peers	Unknown	Unknown	Unknown	Unknown
MiniMax-M3	40.0 Provider reports · 5/5 reference peers	Unknown	71.4 Provider reports · 7/7 reference peers	Unknown	71.4 Provider reports · 7/7 reference peers	Unknown	Unknown	68.6 Independent support · 45/45 reference peers	Unknown	40.0 Provider reports · 5/5 reference peers	66.7 Provider reports · 3/3 reference peers	Unknown	50.0 Independent support · 22/22 reference peers	Unknown	Unknown	Unknown	Unknown	Unknown	50.0 Provider reports · 6/6 reference peers	83.3 Provider reports · 6/6 reference peers	Unknown	Unknown	Unknown	100.0 Provider reports · 3/3 reference peers	Unknown	72.8 Independent support · 114/114 reference peers	Unknown	Unknown	Unknown	Unknown	Unknown	40.0 Provider reports · 5/5 reference peers	Unknown	Unknown	Unknown	Unknown	Unknown	Unknown	Unknown	Unknown	Unknown	Unknown	Unknown
Amazon Nova 2 Lite	Unknown	Unknown	Unknown	Unknown	50.0 Provider reports · 4/4 reference peers	Unknown	Unknown	Unknown	63.6 Provider reports · 11/11 reference peers	Unknown	Unknown	Unknown	36.4 Provider reports · 11/11 reference peers	Unknown	63.6 Provider reports · 11/11 reference peers	Unknown	Unknown	Unknown	23.6 Provider reports · 9/9 reference peers	Unknown	Unknown	Unknown	33.3 Provider reports · 9/9 reference peers	44.4 Provider reports · 9/9 reference peers	Unknown	Unknown	36.4 Provider reports · 11/11 reference peers	Unknown	Unknown	Unknown	Unknown	36.4 Provider reports · 11/11 reference peers	Unknown	Unknown	Unknown	Unknown	66.7 Provider reports · 9/9 reference peers	36.4 Provider reports · 11/11 reference peers	Unknown	Unknown	Unknown	Unknown	Unknown

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