Time per task: agentic coding session

One long tool-using loop: 60,000 tokens in across turns, 4,000 tokens out. Time = time to first answer + output tokens ÷ output speed.

426 models · data as of 9 Sept 2026

1. 1Mercury 29.4 s
2. 2Gemini 3.7 Flash13.8 s
3. 3Gemini 2.5 Flash-Lite14.1 s
4. 4Nova Micro15.8 s
5. 5HyperNova 60B 2605 (high, based on gpt-oss-120b)18.1 s
6. 6Gemini 3.5 Flash Lite18.8 s
7. 7Gemini 3.5 Flash Lite18.8 s
8. 8Qwen3.5 Omni Flash18.9 s
9. 9Gemini 3.1 Flash Lite19.0 s
10. 10Gemini 3.1 Flash Lite19.0 s
11. 11Gemini 3.7 Flash19.4 s
12. 12Trinity Large19.7 s
13. 13Gemini 3 Flash20.6 s
14. 14Gemini 3 Flash20.6 s
15. 15Gemini 3 Flash20.6 s

SearchAll providersAlibabaAmazonAnt GroupAnt-groupAnthropicArcee AICohereDeepSeekGoogleIBMInceptionInclusionAIMetaMicrosoftMiniMaxMistral AIMoonshot AIMultiverse ComputingNous ResearchNVIDIAOpenAIStepFunThinking MachinesUpstagexAIXiaomiZhipu AIOpen weights426 of 426

#	Model	seconds ↓	Index ↕
1	GPT-5.4 ProOpenAI	66.8 min	64.2
2	GPT-5.4 ProOpenAI	66.8 min	61.1
3	Gemma 3 12B ITNVIDIAopen	13.4 min	37.2
4	ALing Flash 2.0Ant-group	9.2 min	45.0
5	Qwen2.5 72BAlibabaopen	7.2 min	42.1
6	GPT-6 AstraOpenAI	6.7 min	70.6
7	GPT-6 AstraOpenAI	6.7 min	69.9
8	GPT-6 AstraOpenAI	6.7 min	64.4
9	Claude Opus 4.1Anthropic	6.7 min	58.1
10	Claude Opus 4.1Anthropic	6.7 min	52.6
11	Claude Fable 5.1Anthropic	5.8 min	70.2
12	Claude Fable 5.1Anthropic	5.8 min	70.0
13	Llama 3.2 Instruct 11B (Vision)Metaopen	5.3 min	36.4
14	GLM-5-TurboZhipu AI	5.2 min	58.1
15	GPT-6 AstraOpenAI	4.8 min	68.6
16	DeepSeek-R1-Distill-Llama-70BDeepSeekopen	4.8 min	42.2
17	GLM-5V-TurboZhipu AI	4.1 min	57.2
18	GLM-4.5Zhipu AIopen	4.1 min	50.2
19	Claude Sonnet 5Anthropic	4.1 min	61.2
20	Claude Sonnet 5Anthropic	4.1 min	50.7
21	GPT-5.6 TerraOpenAI	3.9 min	62.3
22	GPT-5.6 TerraOpenAI	3.9 min	58.0
23	ByteDance-Seed/Seed-OSS-36B-InstructNVIDIA	3.9 min	48.0
24	Qwen3.5-4BAlibaba	3.7 min	47.1
25	GPT-5.6 LunaOpenAI	3.6 min	56.6
26	GPT-5.6 LunaOpenAI	3.6 min	56.5
27	DeepSeek R1DeepSeekopen	3.5 min	48.9
28	Claude Opus 4Anthropic	3.4 min	54.4
29	Claude Opus 4Anthropic	3.4 min	50.7
30	Granite 4.0 H SmallIBMopen	3.4 min	40.3
31	Claude Sonnet 4Anthropic	3.4 min	54.0
32	Claude Sonnet 4Anthropic	3.4 min	49.5
33	Claude Fable 5.1Anthropic	3.3 min	70.3
34	GPT-5.6 SolOpenAI	3.3 min	65.5
35	GPT-5.6 SolOpenAI	3.3 min	65.3
36	GPT-5.2OpenAI	3.2 min	61.5
37	GPT-5.2OpenAI	3.2 min	58.5
38	GPT-5.2OpenAI	3.2 min	57.3
39	GPT-5.2OpenAI	3.2 min	55.5
40	GPT-5.2OpenAI	3.2 min	50.2
41	Gemma 3 27BGoogleopen	3.1 min	39.7
42	Qwen3.5-4BAlibaba	3.1 min	43.9
43	Qwen3.6 27BAlibabaopen	2.9 min	53.2
44	GPT-4OpenAI	2.9 min	41.8
45	GPT-6 AstraOpenAI	2.9 min	69.5
46	XMiMo-V2.5-ProXiaomiopen	2.9 min	59.0
47	Qwen3.6 PlusAlibabaopen	2.9 min	59.0
48	Kimi K3Moonshot AIopen	2.8 min	58.8
49	GPT-3.5-turboOpenAI	2.8 min	36.0
50	GPT-5.2 CodexOpenAI	2.8 min	60.7
51	Kimi K3Moonshot AIopen	2.8 min	66.5
52	Kimi K3Moonshot AIopen	2.8 min	62.7
53	GLM-4.5VZhipu AIopen	2.8 min	40.6
54	Kimi K2.6Moonshot AIopen	2.8 min	60.6
55	Gemma-4-31B-ITNVIDIAopen	2.7 min	55.4
56	Qwen3 8BAlibabaopen	2.7 min	39.5
57	Claude Opus 5Anthropic	2.6 min	70.0
58	Claude Opus 5Anthropic	2.6 min	66.8
59	GPT-5.4OpenAI	2.6 min	63.4
60	GPT-5.4OpenAI	2.6 min	61.3

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