BenchLeader

Cost per task: summarize a 30-page report

12,000 tokens of document in, a 600-token summary out. Cost = input tokens × input price + output tokens × output price. “With caching” assumes three-quarters of the input is served from the prompt cache at the provider's cache-read price.

As of 25 Oct 2026, BenchLeader ranks Gemma 4 E4B first on the Cost per task: summarize a 30-page report board at $0.0003, ahead of Granite 4.2 3B ($0.0004) and LFM2 24B A2B ($0.0004).

287 models · data as of 25 Oct 2026

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1GPT-5.5 Proxhigh$0.468–65.3
2GPT-5.4 Pro$0.468–63.3
3GPT-4$0.396–42.4
4GPT 4 0613$0.396–39.7
5o3-prohigh$0.288–53.7
6GPT-5 Pro$0.252–59.8
7Claude Opus 4.1thinking$0.225$0.10356.4
8Claude Opus 4thinking$0.225$0.10355.0
9Claude 3 Opus$0.225–39.2
10o1$0.216$0.14853.1
11Claude Fable 5.1max$0.150$0.06270.5
12GPT-6 Astramax$0.150$0.06970.4
13Claude Fable 5max$0.150$0.06969.3
14GPT-4 Turbo$0.138–40.9
15GPT-5.5xhigh$0.078$0.03766.1
16GPT-5.5 Instant$0.078–58.0
17Claude Opus 5max$0.075$0.03568.8
18Claude Opus 4.8max$0.075$0.03563.3
19Claude Opus 4.7$0.075$0.03563.2
20Claude Opus 4.6high$0.075$0.03562.7
21Claude Opus 4.5thinking$0.075$0.03559.9
22Claude Opus 5.5max$0.060$0.02672.6
23GPT-5.6 Solmax$0.060$0.02868.0
24Muse Wondermax$0.060$0.02667.5
25Mistral Large 24.02$0.055–40.2
26Kimi K3max$0.045$0.02164.8
27Claude Sonnet 4.5high$0.045$0.02158.1
28Grok 4$0.045–58.0
29Claude Sonnet 4.6$0.045$0.02157.1
30Claude Sonnet 4thinking$0.045$0.02153.2
31Grok 3$0.045–51.5
32Claude 3.5 Sonnet$0.045–46.3
33GPT-5.4xhigh$0.039$0.01964.7
34Nova Premier$0.037$0.02145.3
35GPT-4o$0.036$0.02543.9
36Command A$0.036–41.8
37Qwen3.7max$0.035$0.01560.6
38GPT-5.6 Terramax$0.031$0.01564.4
39Gemini 3.1 Pro$0.031$0.01560.5
40Gemini 4 Argonhigh$0.030$0.01370.7
41GPT-6.1 Solmax$0.030$0.01369.9
42Claude Sonnet 5.5max$0.030$0.01369.4
43NewKimi K3.1 Pro$0.030$0.01466.9
44GPT-6 Solmax$0.030$0.01466.4
45Claude Sonnet 5high$0.030$0.01460.1
46GPT-5.3-Codexxhigh$0.029$0.01563.8
47GPT-5.2xhigh$0.029$0.01560.7
48GPT-5.2-Codexxhigh$0.029$0.01559.4
49o3$0.029$0.01559.5
50GPT-4.1$0.029$0.01548.3
51Jamba 1.5 Large$0.029–42.2
52Jamba Large 1.6$0.029–26.0
53Grok 4.6medium$0.028$0.01464.2
54Grok 4.7high$0.028$0.01463.9
55Qwen3.8 Maxmax$0.028$0.01263.3
56Qwen3.8 2.4T A95B$0.028$0.01261.0
57Grok 4.5high$0.028$0.01259.3
58Pixtral Large$0.028–41.9
59Mistral Large 2$0.028–40.7
60Mixtral 8x22B Instruct$0.028–37.4

Cite as: BenchLeader, “Cost per task: summarize a 30-page report”, data as of 25 Oct 2026, https://www.benchleader.com/leaderboards/cost-summarize-report.