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Benchmarks · knowledge

Public Benefits Bench v1.1

Accuracy answering questions about SNAP benefits and eligibility.

40 models · 40 results · updated 2026-10-12 · vals.ai ↗

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Opus 5 max

Score vs subscription cost per task

Public Benefits Bench v1.1 · measured cost per task · subscription-priced where plan data exists (Real API Pricing, full allowance used)

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More from this benchmark

1 published measures

All results

40 rows
#ModelEffortScoreSubscription $ / taskAPI $ / taskTime
1Opus 5max76.9%$0.068$3.9530 min
2Fable 5.1max74.9%$1.17$7.4848 min
3Opus 5.5max70.6%$0.090$5.951.3 h
4Fable 5max70.4%$0.52$4.5921 min
5Gemini 4 Argonhigh69.8%$1.00$2.7926 min
6MiMo V2.6 Prohigh68.9%$0.069$0.08237 min
7GLM 5.3max68.5%$0.098$0.9536 min
8Muse Spark 1.2xhigh68.5%$0.29$0.598.9 min
9Kimi K3max68.2%$0.071$0.917.3 min
10Opus 4.8max68.1%$0.033$1.8913 min
11MiMo V2.6 Flashhigh67.6%free$0.03221 min
12Sonnet 5.5max67.2%$0.064$4.251.3 h
13Qwen 3.8 Maxmax67.1%$0.99$0.9941 min
14Grok 4.6high66.8%$0.094$0.9226 min
15GPT-5.6 Solmax66.5%$0.49$8.851.0 h
16Sonnet 5max66.0%$0.022$1.2921 min
17Grok 4.7xhigh65.6%$0.21$2.2517 min
18Gemini 3.8 Flashhigh65.3%$0.041$1.013.4 min
19DeepSeek V4.1 Flashmax64.3%$0.005$0.07310.0 min
20MiniMax M3max64.1%$0.043$0.2512 min
21Haiku 5.5max63.2%$0.011$0.5337 min
22Sonnet 4.6max62.4%$1.11$1.1115 min
23GPT-5.6 Terramax62.4%$0.066$1.2020 min
24GLM 5.1max61.8%$0.34$0.349.7 min
25Muse Spark 1.1xhigh61.3%$0.28$0.286.6 min
26GPT-5.6 Lunamax61.2%$0.025$0.2739 min
27GPT-5.5xhigh60.9%$0.22$3.9740 min
28Gemini 3.5 Flashhigh59.5%$1.11$1.115.6 min
29Inkling Smallmax59.4%free$0.0968.7 min
30GPT-6.1 Solmax59.3%$0.081$0.6950 min