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AI Choice Engine

Compare models

Price, context, and benchmarks side by side

AI Choice Engine compares frontier and open-weight models on USD token price, context, reasoning, and public benchmarks. Unverified fields are labelled. Prices are standard-tier per million tokens.

Last verified:Oldest vendor-page check October 1, 2026; newest October 2, 2026. Catalog changelog

This comparison table covers text and reasoning models (GPT, Claude, Gemini, and so on). For launches in the last 28 days, open New models. For Cursor, Claude Code, Windsurf, Lovable and similar products, see Agentic harnesses. Right now that includes 3 recent launches.

Run the model picker4 questions → frontier, balanced, or budget shortlist

Task guides

Choose by the work you need done

Short guides for coding, writing, research, RAG, voice, and more — then compare the models that actually fit.

Dated 2026 pages: best AI for coding · ChatGPT vs Claude vs Gemini.

AI model tier, provider, context, pricing, and weight comparison
ModelProviderTierReleasedContextMax outputIn / 1MOut / 1MModalitiesWeights
OpenAIFrontierSeptember 3, 20261.05M128K$10$50
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OpenAIBalancedSeptember 22, 20261.05M128K$2$10
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OpenAIBudgetSeptember 22, 20261.05M128K$0.10$0.50
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OpenAIFrontierJuly 9, 20261.05M128K$4$20
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OpenAIBalancedJuly 9, 20261.05M128K$2$12
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OpenAIBudgetJuly 9, 20261.05M128K$0.20$1.20
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OpenAIFrontierApril 23, 20261.05M128K$5$30
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OpenAIFrontierApril 23, 20261.05M128K$30$180
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OpenAIBalancedMarch 5, 20261.05M128K$2.50$15
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OpenAIBalancedMarch 17, 2026400K128K$0.75$4.50
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OpenAIBudgetMarch 17, 2026400K128K$0.20$1.25
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OpenAIBalancedDecember 11, 2025400K128K$1.75$14
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OpenAIFrontierFebruary 5, 2026400K128K$1.75$14
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AnthropicFrontierSeptember 22, 20261M128K$4$20
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AnthropicFrontierJune 9, 20261M128K$10$50
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AnthropicFrontierSeptember 1, 20261M128K$10$50
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AnthropicFrontierSeptember 1, 20261M128K$10$50
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AnthropicFrontierJuly 24, 20261M128K$5$25
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AnthropicBalancedJune 30, 20261M128K$2$10
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AnthropicBudgetOctober 15, 2025200K64K$1$5
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GoogleBalancedSeptember 2, 20261.05M66K$0.75$3.75
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GoogleBudgetAugust 13, 20261.05M66K$0.75$3.75
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GoogleBalancedJuly 21, 20261.05M66K$0.75$3.75
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GoogleBalancedMay 19, 20261.05M66K$1.50$9
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GoogleFrontierFebruary 19, 20261.05M66K$2$12
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GoogleBudgetJuly 21, 20261.05M66K$0.30$2.50
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GoogleBudgetMay 7, 20261.05M66K$0.25$1.50
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GoogleBalancedJune 17, 20251.05M66K$1.25$10
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SpaceXAIFrontierSeptember 21, 2026500KNot verified$2$6
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SpaceXAIFrontierAugust 12, 2026500KNot verified$2$6
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SpaceXAIBalancedJuly 8, 2026500KNot verified$2$6
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DeepSeekBalancedSeptember 10, 20261M384K$0.30$1.20
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DeepSeekFrontierApril 24, 20261M384K$1.32$3.96
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DeepSeekBalancedApril 24, 20261MNot verifiedNot verifiedNot verified
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DeepSeekBudgetAugust 21, 2025128KNot verifiedNot verifiedNot verified
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DeepSeekBalancedJanuary 20, 2025128KNot verifiedNot verifiedNot verified
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Moonshot AIBalancedApril 20, 2026262KNot verified$0.95$4
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Moonshot AIBalancedJune 12, 2026262KNot verified$0.95$4
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Moonshot AIFrontierJuly 16, 20261.05M1.05M$3$15
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QwenFrontierAugust 3, 20261M131K$2$6
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QwenBudgetNot verified262KNot verified$0.15$0.47
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QwenBudgetNot verified262KNot verified$0.50$3
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QwenBudgetSeptember 18, 20261M131K$0.15$0.47
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QwenFrontierMay 20, 20261M131K$2.50$7.50
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QwenBalancedNot verified262KNot verifiedNot verifiedNot verified
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QwenFrontierSeptember 23, 2025262K66K$1.20$6
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QwenBalancedApril 29, 202533KNot verified$0.70$2.80
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Z.aiFrontierAugust 14, 20261M131K$1.40$4.40
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Z.aiBalancedAugust 26, 20261.05MNot verified$0.15$0.50
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Z.aiBalancedJune 16, 20261M131K$1.40$4.40
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MiniMaxFrontierJune 1, 20261MNot verified$0.30$1.20
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MiniMaxBalancedMarch 18, 2026205KNot verified$0.30$1.20
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MiniMaxBalancedFebruary 12, 2026205KNot verified$0.30$1.20
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MetaFrontierSeptember 2, 20261.05MNot verified$1.25$4.25
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MetaFrontierAugust 5, 20261.05MNot verified$1.25$4.25
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MetaBalancedAugust 10, 2026131KNot verifiedNot verifiedNot verified
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MetaBalancedApril 5, 20251MNot verifiedNot verifiedNot verified
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MetaBudgetApril 5, 202510MNot verifiedNot verifiedNot verified
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MistralFrontierApril 28, 2026262KNot verified$1.50$7.50
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MistralBudgetMarch 16, 2026262KNot verified$0.15$0.60
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MistralFrontierDecember 2, 2025262KNot verified$0.50$1.50
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TencentBalancedJuly 6, 2026262KNot verified$0.132$0.528
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TencentFrontierAugust 28, 20261.05MNot verified$0.834$2.501
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StepFunBudgetMay 29, 2026262KNot verified$0.20$1.15
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StepFunFrontierSeptember 18, 20261MNot verified$1$2.70
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BaiduBalancedNot verified128K66K$0.56$2.53
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BaiduBalancedNot verified128K66K$0.84$3.38
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ByteDanceBalancedFebruary 14, 2026256KNot verified$0.50$3
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LGBalancedApril 9, 2026262KNot verifiedNot verifiedNot verified
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NVIDIAFrontierJune 4, 20261.05MNot verifiedNot verifiedNot verified
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CohereBalancedMay 20, 2026128K64K$0.80$3.20
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Thinking MachinesFrontierJuly 15, 20261.05MNot verified$1$4.05
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XiaomiFrontierSeptember 22, 20261.05M131K$0.435$0.87
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XiaomiBalancedSeptember 22, 20261.05M131K$0.14$0.28
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XiaomiFrontierApril 23, 20261.05M131K$0.435$0.87
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XiaomiBalancedApril 23, 20261.05M131K$0.14$0.28
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Liquid AIBudgetAugust 4, 2026131KNot verifiedNot verifiedNot verified
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UpstageFrontierAugust 6, 2026Not verified131K$0.30$1.20
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InceptionBalancedSeptember 8, 2026260K66K$0.04$0.15
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InceptionBalancedNot verified128K50K$0.25$0.75
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AmazonBalancedDecember 2, 20251MNot verified$1.25$10
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MicrosoftFrontierAugust 12, 2026Not verified64K$2$8
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IBMBalancedAugust 25, 2026131KNot verifiedNot verifiedNot verified
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RekaBalancedJuly 10, 202598KNot verifiedNot verifiedNot verified
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InclusionAIBudgetJuly 23, 2026262K33K$0.021$0.063
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PoolsideBalancedApril 28, 2026262KNot verifiedNot verifiedNot verified
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SakanaBalancedSeptember 11, 2026Not verifiedNot verified$5$30
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OpenAIBalancedSeptember 29, 20261.05M128K$2$10
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AnthropicBalancedSeptember 28, 20261M128K$2$10
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GoogleFrontierSeptember 30, 2026Not verified1MNot verifiedNot verified
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Z.aiBudgetNot verified1MNot verified$0.37$1.25
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ByteDanceFrontierJune 23, 2026Not verifiedNot verifiedNot verifiedNot verified
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ByteDanceBalancedJune 23, 2026256KNot verified$0.50$2.50
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UpstageBudgetSeptember 22, 2026Not verified131K$0.10$0.40
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Thinking MachinesBalancedJuly 30, 20261.05MNot verified$0.30$1.20
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PoolsideBalancedJuly 21, 20261.05M131K$0.09$0.18
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PoolsideBudgetJuly 2, 2026262K33K$0.06$0.12
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Sakana AIBalancedSeptember 11, 2026Not verifiedNot verified$2$6
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GoogleFrontierDecember 17, 20251.05M66K$0.50$3
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OpenAIFrontierNot verified400K128K$12.50$75
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OpenAIFrontierSeptember 8, 2026Not verifiedNot verifiedNot verifiedNot verified—Closed
MiniMaxBalancedNot verified1MNot verifiedNot verifiedNot verified
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QwenFrontierNot verified262KNot verified$2$6
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IBMBudgetAugust 25, 2026131KNot verifiedNot verifiedNot verified
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IBMBudgetAugust 25, 2026131KNot verifiedNot verifiedNot verified
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LG AI ResearchFrontierNot verified262KNot verifiedNot verifiedNot verified
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GoogleBudgetMarch 31, 2026131KNot verifiedNot verifiedNot verified
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GoogleBudgetMarch 31, 2026131KNot verifiedNot verifiedNot verified
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GoogleBalancedJune 3, 2026262KNot verifiedNot verifiedNot verified
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GoogleBalancedMarch 31, 2026262KNot verifiedNot verifiedNot verified
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GoogleBalancedMarch 31, 2026262KNot verifiedNot verifiedNot verified
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AmazonBalancedDecember 2, 20251MNot verified$0.30$2.50
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Nex-AGIFrontierNot verified1.05MNot verifiedNot verifiedNot verified
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Nex-AGIBalancedNot verified262K236K$0.075$0.25
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Nex-AGIBudgetNot verified262K236K$0.025$0.10
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Moonshot AIBalancedSeptember 11, 20261.05MNot verifiedNot verifiedNot verified
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Sakana AIBalancedJune 22, 2026Not verifiedNot verifiedNot verifiedNot verified
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Sakana AIBalancedJuly 21, 2026Not verifiedNot verifiedNot verifiedNot verified
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Sakana AIBalancedAugust 3, 2026Not verifiedNot verified$0.95$4
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InclusionAIBudgetSeptember 4, 2026131K33K$0.021$0.062
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InclusionAIBudgetAugust 7, 2026131KNot verifiedNot verifiedNot verified
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LongCatBalancedJune 30, 2026Not verifiedNot verifiedNot verifiedNot verified
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LongCatBalancedSeptember 25, 2026Not verifiedNot verified$0.30$1.20
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NVIDIABalancedAugust 11, 20261.05MNot verifiedNot verifiedNot verified
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InclusionAIBalancedAugust 27, 2026262KNot verifiedNot verifiedNot verified
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Base44BalancedNot verifiedNot verifiedNot verifiedNot verifiedNot verified
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CognitionFrontierSeptember 10, 2026Not verifiedNot verifiedNot verifiedNot verified
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CognitionFrontierJuly 8, 2026Not verifiedNot verifiedNot verifiedNot verified
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CognitionBalancedNot verifiedNot verifiedNot verifiedNot verifiedNot verified
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CognitionBalancedApril 7, 2026Not verifiedNot verifiedNot verifiedNot verified
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CognitionBalancedNot verifiedNot verifiedNot verifiedNot verifiedNot verified
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CognitionBalancedNot verifiedNot verifiedNot verifiedNot verifiedNot verified
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CognitionBalancedOctober 16, 2025Not verifiedNot verifiedNot verifiedNot verified
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CognitionBalancedApril 14, 2026Not verifiedNot verifiedNot verifiedNot verified
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CognitionBalancedOctober 16, 2025Not verifiedNot verifiedNot verifiedNot verified
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CognitionBalancedOctober 29, 2025Not verifiedNot verifiedNot verifiedNot verified
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Compare two models

Open comparison

Prices are USD per million tokens. Listed rates may be promotional or tied to a provider, region, or route; each profile explains the applicable terms and cache/Batch pricing. Vendor-page checks October 1, 2026–October 2, 2026. Model pricing and capability in this category change frequently — check the provider before committing spend.

Benchmark

DeepSWE 1.1 — coding agent performance and cost

Score alone hides the decision. Cost per completed task sits alongside it, because a model a few points behind at a fraction of the price is usually the better build.

Local leader

GPT-6 Astra [xhigh]

74.1%

Rows shown

28

Best source-matched Pass@1 per model

Snapshot date

2026-10-01

Mirrored from deepswe.datacurve.ai

DeepSWE 1.1 pass@10%16%32%48%64%80%$0$4.50$9.00$13.50$18.00$22.50$27.00Avg cost per taskGPT-6 Astra [xhigh]: 74.1% · $4.43 · 30k tokens · 29 stepsGemini 3.8 Flash [high]: 73.8% · $2.36 · 143k tokens · 166 stepsClaude Opus 5 [max]: 73.6% · $11.84 · 118k tokens · 99 stepsGPT-5.6 Sol [max]: 72.7% · $8.39 · 60k tokens · 61 stepsClaude Fable 5 [xhigh]: 69.9% · $13.41 · 80k tokens · 68 stepsGPT-5.6 Terra [max]: 69.6% · $4.95 · 72k tokens · 76 stepsGLM 5.3 [max]: 69.0% · $3.99 · 80k tokens · 124 stepsKimi K3 [max]: 68.5% · $4.65 · 82k tokens · 98 stepsGrok 4.6 [medium]: 67.5% · $3.45 · 50k tokens · 70 stepsGPT-5.6 Luna [max]: 67.2% · $3.03 · 73k tokens · 102 stepsGPT-5.5 [xhigh]: 67.0% · $7.23 · 46k tokens · 82 stepsGemini 3.7 Flash [medium]: 65.5% · $2.03 · 94k tokens · 117 stepsGLM 5.3 Flash [max]: 63.4% · $0.48 · 73k tokens · 123 stepsDeepSeek V4-Pro [max]: 62.8% · $0.24 · 106k tokens · 155 stepsClaude Opus 4.8 [max]: 59.0% · $13.22 · 135k tokens · 120 stepsQwen3.8-Max [xhigh]: 57.5% · $3.73 · 95k tokens · 111 stepsMuse Spark 1.2 [xhigh]: 54.9% · $3.70 · 99k tokens · 101 stepsClaude Sonnet 5 [max]: 53.8% · $26.40 · 214k tokens · 268 stepsGrok 4.5 [high]: 53.8% · $2.42 · 36k tokens · 61 stepsDeepSeek V4-Flash [max]: 53.3% · $0.10 · 108k tokens · 153 stepsMuse Spark 1.1 [xhigh]: 53.3% · $2.36 · 74k tokens · 96 stepsGPT-5.4 [xhigh]: 51.8% · $5.65 · 71k tokens · 70 stepsGemini 3.6 Flash [high]: 46.7% · $4.42 · 96k tokens · 117 stepsGLM 5.2 [max]: 43.8% · $3.92 · 78k tokens · 129 stepsGemini 3.5 Flash [high]: 36.1% · $3.45 · 76k tokens · 105 stepsKimi K2.7 Code: 30.5% · $2.82 · 59k tokens · 149 stepsClaude Sonnet 4.6 [high]: 29.9% · $5.52 · 76k tokens · 134 stepsGemini 3.1 Pro [high]: 11.7% · $2.14 · 28k tokens · 76 steps

Better is toward the top-right (higher pass rate, lower cost). X-axis is reversed to match DeepSWE’s public chart. v1.1 uses average cost, output tokens and steps. Legacy v1 transcriptions are excluded here until an exact primary receipt is retained.

DeepSWE 1.1 leaderboard with pass rate, cost, tokens, and steps per task
#ModelPass@1Cost / taskTokens / taskSteps / task
1GPT-6 Astra [xhigh]74.1%$4.4330k29
2Gemini 3.8 Flash [high]73.8%$2.36143k166
3Claude Opus 5 [max]73.6%$11.84118k99
4GPT-5.6 Sol [max]72.7%$8.3960k61
5Claude Fable 5 [xhigh]69.9%$13.4180k68
6GPT-5.6 Terra [max]69.6%$4.9572k76
7GLM 5.3 [max]69.0%$3.9980k124
8Kimi K3 [max]68.5%$4.6582k98
9Grok 4.6 [medium]67.5%$3.4550k70
10GPT-5.6 Luna [max]67.2%$3.0373k102
11GPT-5.5 [xhigh]67.0%$7.2346k82
12Gemini 3.7 Flash [medium]65.5%$2.0394k117
13GLM 5.3 Flash [max]63.4%$0.4873k123
14DeepSeek V4-Pro [max]62.8%$0.24106k155
15Claude Opus 4.8 [max]59.0%$13.22135k120
16Qwen3.8-Max [xhigh]57.5%$3.7395k111
17Muse Spark 1.2 [xhigh]54.9%$3.7099k101
18Claude Sonnet 5 [max]53.8%$26.40214k268
19Grok 4.5 [high]53.8%$2.4236k61
20DeepSeek V4-Flash [max]53.3%$0.10108k153
21Muse Spark 1.1 [xhigh]53.3%$2.3674k96
22GPT-5.4 [xhigh]51.8%$5.6571k70
23Gemini 3.6 Flash [high]46.7%$4.4296k117
24GLM 5.2 [max]43.8%$3.9278k129
25Gemini 3.5 Flash [high]36.1%$3.4576k105
26Kimi K2.7 Code30.5%$2.8259k149
27Claude Sonnet 4.6 [high]29.9%$5.5276k134
28Gemini 3.1 Pro [high]11.7%$2.1428k76

“Best per model” shows each model’s highest source-matched Pass@1 in this capture; switch to all effort levels to see every retained configuration. Efforts differ across models, so this view is not a comparison at matched effort. The source was generated September 22 and captured October 1. Small gaps may not be statistically meaningful — confirm on deepswe.datacurve.ai.

Head to head

Featured model comparisons

A deliberately small set of high-intent head-to-head guides. Use the two-model selector above for the wider catalog.

How these comparisons are built

Every page renders from the same checked catalog dataset rather than a written template.

A comparison only exists where the underlying numbers differ. Figures we could not confirm from the provider are shown as Not verified rather than estimated, because a wrong price is more damaging than a missing one.

Benchmark results carry their source and its publication or capture date. That date is not necessarily the date a benchmark was run; check the linked source for explicit measurement details.

Picking a tier

The tier usually matters more than the brand.

FrontierBalancedBudget

Frontier tiers earn their price on hard reasoning and long agentic tasks. For classification, extraction and summarization — most production volume — a budget tier is usually indistinguishable in output and several times cheaper.

Output tokens cost three to five times input across almost every provider here, so generation length drives the bill far more than prompt size.

Common questions

Questions about this model catalog

Answered from the verified figures on this page rather than general guidance.

What is AI Choice Engine’s model catalog?
It is a dated comparison of API models on USD token price, context window, reasoning levels, and attributed public benchmarks. Unverified fields are labelled rather than invented.
How do you verify AI model prices?
Each profile has a verifiedAt date. Prices are standard-tier USD per million tokens, excluding batch and cache discounts. Check the provider before committing spend.
Where do DeepSWE scores come from?
Public DeepSWE 1.1 figures are mirrored from deepswe.datacurve.ai. Vendor-only scores that are not on that board stay in the watch-out, not on the public table.
Which AI model is cheapest for coding right now?
There is no single cheapest coding model. Sort the catalog by input price and read DeepSWE cost per completed task — a slightly slower model at a fraction of the $/task is often the better build.
Is Cursor an AI model on this page?
No. Cursor is a coding harness. Compare models here and compare Cursor, Claude Code, Copilot, and similar products on /ai-harnesses.