{"run":{"id":2067,"source_url":"https://artificialanalysis.ai/models","status":"success","started_at":"2026-09-06T03:00:19.530Z","completed_at":"2026-09-06T03:00:20.533Z","duration_ms":1003,"http_status":200,"html_bytes":1376536,"html_sha256":"1865d79b798a26d595f703c852af998dde58320f168a2672259c8d34051c9d45","html_gzip_bytes":125894,"raw_html_encoding":"gzip-base64-chunks","parser_version":"aa-next-rsc-manifest-aes-gcm-v5","model_count":643,"result_count":53,"error":null,"default_winner_model_key":"claude-fable-5-1"},"options":{"mode":"intelligence","calc":"raw","sort":"score","costWeight":10,"costFloor":0.01,"costPower":1,"frontierOnly":false,"frontierMetric":"cost","limit":100},"effectiveSortBy":"score","topQualityModel":{"modelKey":"claude-fable-5-1","sourceId":"3e87c73e-a257-495e-9730-367a66229811","slug":"claude-fable-5-1","name":"Claude Fable 5.1 (Adaptive Reasoning, Max Effort, Default Fallback)","shortName":"Claude Fable 5.1 (max with fallback)","creatorName":"Anthropic","creatorSlug":"anthropic","releaseDate":"2026-09-01","cutoffDate":null,"totalCost":10815.699875474249,"inputCost":2875.1484762797236,"outputCost":7940.5513991945245,"reasoningCost":6612.812566160175,"answerCost":1327.7388330343497,"costPerTask":6.116914552058163,"inputCostPerTask":2.950897829063395,"outputCostPerTask":3.166016722994767,"reasoningCostPerTask":1.8975291519660678,"answerCostPerTask":1.2684875710286994,"timePerTask":588.7615042006879,"intelligence":56.7580864237761,"agentic":null,"mmmu":null,"priceInput1m":10,"priceOutput1m":50,"activeParams":null,"isOpenWeights":false,"isReasoning":true,"rawResultJson":"{}","quality":56.7580864237761,"costForScoring":6.116914552058163,"costPenalty":27.865324138264242,"pointsPerK":9278.875148693824,"costPerQuality":0.1077716839568392,"deltaTop":0,"costVsTop":1,"calculated":56.7580864237761,"frontier":true},"rows":[{"modelKey":"claude-fable-5-1","sourceId":"3e87c73e-a257-495e-9730-367a66229811","slug":"claude-fable-5-1","name":"Claude Fable 5.1 (Adaptive Reasoning, Max Effort, Default Fallback)","shortName":"Claude Fable 5.1 (max with fallback)","creatorName":"Anthropic","creatorSlug":"anthropic","releaseDate":"2026-09-01","cutoffDate":null,"totalCost":10815.699875474249,"inputCost":2875.1484762797236,"outputCost":7940.5513991945245,"reasoningCost":6612.812566160175,"answerCost":1327.7388330343497,"costPerTask":6.116914552058163,"inputCostPerTask":2.950897829063395,"outputCostPerTask":3.166016722994767,"reasoningCostPerTask":1.8975291519660678,"answerCostPerTask":1.2684875710286994,"timePerTask":588.7615042006879,"intelligence":56.7580864237761,"agentic":null,"mmmu":null,"priceInput1m":10,"priceOutput1m":50,"activeParams":null,"isOpenWeights":false,"isReasoning":true,"rawResultJson":"{}","quality":56.7580864237761,"costForScoring":6.116914552058163,"costPenalty":27.865324138264242,"pointsPerK":9278.875148693824,"costPerQuality":0.1077716839568392,"deltaTop":0,"costVsTop":1,"calculated":56.7580864237761,"frontier":true},{"modelKey":"gpt-6-astra","sourceId":"2f339a97-9a0d-499a-9cb5-e0db665bfa25","slug":"gpt-6-astra","name":"GPT-6 Astra (max)","shortName":"GPT-6 Astra (max)","creatorName":"OpenAI","creatorSlug":"openai","releaseDate":"2026-09-03","cutoffDate":"2026-04-30","totalCost":4063.7724324622513,"inputCost":1615.0019824622511,"outputCost":2448.77045,"reasoningCost":1994.1996,"answerCost":454.57085,"costPerTask":2.56731851528698,"inputCostPerTask":1.5180511717818186,"outputCostPerTask":1.0492673435051616,"reasoningCostPerTask":0.6306898291573949,"answerCostPerTask":0.41857751434776663,"timePerTask":301.28516851679916,"intelligence":54.6573323423926,"agentic":null,"mmmu":0.86878612716763,"priceInput1m":10,"priceOutput1m":50,"activeParams":null,"isOpenWeights":false,"isReasoning":true,"rawResultJson":"{}","quality":54.6573323423926,"costForScoring":2.56731851528698,"costPenalty":24.09479752913842,"pointsPerK":21289.657678600466,"costPerQuality":0.046971163890773174,"deltaTop":-2.1007540813834993,"costVsTop":0.4197080886838859,"calculated":54.6573323423926,"frontier":true},{"modelKey":"gpt-6-astra-xhigh","sourceId":"1f541ef3-913f-4eb2-9d07-0e93c7a9a5e3","slug":"gpt-6-astra-xhigh","name":"GPT-6 Astra (xhigh)","shortName":"GPT-6 Astra (xhigh)","creatorName":"OpenAI","creatorSlug":"openai","releaseDate":"2026-09-03","cutoffDate":"2026-04-30","totalCost":2778.3041048207733,"inputCost":1302.5660048207733,"outputCost":1475.7381,"reasoningCost":1100.8221,"answerCost":374.916,"costPerTask":1.8473482910979575,"inputCostPerTask":1.189868603674968,"outputCostPerTask":0.6574796874229898,"reasoningCostPerTask":0.31881172513508355,"answerCostPerTask":0.33866796228790624,"timePerTask":204.67692226655123,"intelligence":54.3148645943349,"agentic":null,"mmmu":0.86242774566474,"priceInput1m":10,"priceOutput1m":50,"activeParams":null,"isOpenWeights":false,"isReasoning":true,"rawResultJson":"{}","quality":54.3148645943349,"costForScoring":1.8473482910979575,"costPenalty":22.665487831727823,"pointsPerK":29401.52913019627,"costPerQuality":0.03401183644468918,"deltaTop":-2.4432218294411996,"costVsTop":0.3020065550002458,"calculated":54.3148645943349,"frontier":true},{"modelKey":"claude-opus-5","sourceId":"b8fc61f7-5e9a-49e6-8547-6ac56db24627","slug":"claude-opus-5","name":"Claude Opus 5 (Adaptive Reasoning, Max Effort)","shortName":"Claude Opus 5 (max)","creatorName":"Anthropic","creatorSlug":"anthropic","releaseDate":"2026-07-24","cutoffDate":null,"totalCost":5545.570014220281,"inputCost":2626.648414220281,"outputCost":2918.9216,"reasoningCost":2243.55495,"answerCost":675.3666499999999,"costPerTask":4.205326614620495,"inputCostPerTask":2.7931046644324207,"outputCostPerTask":1.4122219501880746,"reasoningCostPerTask":0.8035481682795531,"answerCostPerTask":0.6086737819085212,"timePerTask":606.5066732810146,"intelligence":54.0539443539342,"agentic":null,"mmmu":0.847398843930636,"priceInput1m":5,"priceOutput1m":25,"activeParams":null,"isOpenWeights":false,"isReasoning":true,"rawResultJson":"{}","quality":54.0539443539342,"costForScoring":4.205326614620495,"costPenalty":26.237997317436438,"pointsPerK":12853.685172991547,"costPerQuality":0.0777987002592239,"deltaTop":-2.7041420698419003,"costVsTop":0.687491476107922,"calculated":54.0539443539342,"frontier":false},{"modelKey":"claude-opus-5-xhigh","sourceId":"1305c921-7aaa-4d6d-99b5-99b3acf15e19","slug":"claude-opus-5-xhigh","name":"Claude Opus 5 (Adaptive Reasoning, Xhigh Effort)","shortName":"Claude Opus 5 (xhigh)","creatorName":"Anthropic","creatorSlug":"anthropic","releaseDate":"2026-07-24","cutoffDate":null,"totalCost":4299.216664960899,"inputCost":2056.090189960899,"outputCost":2243.126475,"reasoningCost":1673.143725,"answerCost":569.98275,"costPerTask":3.358563065365869,"inputCostPerTask":2.202792507933362,"outputCostPerTask":1.1557705574325063,"reasoningCostPerTask":0.6368695466595377,"answerCostPerTask":0.518901010772969,"timePerTask":503.56865829397424,"intelligence":53.3699026217041,"agentic":null,"mmmu":0.839884393063584,"priceInput1m":5,"priceOutput1m":25,"activeParams":null,"isOpenWeights":false,"isReasoning":true,"rawResultJson":"{}","quality":53.3699026217041,"costForScoring":3.358563065365869,"costPenalty":25.261535076691754,"pointsPerK":15890.695390556912,"costPerQuality":0.06292990806395124,"deltaTop":-3.3881838020719997,"costVsTop":0.5490616285028553,"calculated":53.3699026217041,"frontier":false},{"modelKey":"gpt-6-astra-high","sourceId":"e05a4828-0536-4876-870d-a235023f992b","slug":"gpt-6-astra-high","name":"GPT-6 Astra (high)","shortName":"GPT-6 Astra (high)","creatorName":"OpenAI","creatorSlug":"openai","releaseDate":"2026-09-03","cutoffDate":"2026-04-30","totalCost":2038.9526051984853,"inputCost":1090.8747551984854,"outputCost":948.0778499999999,"reasoningCost":624.3245499999999,"answerCost":323.7533,"costPerTask":1.4110209802305576,"inputCostPerTask":0.9595014531110433,"outputCostPerTask":0.45151952711951454,"reasoningCostPerTask":0.1685387337775586,"answerCostPerTask":0.2829807933419559,"timePerTask":152.33850059326556,"intelligence":53.3589099296435,"agentic":null,"mmmu":0.864161849710983,"priceInput1m":10,"priceOutput1m":50,"activeParams":null,"isOpenWeights":false,"isReasoning":true,"rawResultJson":"{}","quality":53.3589099296435,"costForScoring":1.4110209802305576,"costPenalty":21.495334712530155,"pointsPerK":37815.81611984591,"costPerQuality":0.026443961881737504,"deltaTop":-3.399176494132597,"costVsTop":0.23067528052288883,"calculated":53.3589099296435,"frontier":true},{"modelKey":"claude-fable-5","sourceId":"cd55210d-358e-4df1-ba9c-9acb5f186cc9","slug":"claude-fable-5","name":"Claude Fable 5 (Adaptive Reasoning, Max Effort, Opus 4.8 Fallback)","shortName":"Claude Fable 5 (with fallback)","creatorName":"Anthropic","creatorSlug":"anthropic","releaseDate":"2026-06-09","cutoffDate":null,"totalCost":7603.217827943243,"inputCost":2992.620073793243,"outputCost":4610.59775415,"reasoningCost":3782.7208966499998,"answerCost":827.8768574999999,"costPerTask":5.617507467773857,"inputCostPerTask":3.2146195921313865,"outputCostPerTask":2.4028878756424703,"reasoningCostPerTask":1.604621406308883,"answerCostPerTask":0.7982664693335866,"timePerTask":438.51415687615656,"intelligence":53.1913169443817,"agentic":null,"mmmu":null,"priceInput1m":10,"priceOutput1m":50,"activeParams":null,"isOpenWeights":false,"isReasoning":true,"rawResultJson":"{}","quality":53.1913169443817,"costForScoring":5.617507467773857,"costPenalty":27.49543658431767,"pointsPerK":9468.846681473253,"costPerQuality":0.10560948272154413,"deltaTop":-3.5667694793944023,"costVsTop":0.9183563739473407,"calculated":53.1913169443817,"frontier":false},{"modelKey":"muse-spark-1-3","sourceId":"58a40aba-a44f-457f-9cca-75b43d4e6934","slug":"muse-spark-1-3","name":"Muse Spark 1.3 (max)","shortName":"Muse Spark 1.3 (max)","creatorName":"Meta","creatorSlug":"meta","releaseDate":"2026-09-02","cutoffDate":null,"totalCost":1340.74995541,"inputCost":800.17350891,"outputCost":540.5764465,"reasoningCost":446.16383125,"answerCost":94.41261525,"costPerTask":0.9587870562431213,"inputCostPerTask":0.7838528479521418,"outputCostPerTask":0.17493420829097966,"reasoningCostPerTask":0.09009285016905096,"answerCostPerTask":0.08484135812192872,"timePerTask":215.12304385927766,"intelligence":52.953112358762,"agentic":null,"mmmu":null,"priceInput1m":1.25,"priceOutput1m":4.25,"activeParams":null,"isOpenWeights":false,"isReasoning":true,"rawResultJson":"{}","quality":52.953112358762,"costForScoring":0.9587870562431213,"costPenalty":19.817221623660675,"pointsPerK":55229.27329270764,"costPerQuality":0.01810633999654741,"deltaTop":-3.8049740650141004,"costVsTop":0.15674357522625806,"calculated":52.953112358762,"frontier":true},{"modelKey":"gpt-6-astra-medium","sourceId":"e97a4ef5-e817-480e-9595-12f81dc4974f","slug":"gpt-6-astra-medium","name":"GPT-6 Astra (medium)","shortName":"GPT-6 Astra (medium)","creatorName":"OpenAI","creatorSlug":"openai","releaseDate":"2026-09-03","cutoffDate":"2026-04-30","totalCost":1558.6645725100495,"inputCost":941.8060225100496,"outputCost":616.8585499999999,"reasoningCost":339.052,"answerCost":277.80654999999996,"costPerTask":1.1612346511335152,"inputCostPerTask":0.826340835968866,"outputCostPerTask":0.3348938151646492,"reasoningCostPerTask":0.09333542295283466,"answerCostPerTask":0.24155839221181452,"timePerTask":114.18104956229125,"intelligence":52.2467486663733,"agentic":null,"mmmu":0.850867052023121,"priceInput1m":10,"priceOutput1m":50,"activeParams":null,"isOpenWeights":false,"isReasoning":true,"rawResultJson":"{}","quality":52.2467486663733,"costForScoring":1.1612346511335152,"costPenalty":20.649199866597634,"pointsPerK":44992.41270089014,"costPerQuality":0.022225969668441804,"deltaTop":-4.511337757402799,"costVsTop":0.1898399333930198,"calculated":52.2467486663733,"frontier":false},{"modelKey":"claude-opus-5-high","sourceId":"712be54a-77ae-41b2-9a58-21181479d6ee","slug":"claude-opus-5-high","name":"Claude Opus 5 (Adaptive Reasoning, High Effort)","shortName":"Claude Opus 5 (high)","creatorName":"Anthropic","creatorSlug":"anthropic","releaseDate":"2026-07-24","cutoffDate":null,"totalCost":3016.1037144050624,"inputCost":1449.2035644050627,"outputCost":1566.90015,"reasoningCost":1115.8055,"answerCost":451.09465,"costPerTask":2.4436080878708295,"inputCostPerTask":1.5742826464520254,"outputCostPerTask":0.8693254414188043,"reasoningCostPerTask":0.45027274492389424,"answerCostPerTask":0.41905269649491006,"timePerTask":402.23211366757664,"intelligence":52.0304414837434,"agentic":null,"mmmu":0.824277456647399,"priceInput1m":5,"priceOutput1m":25,"activeParams":null,"isOpenWeights":false,"isReasoning":true,"rawResultJson":"{}","quality":52.0304414837434,"costForScoring":2.4436080878708295,"costPenalty":23.880315538932095,"pointsPerK":21292.46573622151,"costPerQuality":0.04696496931770837,"deltaTop":-4.727644940032697,"costVsTop":0.39948377030191257,"calculated":52.0304414837434,"frontier":false},{"modelKey":"muse-spark-1-3-xhigh","sourceId":"d5170215-69be-4129-849b-26d8d8825bfc","slug":"muse-spark-1-3-xhigh","name":"Muse Spark 1.3 (xhigh)","shortName":"Muse Spark 1.3 (xhigh)","creatorName":"Meta","creatorSlug":"meta","releaseDate":"2026-09-02","cutoffDate":null,"totalCost":1129.3595906200003,"inputCost":665.0619231200003,"outputCost":464.29766750000005,"reasoningCost":382.6538755,"answerCost":81.643792,"costPerTask":0.8398907914894004,"inputCostPerTask":0.6901810852837709,"outputCostPerTask":0.14970970620562946,"reasoningCostPerTask":0.07760332048961369,"answerCostPerTask":0.07210638571601576,"timePerTask":247.58662537495135,"intelligence":51.5529761088958,"agentic":null,"mmmu":0.820231213872832,"priceInput1m":1.25,"priceOutput1m":4.25,"activeParams":null,"isOpenWeights":false,"isReasoning":true,"rawResultJson":"{}","quality":51.5529761088958,"costForScoring":0.8398907914894004,"costPenalty":19.24222819708429,"pointsPerK":61380.57070190703,"costPerQuality":0.016291800297140786,"deltaTop":-5.205110314880301,"costVsTop":0.13730628151521287,"calculated":51.5529761088958,"frontier":true},{"modelKey":"gpt-5-6-sol","sourceId":"d93edfe8-bf35-49ad-b56e-b18116142a1c","slug":"gpt-5-6-sol","name":"GPT-5.6 Sol (max)","shortName":"GPT-5.6 Sol (max)","creatorName":"OpenAI","creatorSlug":"openai","releaseDate":"2026-07-09","cutoffDate":null,"totalCost":2463.556974623001,"inputCost":940.709614623001,"outputCost":1522.84736,"reasoningCost":1325.26028,"answerCost":197.58708,"costPerTask":1.249461174892833,"inputCostPerTask":0.7946443654794888,"outputCostPerTask":0.4548168094133444,"reasoningCostPerTask":0.28241539559063095,"answerCostPerTask":0.17240141382271337,"timePerTask":246.60335561652016,"intelligence":51.2551933761681,"agentic":null,"mmmu":0.834104046242775,"priceInput1m":4,"priceOutput1m":20,"activeParams":null,"isOpenWeights":false,"isReasoning":true,"rawResultJson":"{}","quality":51.2551933761681,"costForScoring":1.249461174892833,"costPenalty":20.96722765631118,"pointsPerK":41021.837577757695,"costPerQuality":0.024377259992424287,"deltaTop":-5.502893047607998,"costVsTop":0.2042633037063475,"calculated":51.2551933761681,"frontier":false},{"modelKey":"grok-4-6","sourceId":"c8adc5cf-fd5a-407b-af51-dc3bede3e49c","slug":"grok-4-6","name":"Grok 4.6 (high)","shortName":"Grok 4.6 (high)","creatorName":"SpaceXAI","creatorSlug":"xai","releaseDate":"2026-08-12","cutoffDate":null,"totalCost":1632.1252290859607,"inputCost":1158.0563910859605,"outputCost":474.068838,"reasoningCost":382.52434200000005,"answerCost":91.544496,"costPerTask":1.253554997808662,"inputCostPerTask":1.0823136761427032,"outputCostPerTask":0.1712413216659585,"reasoningCostPerTask":0.08772524864756243,"answerCostPerTask":0.08351607301839611,"timePerTask":451.981410018739,"intelligence":50.5767541460746,"agentic":null,"mmmu":null,"priceInput1m":2,"priceOutput1m":6,"activeParams":null,"isOpenWeights":false,"isReasoning":true,"rawResultJson":"{}","quality":50.5767541460746,"costForScoring":1.253554997808662,"costPenalty":20.981433927185247,"pointsPerK":40346.65749367819,"costPerQuality":0.024785200611889283,"deltaTop":-6.1813322777015,"costVsTop":0.20493256643365687,"calculated":50.5767541460746,"frontier":false},{"modelKey":"kimi-k3","sourceId":"f7d2fc3e-1f7b-405f-818c-07952a4af78f","slug":"kimi-k3","name":"Kimi K3 (max)","shortName":"Kimi K3 (max)","creatorName":"Kimi","creatorSlug":"kimi","releaseDate":"2026-07-16","cutoffDate":null,"totalCost":3069.5445716507556,"inputCost":931.6509116507559,"outputCost":2137.8936599999997,"reasoningCost":1937.4719699999998,"answerCost":200.42169,"costPerTask":1.576438869982937,"inputCostPerTask":1.0080428888576618,"outputCostPerTask":0.5683959811252759,"reasoningCostPerTask":0.3704532518307219,"answerCostPerTask":0.19794272929455384,"timePerTask":851.5504922240063,"intelligence":50.2337145305853,"agentic":null,"mmmu":0.805202312138728,"priceInput1m":3,"priceOutput1m":15,"activeParams":104,"isOpenWeights":true,"isReasoning":true,"rawResultJson":"{}","quality":50.2337145305853,"costForScoring":1.576438869982937,"costPenalty":21.97677134650165,"pointsPerK":31865.310788187442,"costPerQuality":0.031382088398481986,"deltaTop":-6.524371893190796,"costVsTop":0.25771798127415585,"calculated":50.2337145305853,"frontier":false},{"modelKey":"gpt-5-6-sol-xhigh","sourceId":"d998db47-9b67-4727-a2bb-2e1261020ac0","slug":"gpt-5-6-sol-xhigh","name":"GPT-5.6 Sol (xhigh)","shortName":"GPT-5.6 Sol (xhigh)","creatorName":"OpenAI","creatorSlug":"openai","releaseDate":"2026-07-09","cutoffDate":null,"totalCost":1458.7511276532796,"inputCost":657.2921476532795,"outputCost":801.45898,"reasoningCost":634.88386,"answerCost":166.57512,"costPerTask":0.8890564320778168,"inputCostPerTask":0.5829183839065606,"outputCostPerTask":0.30613804817125595,"reasoningCostPerTask":0.16121923032814248,"answerCostPerTask":0.1449188178431135,"timePerTask":188.76806907098288,"intelligence":49.8448226160266,"agentic":null,"mmmu":0.826589595375723,"priceInput1m":4,"priceOutput1m":20,"activeParams":null,"isOpenWeights":false,"isReasoning":true,"rawResultJson":"{}","quality":49.8448226160266,"costForScoring":0.8890564320778168,"costPenalty":19.489293283067326,"pointsPerK":56064.85799729731,"costPerQuality":0.017836485023260143,"deltaTop":-6.913263807749502,"costVsTop":0.14534393516722827,"calculated":49.8448226160266,"frontier":false},{"modelKey":"claude-opus-5-medium","sourceId":"ff51be8f-e362-4a7e-9043-687ba15de207","slug":"claude-opus-5-medium","name":"Claude Opus 5 (Adaptive Reasoning, Medium Effort)","shortName":"Claude Opus 5 (medium)","creatorName":"Anthropic","creatorSlug":"anthropic","releaseDate":"2026-07-24","cutoffDate":null,"totalCost":1688.4396637740583,"inputCost":810.7863387740584,"outputCost":877.653325,"reasoningCost":584.421125,"answerCost":293.23220000000003,"costPerTask":1.3613662506367379,"inputCostPerTask":0.8376024240930965,"outputCostPerTask":0.5237638265436411,"reasoningCostPerTask":0.25211987483942966,"answerCostPerTask":0.2716439517042114,"timePerTask":240.85065724982348,"intelligence":49.5216376530066,"agentic":null,"mmmu":0.816184971098266,"priceInput1m":5,"priceOutput1m":25,"activeParams":null,"isOpenWeights":false,"isReasoning":true,"rawResultJson":"{}","quality":49.5216376530066,"costForScoring":1.3613662506367379,"costPenalty":21.339749798928544,"pointsPerK":36376.425249152715,"costPerQuality":0.027490331805577625,"deltaTop":-7.236448770769499,"costVsTop":0.2225576700558418,"calculated":49.5216376530066,"frontier":false},{"modelKey":"gpt-6-astra-low","sourceId":"a3f8100d-e38f-408b-b0fa-0085dae18dc1","slug":"gpt-6-astra-low","name":"GPT-6 Astra (low)","shortName":"GPT-6 Astra (low)","creatorName":"OpenAI","creatorSlug":"openai","releaseDate":"2026-09-03","cutoffDate":"2026-04-30","totalCost":872.7951498252812,"inputCost":605.2104998252812,"outputCost":267.58465,"reasoningCost":94.2739,"answerCost":173.31075,"costPerTask":0.6310043447720995,"inputCostPerTask":0.48491901929778686,"outputCostPerTask":0.14608532547431258,"reasoningCostPerTask":0.018098312296402796,"answerCostPerTask":0.12798701317790978,"timePerTask":50.572221193633546,"intelligence":49.3199050865629,"agentic":null,"mmmu":0.846242774566474,"priceInput1m":10,"priceOutput1m":50,"activeParams":null,"isOpenWeights":false,"isReasoning":true,"rawResultJson":"{}","quality":49.3199050865629,"costForScoring":0.6310043447720995,"costPenalty":18.000323495833605,"pointsPerK":78160.9595800419,"costPerQuality":0.01279411109296752,"deltaTop":-7.4381813372132015,"costVsTop":0.10315729268439511,"calculated":49.3199050865629,"frontier":true},{"modelKey":"glm-5-3","sourceId":"cd684ea4-b475-4269-b001-d469d06d8a7a","slug":"glm-5-3","name":"GLM-5.3 (max)","shortName":"GLM-5.3 (max)","creatorName":"Z AI","creatorSlug":"zai","releaseDate":"2026-08-18","cutoffDate":null,"totalCost":1762.237243265648,"inputCost":962.982452865648,"outputCost":799.2547904,"reasoningCost":708.5327656000001,"answerCost":90.72202480000001,"costPerTask":1.259358421641291,"inputCostPerTask":1.0200436664685564,"outputCostPerTask":0.23931475517273443,"reasoningCostPerTask":0.15869857981892083,"answerCostPerTask":0.0806161753538136,"timePerTask":447.79527164843677,"intelligence":48.5840319700216,"agentic":null,"mmmu":null,"priceInput1m":1.4,"priceOutput1m":4.4,"activeParams":40,"isOpenWeights":true,"isReasoning":true,"rawResultJson":"{}","quality":48.5840319700216,"costForScoring":1.259358421641291,"costPenalty":21.00149350749564,"pointsPerK":38578.39923498762,"costPerQuality":0.02592124141566448,"deltaTop":-8.1740544537545,"costVsTop":0.2058813166218831,"calculated":48.5840319700216,"frontier":false},{"modelKey":"gpt-5-6-sol-high","sourceId":"8afc250d-b538-45a2-812a-4605f4ffd87e","slug":"gpt-5-6-sol-high","name":"GPT-5.6 Sol (high)","shortName":"GPT-5.6 Sol (high)","creatorName":"OpenAI","creatorSlug":"openai","releaseDate":"2026-07-09","cutoffDate":null,"totalCost":952.6449017700347,"inputCost":463.8247217700347,"outputCost":488.82018,"reasoningCost":355.29294,"answerCost":133.52724,"costPerTask":0.6145013819157171,"inputCostPerTask":0.40958396456708573,"outputCostPerTask":0.20491741734863134,"reasoningCostPerTask":0.09126721299069748,"answerCostPerTask":0.11365020435793385,"timePerTask":135.3061979743491,"intelligence":48.2978520993393,"agentic":null,"mmmu":0.81849710982659,"priceInput1m":4,"priceOutput1m":20,"activeParams":null,"isOpenWeights":false,"isReasoning":true,"rawResultJson":"{}","quality":48.2978520993393,"costForScoring":0.6145013819157171,"costPenalty":17.88522863882677,"pointsPerK":78596.8160865156,"costPerQuality":0.012723161697787453,"deltaTop":-8.460234324436797,"costVsTop":0.10045936994639812,"calculated":48.2978520993393,"frontier":true},{"modelKey":"gpt-6-astra-non-reasoning","sourceId":"21a0a2f6-bc72-40d2-80db-ea4e66b02b90","slug":"gpt-6-astra-non-reasoning","name":"GPT-6 Astra (Non-reasoning)","shortName":"GPT-6 Astra (Non-reasoning)","creatorName":"OpenAI","creatorSlug":"openai","releaseDate":"2026-09-03","cutoffDate":"2026-04-30","totalCost":1631.1926945977325,"inputCost":1281.4285945977326,"outputCost":349.7641,"reasoningCost":0,"answerCost":349.7641,"costPerTask":1.4232691986845551,"inputCostPerTask":1.112092696629677,"outputCostPerTask":0.31117650205487835,"reasoningCostPerTask":0,"answerCostPerTask":0.31117650205487835,"timePerTask":null,"intelligence":47.8462356691364,"agentic":null,"mmmu":0.820231213872832,"priceInput1m":10,"priceOutput1m":50,"activeParams":null,"isOpenWeights":false,"isReasoning":false,"rawResultJson":"{}","quality":47.8462356691364,"costForScoring":1.4232691986845551,"costPenalty":21.532870507843242,"pointsPerK":33617.13702043007,"costPerQuality":0.029746733024655615,"deltaTop":-8.911850754639701,"costVsTop":0.23267763290982488,"calculated":47.8462356691364,"frontier":false},{"modelKey":"gemini-3-8-flash","sourceId":"8a999846-4c1d-4ce7-a8b7-1310a7166fd7","slug":"gemini-3-8-flash","name":"Gemini 3.8 Flash (high)","shortName":"Gemini 3.8 Flash (high)","creatorName":"Google","creatorSlug":"google","releaseDate":"2026-09-02","cutoffDate":null,"totalCost":1077.953925327713,"inputCost":565.9292703277129,"outputCost":512.024655,"reasoningCost":403.27289625000003,"answerCost":108.75175875,"costPerTask":0.7379692847501259,"inputCostPerTask":0.5255360625188987,"outputCostPerTask":0.21243322223122735,"reasoningCostPerTask":0.12451618835560602,"answerCostPerTask":0.08791703387562137,"timePerTask":182.25190995070886,"intelligence":47.0713231150669,"agentic":null,"mmmu":0.85606936416185,"priceInput1m":0.75,"priceOutput1m":3.75,"activeParams":null,"isOpenWeights":false,"isReasoning":true,"rawResultJson":"{}","quality":47.0713231150669,"costForScoring":0.7379692847501259,"costPenalty":18.680382862930557,"pointsPerK":63784.93534592717,"costPerQuality":0.015677683054418152,"deltaTop":-9.686763308709196,"costVsTop":0.1206440401397827,"calculated":47.0713231150669,"frontier":false},{"modelKey":"qwen3-8-max","sourceId":"5e5b4ce7-bc54-47b2-b911-21b9cad8394c","slug":"qwen3-8-max","name":"Qwen3.8 Max","shortName":"Qwen3.8 Max","creatorName":"Alibaba","creatorSlug":"alibaba","releaseDate":"2026-08-03","cutoffDate":null,"totalCost":1937.4959677759869,"inputCost":1019.0064457759868,"outputCost":918.4895220000001,"reasoningCost":806.800332,"answerCost":111.68919000000001,"costPerTask":1.1876933515414076,"inputCostPerTask":0.9208829643033858,"outputCostPerTask":0.2668103872380221,"reasoningCostPerTask":0.18582231935201596,"answerCostPerTask":0.08098806788600621,"timePerTask":796.7340603676842,"intelligence":46.9057464193788,"agentic":null,"mmmu":0.823121387283237,"priceInput1m":2,"priceOutput1m":6,"activeParams":null,"isOpenWeights":false,"isReasoning":true,"rawResultJson":"{}","quality":46.9057464193788,"costForScoring":1.1876933515414076,"costPenalty":20.74704325389135,"pointsPerK":39493.1455653126,"costPerQuality":0.025320849623037232,"deltaTop":-9.852340004397298,"costVsTop":0.19416543118814428,"calculated":46.9057464193788,"frontier":false},{"modelKey":"muse-spark-1-2","sourceId":"04ee6719-0327-463b-a1a1-70a6a78254f9","slug":"muse-spark-1-2","name":"Muse Spark 1.2 (xhigh)","shortName":"Muse Spark 1.2 (xhigh)","creatorName":"Meta","creatorSlug":"meta","releaseDate":"2026-08-05","cutoffDate":null,"totalCost":821.66668568,"inputCost":387.68638043000004,"outputCost":433.98030525,"reasoningCost":338.5180335,"answerCost":95.46227175,"costPerTask":0.5453427004683264,"inputCostPerTask":0.38546811587201335,"outputCostPerTask":0.1598745845963131,"reasoningCostPerTask":0.07738882605584067,"answerCostPerTask":0.08248575854047242,"timePerTask":124.73614436553945,"intelligence":46.837245485457,"agentic":null,"mmmu":null,"priceInput1m":1.25,"priceOutput1m":4.25,"activeParams":null,"isOpenWeights":false,"isReasoning":true,"rawResultJson":"{}","quality":46.837245485457,"costForScoring":0.5453427004683264,"costPenalty":17.366695043835524,"pointsPerK":85885.89421887258,"costPerQuality":0.011643355513672463,"deltaTop":-9.920840938319103,"costVsTop":0.08915323171954961,"calculated":46.837245485457,"frontier":true},{"modelKey":"gpt-5-6-terra","sourceId":"bcf8db0a-3bb6-4d82-9516-0f57370c85a6","slug":"gpt-5-6-terra","name":"GPT-5.6 Terra (max)","shortName":"GPT-5.6 Terra (max)","creatorName":"OpenAI","creatorSlug":"openai","releaseDate":"2026-07-09","cutoffDate":null,"totalCost":1713.6124175075552,"inputCost":481.610133507555,"outputCost":1232.0022840000001,"reasoningCost":1118.3043480000001,"answerCost":113.697936,"costPerTask":0.814375986648548,"inputCostPerTask":0.4792099667112248,"outputCostPerTask":0.335166019937323,"reasoningCostPerTask":0.2323870727994783,"answerCostPerTask":0.10277894713784472,"timePerTask":239.5261131894483,"intelligence":46.76875579302,"agentic":null,"mmmu":0.806936416184971,"priceInput1m":2,"priceOutput1m":12,"activeParams":null,"isOpenWeights":false,"isReasoning":true,"rawResultJson":"{}","quality":46.76875579302,"costForScoring":0.814375986648548,"costPenalty":19.1082495922183,"pointsPerK":57428.94751291766,"costPerQuality":0.017412821291476168,"deltaTop":-9.9893306307561,"costVsTop":0.1331350928180833,"calculated":46.76875579302,"frontier":false},{"modelKey":"qwen3-8-2-4t-a95b","sourceId":"8df710d3-9dae-4498-9b4e-9818238e6f31","slug":"qwen3-8-2-4t-a95b","name":"Qwen3.8 2.4T A95B","shortName":"Qwen3.8 2.4T A95B","creatorName":"Alibaba","creatorSlug":"alibaba","releaseDate":"2026-08-12","cutoffDate":null,"totalCost":1779.8651126384202,"inputCost":879.1506206384204,"outputCost":900.714492,"reasoningCost":785.0735099999999,"answerCost":115.640982,"costPerTask":1.097737337024297,"inputCostPerTask":0.7832150510550814,"outputCostPerTask":0.3145222859692156,"reasoningCostPerTask":0.21376792676565132,"answerCostPerTask":0.10075435920356435,"timePerTask":967.9894352573178,"intelligence":46.7402728105642,"agentic":null,"mmmu":null,"priceInput1m":2,"priceOutput1m":6,"activeParams":95,"isOpenWeights":true,"isReasoning":true,"rawResultJson":"{}","quality":46.7402728105642,"costForScoring":1.097737337024297,"costPenalty":20.404984359907804,"pointsPerK":42578.74013583785,"costPerQuality":0.023485899225992268,"deltaTop":-10.0178136132119,"costVsTop":0.17945932180055393,"calculated":46.7402728105642,"frontier":false},{"modelKey":"glm-5-3-flash","sourceId":"19496b81-9f41-4214-a77a-1df803b3c5ae","slug":"glm-5-3-flash","name":"GLM-5.3-Flash","shortName":"GLM-5.3-Flash","creatorName":"Z AI","creatorSlug":"zai","releaseDate":"2026-08-26","cutoffDate":null,"totalCost":219.23164075180046,"inputCost":139.10866275180047,"outputCost":80.12297799999999,"reasoningCost":69.460973,"answerCost":10.662005,"costPerTask":0.18254869918932465,"inputCostPerTask":0.15542071146153294,"outputCostPerTask":0.027127987727791694,"reasoningCostPerTask":0.0179965945821791,"answerCostPerTask":0.009131393145612596,"timePerTask":931.3504376344944,"intelligence":46.2237224739457,"agentic":null,"mmmu":null,"priceInput1m":0.15,"priceOutput1m":0.5,"activeParams":18,"isOpenWeights":true,"isReasoning":true,"rawResultJson":"{}","quality":46.2237224739457,"costForScoring":0.18254869918932465,"costPenalty":12.613787425888898,"pointsPerK":253213.1024719394,"costPerQuality":0.003949242713894784,"deltaTop":-10.5343639498304,"costVsTop":0.02984326454714041,"calculated":46.2237224739457,"frontier":true},{"modelKey":"gpt-5-6-sol-medium","sourceId":"6f174934-5b7d-4333-86cb-f5ebf4a862e3","slug":"gpt-5-6-sol-medium","name":"GPT-5.6 Sol (medium)","shortName":"GPT-5.6 Sol (medium)","creatorName":"OpenAI","creatorSlug":"openai","releaseDate":"2026-07-09","cutoffDate":null,"totalCost":579.6455974448281,"inputCost":307.0592174448281,"outputCost":272.58638,"reasoningCost":175.22388,"answerCost":97.3625,"costPerTask":0.36714845344225533,"inputCostPerTask":0.2515398078086029,"outputCostPerTask":0.11560864563365245,"reasoningCostPerTask":0.03747609120194224,"answerCostPerTask":0.0781325544317102,"timePerTask":75.71188688689139,"intelligence":45.9687360226153,"agentic":null,"mmmu":0.813872832369942,"priceInput1m":4,"priceOutput1m":20,"activeParams":null,"isOpenWeights":false,"isReasoning":true,"rawResultJson":"{}","quality":45.9687360226153,"costForScoring":0.36714845344225533,"costPenalty":15.648417031473766,"pointsPerK":125204.76551549797,"costPerQuality":0.007986916439504206,"deltaTop":-10.789350401160796,"costVsTop":0.060021837859206416,"calculated":45.9687360226153,"frontier":false},{"modelKey":"grok-4-5","sourceId":"794f69b5-cede-482b-b1cc-d769478497cd","slug":"grok-4-5","name":"Grok 4.5 (high)","shortName":"Grok 4.5 (high)","creatorName":"SpaceXAI","creatorSlug":"xai","releaseDate":"2026-07-08","cutoffDate":null,"totalCost":759.0140133059358,"inputCost":373.8111093059358,"outputCost":385.202904,"reasoningCost":310.781796,"answerCost":74.421108,"costPerTask":0.4341502157282232,"inputCostPerTask":0.3146059278363451,"outputCostPerTask":0.1195442878918781,"reasoningCostPerTask":0.05087070737714141,"answerCostPerTask":0.06867358051473665,"timePerTask":348.78084232445724,"intelligence":45.4782280369133,"agentic":null,"mmmu":0.804046242774566,"priceInput1m":2,"priceOutput1m":6,"activeParams":null,"isOpenWeights":false,"isReasoning":true,"rawResultJson":"{}","quality":45.4782280369133,"costForScoring":0.4341502157282232,"costPenalty":16.376400211586603,"pointsPerK":104752.28708715543,"costPerQuality":0.00954633094710367,"deltaTop":-11.279858386862799,"costVsTop":0.07097536054057586,"calculated":45.4782280369133,"frontier":false},{"modelKey":"gemini-3-7-flash","sourceId":"b2331108-72ed-415a-82d1-188633875bbc","slug":"gemini-3-7-flash","name":"Gemini 3.7 Flash (high)","shortName":"Gemini 3.7 Flash (high)","creatorName":"Google","creatorSlug":"google","releaseDate":"2026-08-13","cutoffDate":null,"totalCost":687.9244019289224,"inputCost":392.24176567892243,"outputCost":295.68263625,"reasoningCost":162.47200875,"answerCost":133.21062750000002,"costPerTask":0.54839610704485,"inputCostPerTask":0.3735208696005652,"outputCostPerTask":0.17487523744428476,"reasoningCostPerTask":0.06127021164083751,"answerCostPerTask":0.11360502580344725,"timePerTask":148.94675033061063,"intelligence":45.2420499147757,"agentic":null,"mmmu":0.854913294797688,"priceInput1m":0.75,"priceOutput1m":3.75,"activeParams":null,"isOpenWeights":false,"isReasoning":true,"rawResultJson":"{}","quality":45.2420499147757,"costForScoring":0.54839610704485,"costPenalty":17.39094363158064,"pointsPerK":82498.85317124549,"costPerQuality":0.012121380619973811,"deltaTop":-11.5160365090004,"costVsTop":0.08965240602557227,"calculated":45.2420499147757,"frontier":false},{"modelKey":"claude-sonnet-5","sourceId":"23c86e4a-c769-43c0-a056-79e3cd15834f","slug":"claude-sonnet-5","name":"Claude Sonnet 5 (Adaptive Reasoning, Max Effort)","shortName":"Claude Sonnet 5 (max)","creatorName":"Anthropic","creatorSlug":"anthropic","releaseDate":"2026-06-30","cutoffDate":null,"totalCost":5312.575449839207,"inputCost":2132.1956598392076,"outputCost":3180.37979,"reasoningCost":2924.51894,"answerCost":255.86085,"costPerTask":3.3141161207123186,"inputCostPerTask":2.3933564673282857,"outputCostPerTask":0.9207596533840323,"reasoningCostPerTask":0.6975978642437332,"answerCostPerTask":0.22316178914029927,"timePerTask":714.67780422734,"intelligence":45.1096349266365,"agentic":null,"mmmu":0.772832369942197,"priceInput1m":2,"priceOutput1m":10,"activeParams":null,"isOpenWeights":false,"isReasoning":true,"rawResultJson":"{}","quality":45.1096349266365,"costForScoring":3.3141161207123186,"costPenalty":25.20367721253229,"pointsPerK":13611.362210489135,"costPerQuality":0.0734680324082026,"deltaTop":-11.648451497139597,"costVsTop":0.5417953925148775,"calculated":45.1096349266365,"frontier":false},{"modelKey":"gpt-5-6-terra-xhigh","sourceId":"9e30696f-16fa-4b4f-ba53-161895a85fed","slug":"gpt-5-6-terra-xhigh","name":"GPT-5.6 Terra (xhigh)","shortName":"GPT-5.6 Terra (xhigh)","creatorName":"OpenAI","creatorSlug":"openai","releaseDate":"2026-07-09","cutoffDate":null,"totalCost":805.7493154590375,"inputCost":310.75020345903755,"outputCost":494.99911199999997,"reasoningCost":399.995592,"answerCost":95.00352000000001,"costPerTask":0.5020714467630832,"inputCostPerTask":0.3028554923112148,"outputCostPerTask":0.19921595445186843,"reasoningCostPerTask":0.11480132548723616,"answerCostPerTask":0.08441462896463228,"timePerTask":169.52598385205985,"intelligence":44.3904127497752,"agentic":null,"mmmu":0.794797687861272,"priceInput1m":2,"priceOutput1m":12,"activeParams":null,"isOpenWeights":false,"isReasoning":true,"rawResultJson":"{}","quality":44.3904127497752,"costForScoring":0.5020714467630832,"costPenalty":17.007655233742657,"pointsPerK":88414.5335010897,"costPerQuality":0.011310357702533996,"deltaTop":-12.367673674000898,"costVsTop":0.08207919899651873,"calculated":44.3904127497752,"frontier":false},{"modelKey":"claude-opus-5-low","sourceId":"20928ba9-3a3f-415f-9519-b84ff64ecf34","slug":"claude-opus-5-low","name":"Claude Opus 5 (Adaptive Reasoning, Low Effort)","shortName":"Claude Opus 5 (low)","creatorName":"Anthropic","creatorSlug":"anthropic","releaseDate":"2026-07-24","cutoffDate":null,"totalCost":811.2349532066735,"inputCost":439.85892820667345,"outputCost":371.376025,"reasoningCost":205.544925,"answerCost":165.83110000000002,"costPerTask":0.635750701884044,"inputCostPerTask":0.3870235080705148,"outputCostPerTask":0.24872719381352923,"reasoningCostPerTask":0.10178045963850613,"answerCostPerTask":0.1469467341750231,"timePerTask":118.06080588513952,"intelligence":43.8061783794086,"agentic":null,"mmmu":0.798265895953757,"priceInput1m":5,"priceOutput1m":25,"activeParams":null,"isOpenWeights":false,"isReasoning":true,"rawResultJson":"{}","quality":43.8061783794086,"costForScoring":0.635750701884044,"costPenalty":18.0328684831955,"pointsPerK":68904.64807917508,"costPerQuality":0.01451280904665455,"deltaTop":-12.9519080443675,"costVsTop":0.10393323242845243,"calculated":43.8061783794086,"frontier":false},{"modelKey":"gpt-5-6-luna","sourceId":"426d24c8-49ae-482a-b4a8-20f1c53f21c1","slug":"gpt-5-6-luna","name":"GPT-5.6 Luna (max)","shortName":"GPT-5.6 Luna (max)","creatorName":"OpenAI","creatorSlug":"openai","releaseDate":"2026-07-09","cutoffDate":null,"totalCost":213.82533494603166,"inputCost":54.45589694603166,"outputCost":159.369438,"reasoningCost":147.5751588,"answerCost":11.7942792,"costPerTask":0.09689948478566558,"inputCostPerTask":0.061186595027304225,"outputCostPerTask":0.035712889758361316,"reasoningCostPerTask":0.024188057784417582,"answerCostPerTask":0.011524831973943737,"timePerTask":233.1135828823695,"intelligence":43.4414655969671,"agentic":null,"mmmu":0.785549132947977,"priceInput1m":0.2,"priceOutput1m":1.2,"activeParams":null,"isOpenWeights":false,"isReasoning":true,"rawResultJson":"{}","quality":43.4414655969671,"costForScoring":0.09689948478566558,"costPenalty":9.863214679141576,"pointsPerK":448314.7221376499,"costPerQuality":0.002230575866953041,"deltaTop":-13.316620826809,"costVsTop":0.01584123563620187,"calculated":43.4414655969671,"frontier":true},{"modelKey":"deepseek-v4-pro","sourceId":"83173329-c09a-41f1-a028-a282a5f908d7","slug":"deepseek-v4-pro","name":"DeepSeek V4 Pro 0813 (Reasoning, Max Effort)","shortName":"DeepSeek V4 Pro 0813 (max)","creatorName":"DeepSeek","creatorSlug":"deepseek","releaseDate":"2026-08-13","cutoffDate":null,"totalCost":706.7506839351638,"inputCost":172.0967130951639,"outputCost":534.6539708399999,"reasoningCost":485.11643399999997,"answerCost":49.53753684,"costPerTask":0.3327779885359769,"inputCostPerTask":0.15816241368337514,"outputCostPerTask":0.17461557485260173,"reasoningCostPerTask":0.13204424675505,"answerCostPerTask":0.04257132809755174,"timePerTask":561.3396290588321,"intelligence":42.1132549231516,"agentic":null,"mmmu":null,"priceInput1m":1.32,"priceOutput1m":3.96,"activeParams":49,"isOpenWeights":true,"isReasoning":true,"rawResultJson":"{}","quality":42.1132549231516,"costForScoring":0.3327779885359769,"costPenalty":15.221545923377064,"pointsPerK":126550.60242543266,"costPerQuality":0.007901977397454346,"deltaTop":-14.644831500624498,"costVsTop":0.054402915996923124,"calculated":42.1132549231516,"frontier":false},{"modelKey":"gpt-5-6-luna-xhigh","sourceId":"87110ff0-1f79-41b4-9976-eda250597317","slug":"gpt-5-6-luna-xhigh","name":"GPT-5.6 Luna (xhigh)","shortName":"GPT-5.6 Luna (xhigh)","creatorName":"OpenAI","creatorSlug":"openai","releaseDate":"2026-07-09","cutoffDate":null,"totalCost":119.26040384173955,"inputCost":33.363983841739554,"outputCost":85.89641999999999,"reasoningCost":76.7320008,"answerCost":9.1644192,"costPerTask":0.057387704915564754,"inputCostPerTask":0.03474807089545354,"outputCostPerTask":0.02263963402011122,"reasoningCostPerTask":0.014262611970777538,"answerCostPerTask":0.008377022049333679,"timePerTask":159.1413322751352,"intelligence":41.5752269630656,"agentic":null,"mmmu":0.785549132947977,"priceInput1m":0.2,"priceOutput1m":1.2,"activeParams":null,"isOpenWeights":false,"isReasoning":true,"rawResultJson":"{}","quality":41.5752269630656,"costForScoring":0.057387704915564754,"costPenalty":7.588188565218906,"pointsPerK":724462.2698230527,"costPerQuality":0.0013803341342320647,"deltaTop":-15.182859460710496,"costVsTop":0.009381805880589825,"calculated":41.5752269630656,"frontier":true},{"modelKey":"qwen3-8-27b","sourceId":"b01dee41-c62b-48ed-8d16-984adc405e5c","slug":"qwen3-8-27b","name":"Qwen3.8 27B (xhigh)","shortName":"Qwen3.8 27B (xhigh)","creatorName":"Alibaba","creatorSlug":"alibaba","releaseDate":"2026-08-14","cutoffDate":null,"totalCost":900.359216862,"inputCost":377.485664862,"outputCost":522.873552,"reasoningCost":469.565781,"answerCost":53.307771,"costPerTask":0.5727355343819633,"inputCostPerTask":0.39994000577940875,"outputCostPerTask":0.17279552860255437,"reasoningCostPerTask":0.12499534645220439,"answerCostPerTask":0.04780018215034998,"timePerTask":934.6572139236606,"intelligence":41.4059480116377,"agentic":null,"mmmu":0.763005780346821,"priceInput1m":0.5,"priceOutput1m":3,"activeParams":null,"isOpenWeights":true,"isReasoning":true,"rawResultJson":"{}","quality":41.4059480116377,"costForScoring":0.5727355343819633,"costPenalty":17.579541289964386,"pointsPerK":72295.05683861347,"costPerQuality":0.013832204354335477,"deltaTop":-15.352138412138402,"costVsTop":0.09363144270002179,"calculated":41.4059480116377,"frontier":false},{"modelKey":"gpt-5-6-terra-high","sourceId":"81972fba-1219-477e-bbfb-18c656a63ff7","slug":"gpt-5-6-terra-high","name":"GPT-5.6 Terra (high)","shortName":"GPT-5.6 Terra (high)","creatorName":"OpenAI","creatorSlug":"openai","releaseDate":"2026-07-09","cutoffDate":null,"totalCost":515.7249415513072,"inputCost":203.54311755130723,"outputCost":312.181824,"reasoningCost":239.165076,"answerCost":73.016748,"costPerTask":0.2978604840727988,"inputCostPerTask":0.1790701318854378,"outputCostPerTask":0.11879035218736106,"reasoningCostPerTask":0.05888384569109556,"answerCostPerTask":0.059906506496265485,"timePerTask":103.8124807645094,"intelligence":41.2996792695316,"agentic":null,"mmmu":0.790751445086705,"priceInput1m":2,"priceOutput1m":12,"activeParams":null,"isOpenWeights":false,"isReasoning":true,"rawResultJson":"{}","quality":41.2996792695316,"costForScoring":0.2978604840727988,"costPenalty":14.740128909711478,"pointsPerK":138654.44218991374,"costPerQuality":0.007212174267235586,"deltaTop":-15.458407154244497,"costVsTop":0.04869456349894204,"calculated":41.2996792695316,"frontier":false},{"modelKey":"gpt-5-6-sol-low","sourceId":"0904b596-8932-43bd-9b21-324f128e1723","slug":"gpt-5-6-sol-low","name":"GPT-5.6 Sol (low)","shortName":"GPT-5.6 Sol (low)","creatorName":"OpenAI","creatorSlug":"openai","releaseDate":"2026-07-09","cutoffDate":null,"totalCost":354.8426721265424,"inputCost":206.89117212654241,"outputCost":147.9515,"reasoningCost":81.36728,"answerCost":66.58422,"costPerTask":0.22507131002659145,"inputCostPerTask":0.16197262318173122,"outputCostPerTask":0.06309868684486022,"reasoningCostPerTask":0.013357949894973872,"answerCostPerTask":0.049740736949886365,"timePerTask":43.364690478857135,"intelligence":40.8432310270633,"agentic":null,"mmmu":0.809826589595376,"priceInput1m":4,"priceOutput1m":20,"activeParams":null,"isOpenWeights":false,"isReasoning":true,"rawResultJson":"{}","quality":40.8432310270633,"costForScoring":0.22507131002659145,"costPenalty":13.523201387533463,"pointsPerK":181467.9579651347,"costPerQuality":0.005510614717955493,"deltaTop":-15.914855396712802,"costVsTop":0.0367949083007644,"calculated":40.8432310270633,"frontier":false},{"modelKey":"deepseek-v4-flash","sourceId":"fe4c0848-e284-4e52-a79d-cdc28392f1a9","slug":"deepseek-v4-flash","name":"DeepSeek V4 Flash 0731 (Reasoning, Max Effort)","shortName":"DeepSeek V4 Flash 0731 (max)","creatorName":"DeepSeek","creatorSlug":"deepseek","releaseDate":"2026-07-31","cutoffDate":null,"totalCost":363.4843037210694,"inputCost":78.29987584106937,"outputCost":285.18442788000004,"reasoningCost":265.72508028000004,"answerCost":19.4593476,"costPerTask":0.1397446276128162,"inputCostPerTask":0.06981852540450711,"outputCostPerTask":0.06992610220830905,"reasoningCostPerTask":0.05351375294664207,"answerCostPerTask":0.01641234926166697,"timePerTask":343.32836097964235,"intelligence":40.8390714993678,"agentic":null,"mmmu":null,"priceInput1m":0.44,"priceOutput1m":1.32,"activeParams":13,"isOpenWeights":true,"isReasoning":true,"rawResultJson":"{}","quality":40.8390714993678,"costForScoring":0.1397446276128162,"costPenalty":11.453351207233474,"pointsPerK":292240.7265094918,"costPerQuality":0.0034218365521600925,"deltaTop":-15.919014924408302,"costVsTop":0.022845607278557816,"calculated":40.8390714993678,"frontier":false},{"modelKey":"gemini-3-6-flash","sourceId":"78332c88-fe60-42c8-af9d-3617e44cf1f5","slug":"gemini-3-6-flash","name":"Gemini 3.6 Flash (high)","shortName":"Gemini 3.6 Flash","creatorName":"Google","creatorSlug":"google","releaseDate":"2026-07-21","cutoffDate":null,"totalCost":508.74556766381556,"inputCost":262.57849016381556,"outputCost":246.16707750000003,"reasoningCost":182.19522375000003,"answerCost":63.97185375,"costPerTask":0.3563102584389978,"inputCostPerTask":0.24711045893121136,"outputCostPerTask":0.10919979950778642,"reasoningCostPerTask":0.05653677584492256,"answerCostPerTask":0.0526630236628639,"timePerTask":133.99788724014869,"intelligence":40.2870167888348,"agentic":null,"mmmu":0.832369942196532,"priceInput1m":0.75,"priceOutput1m":3.75,"activeParams":null,"isOpenWeights":false,"isReasoning":true,"rawResultJson":"{}","quality":40.2870167888348,"costForScoring":0.3563102584389978,"costPenalty":15.518283261941674,"pointsPerK":113067.23798897346,"costPerQuality":0.008844294932697675,"deltaTop":-16.4710696349413,"costVsTop":0.058249997675561736,"calculated":40.2870167888348,"frontier":false},{"modelKey":"gemini-3-5-flash","sourceId":"0097ebf5-124f-42f6-9463-33b00e711f03","slug":"gemini-3-5-flash","name":"Gemini 3.5 Flash (high)","shortName":"Gemini 3.5 Flash","creatorName":"Google","creatorSlug":"google","releaseDate":"2026-05-19","cutoffDate":null,"totalCost":1419.9725319246893,"inputCost":625.5014109246894,"outputCost":794.4711209999999,"reasoningCost":639.7604369999999,"answerCost":154.71068400000001,"costPerTask":1.014848034196806,"inputCostPerTask":0.6281640133280554,"outputCostPerTask":0.3866840208687505,"reasoningCostPerTask":0.2638605798898423,"answerCostPerTask":0.12282344097890815,"timePerTask":194.00084363582877,"intelligence":39.7284418922047,"agentic":null,"mmmu":0.842774566473988,"priceInput1m":1.5,"priceOutput1m":9,"activeParams":null,"isOpenWeights":false,"isReasoning":true,"rawResultJson":"{}","quality":39.7284418922047,"costForScoring":1.014848034196806,"costPenalty":20.06401014809959,"pointsPerK":39147.183177673964,"costPerQuality":0.025544622085869773,"deltaTop":-17.0296445315714,"costVsTop":0.16590848630627664,"calculated":39.7284418922047,"frontier":false},{"modelKey":"gemini-3-1-pro-preview","sourceId":"bbd93ebe-80da-4594-bb19-61e69d0331df","slug":"gemini-3-1-pro-preview","name":"Gemini 3.1 Pro Preview","shortName":"Gemini 3.1 Pro Preview","creatorName":"Google","creatorSlug":"google","releaseDate":"2026-02-19","cutoffDate":null,"totalCost":879.6326444120914,"inputCost":198.15814041209148,"outputCost":681.4745039999999,"reasoningCost":622.5086279999999,"answerCost":58.965875999999994,"costPerTask":0.33503368841662706,"inputCostPerTask":0.1667436374040045,"outputCostPerTask":0.1682900510126226,"reasoningCostPerTask":0.1289794575593352,"answerCostPerTask":0.039310593453287364,"timePerTask":117.45933611114164,"intelligence":36.6542313912925,"agentic":null,"mmmu":0.824277456647399,"priceInput1m":2,"priceOutput1m":12,"activeParams":null,"isOpenWeights":false,"isReasoning":true,"rawResultJson":"{}","quality":36.6542313912925,"costForScoring":0.33503368841662706,"costPenalty":15.250884785528015,"pointsPerK":109404.61409872184,"costPerQuality":0.009140382316029603,"deltaTop":-20.1038550324836,"costVsTop":0.05477168032433901,"calculated":36.6542313912925,"frontier":false},{"modelKey":"minimax-m3","sourceId":"277f939a-985b-4b37-859d-b3eabc7c0b26","slug":"minimax-m3","name":"MiniMax-M3","shortName":"MiniMax-M3","creatorName":"MiniMax","creatorSlug":"minimax","releaseDate":"2026-06-01","cutoffDate":null,"totalCost":293.4572142552701,"inputCost":178.3708962552701,"outputCost":115.086318,"reasoningCost":91.5985704,"answerCost":23.4877476,"costPerTask":0.22940861923964795,"inputCostPerTask":0.18889183728897443,"outputCostPerTask":0.040516781950673486,"reasoningCostPerTask":0.016951801157563156,"answerCostPerTask":0.02356498079311033,"timePerTask":366.1898505142743,"intelligence":35.7477256720963,"agentic":null,"mmmu":0.785549132947977,"priceInput1m":0.3,"priceOutput1m":1.2,"activeParams":23,"isOpenWeights":true,"isReasoning":true,"rawResultJson":"{}","quality":35.7477256720963,"costForScoring":0.22940861923964795,"costPenalty":13.60609730992868,"pointsPerK":155825.55612155542,"costPerQuality":0.006417432575821685,"deltaTop":-21.010360751679798,"costVsTop":0.03750397643898077,"calculated":35.7477256720963,"frontier":false},{"modelKey":"mimo-v2-5-pro","sourceId":"00f1248e-78e3-4230-8dc8-5e13ba8645e2","slug":"mimo-v2-5-pro","name":"MiMo-V2.5-Pro","shortName":"MiMo-V2.5-Pro","creatorName":"Xiaomi","creatorSlug":"xiaomi","releaseDate":"2026-04-22","cutoffDate":null,"totalCost":105.15961961488753,"inputCost":21.06632615488754,"outputCost":84.09329346,"reasoningCost":75.02994579,"answerCost":9.063347669999999,"costPerTask":0.03684363951156438,"inputCostPerTask":0.0175952092203608,"outputCostPerTask":0.01924843029120357,"reasoningCostPerTask":0.012345380855010392,"answerCostPerTask":0.006903049436193176,"timePerTask":593.9985680307351,"intelligence":32.5863073576599,"agentic":null,"mmmu":null,"priceInput1m":0.435,"priceOutput1m":0.87,"activeParams":42,"isOpenWeights":true,"isReasoning":true,"rawResultJson":"{}","quality":32.5863073576599,"costForScoring":0.03684363951156438,"costPenalty":5.663625243944576,"pointsPerK":884448.6535438986,"costPerQuality":0.0011306478855421381,"deltaTop":-24.1717790661162,"costVsTop":0.006023239199764131,"calculated":32.5863073576599,"frontier":true},{"modelKey":"inkling","sourceId":"0de09623-2b1a-4c8d-86ef-7f5245d4e24b","slug":"inkling","name":"Inkling (xhigh)","shortName":"Inkling","creatorName":"Thinking Machines","creatorSlug":"thinking-machines","releaseDate":"2026-07-15","cutoffDate":null,"totalCost":825.6558194347923,"inputCost":298.9242687847924,"outputCost":526.7315506499999,"reasoningCost":484.36356509999996,"answerCost":42.36798555,"costPerTask":0.4378623506987897,"inputCostPerTask":0.3152355231196056,"outputCostPerTask":0.12262682757918393,"reasoningCostPerTask":0.08331766089998513,"answerCostPerTask":0.03930916667919878,"timePerTask":432.81319079821805,"intelligence":32.1665277396553,"agentic":null,"mmmu":0.734682080924856,"priceInput1m":1,"priceOutput1m":4.05,"activeParams":41,"isOpenWeights":true,"isReasoning":true,"rawResultJson":"{}","quality":32.1665277396553,"costForScoring":0.4378623506987897,"costPenalty":16.413376042770697,"pointsPerK":73462.6479950157,"costPerQuality":0.01361235984942781,"deltaTop":-24.5915586841208,"costVsTop":0.07158222449771867,"calculated":32.1665277396553,"frontier":false},{"modelKey":"gemini-3-5-flash-lite","sourceId":"093b9df2-ebee-4309-943f-5a7e88360adf","slug":"gemini-3-5-flash-lite","name":"Gemini 3.5 Flash-Lite","shortName":"Gemini 3.5 Flash-Lite","creatorName":"Google","creatorSlug":"google","releaseDate":"2026-07-21","cutoffDate":null,"totalCost":165.84766765862383,"inputCost":53.166747658623834,"outputCost":112.68092,"reasoningCost":94.8525625,"answerCost":17.8283575,"costPerTask":0.07958116176174465,"inputCostPerTask":0.04502589434494098,"outputCostPerTask":0.03455526741680366,"reasoningCostPerTask":0.02109128813997806,"answerCostPerTask":0.01346397927682561,"timePerTask":34.43444218923277,"intelligence":27.5743377606185,"agentic":null,"mmmu":0.790173410404624,"priceInput1m":0.3,"priceOutput1m":2.5,"activeParams":null,"isOpenWeights":false,"isReasoning":true,"rawResultJson":"{}","quality":27.5743377606185,"costForScoring":0.07958116176174465,"costPenalty":9.008102748836563,"pointsPerK":346493.279944472,"costPerQuality":0.0028860588585159774,"deltaTop":-29.183748663157598,"costVsTop":0.013010016910399363,"calculated":27.5743377606185,"frontier":false},{"modelKey":"ling-3-0-flash","sourceId":"e33dc369-ae81-40e0-8c4e-28b002d02197","slug":"ling-3-0-flash","name":"Ling 3.0 Flash","shortName":"Ling 3.0 Flash","creatorName":"InclusionAI","creatorSlug":"inclusionai","releaseDate":"2026-08-04","cutoffDate":null,"totalCost":75.78434263062758,"inputCost":22.855388310627568,"outputCost":52.92895432,"reasoningCost":47.84640608,"answerCost":5.08254824,"costPerTask":0.030610655967363083,"inputCostPerTask":0.02171346985637104,"outputCostPerTask":0.008897186110992047,"reasoningCostPerTask":0.0064778414282304075,"answerCostPerTask":0.002419344682761639,"timePerTask":95.51722436492032,"intelligence":27.3592906440075,"agentic":null,"mmmu":null,"priceInput1m":0.075,"priceOutput1m":0.22,"activeParams":5.1,"isOpenWeights":true,"isReasoning":true,"rawResultJson":"{}","quality":27.3592906440075,"costForScoring":0.030610655967363083,"costPenalty":4.85872636358316,"pointsPerK":893783.2195813716,"costPerQuality":0.0011188395330003823,"deltaTop":-29.398795779768598,"costVsTop":0.005004264111726637,"calculated":27.3592906440075,"frontier":true},{"modelKey":"muse-glimmer","sourceId":"583f98fb-c4b8-4df3-8d40-60ac0ed69882","slug":"muse-glimmer","name":"Muse Glimmer (high)","shortName":"Muse Glimmer (high)","creatorName":"Meta","creatorSlug":"meta","releaseDate":"2026-08-10","cutoffDate":"2026-01-04","totalCost":100.97271206999999,"inputCost":28.92193107,"outputCost":72.05078099999999,"reasoningCost":63.42112949999999,"answerCost":8.6296515,"costPerTask":0.04290689750024924,"inputCostPerTask":0.025360871309449355,"outputCostPerTask":0.01754602619079988,"reasoningCostPerTask":0.012564626246823649,"answerCostPerTask":0.004981399943976234,"timePerTask":119.46794865050762,"intelligence":24.3772708027605,"agentic":null,"mmmu":0.743352601156069,"priceInput1m":0.35,"priceOutput1m":1.5,"activeParams":null,"isOpenWeights":true,"isReasoning":true,"rawResultJson":"{}","quality":24.3772708027605,"costForScoring":0.04290689750024924,"costPenalty":6.325271128259754,"pointsPerK":568143.4040440444,"costPerQuality":0.0017601189996786035,"deltaTop":-32.3808156210156,"costVsTop":0.007014467365056181,"calculated":24.3772708027605,"frontier":false},{"modelKey":"claude-4-5-haiku-reasoning","sourceId":"a6340098-d7ae-462d-b372-0a0a67fc44b4","slug":"claude-4-5-haiku-reasoning","name":"Claude 4.5 Haiku (Reasoning)","shortName":"Claude 4.5 Haiku","creatorName":"Anthropic","creatorSlug":"anthropic","releaseDate":"2025-10-15","cutoffDate":"2025-07-01","totalCost":496.31733330382525,"inputCost":100.68487830382526,"outputCost":395.632455,"reasoningCost":343.488265,"answerCost":52.14419,"costPerTask":0.19924493916346234,"inputCostPerTask":0.09061726956747151,"outputCostPerTask":0.10862766959599082,"reasoningCostPerTask":0.06782405876062608,"answerCostPerTask":0.040803610835364726,"timePerTask":175.62338576530752,"intelligence":22.4647968372621,"agentic":null,"mmmu":0.585549132947977,"priceInput1m":1,"priceOutput1m":5,"activeParams":null,"isOpenWeights":false,"isReasoning":true,"rawResultJson":"{}","quality":22.4647968372621,"costForScoring":0.19924493916346234,"costPenalty":12.993872990955264,"pointsPerK":112749.64840553254,"costPerQuality":0.008869207258219092,"deltaTop":-34.293289586514,"costVsTop":0.03257278444349402,"calculated":22.4647968372621,"frontier":false},{"modelKey":"gpt-oss-120b","sourceId":"f0083258-8646-45b8-8082-7aaf6c2ea82a","slug":"gpt-oss-120b","name":"gpt-oss-120b (high)","shortName":"gpt-oss-120b (high)","creatorName":"OpenAI","creatorSlug":"openai","releaseDate":"2025-08-05","cutoffDate":"2024-05-31","totalCost":145.739191465,"inputCost":88.916961,"outputCost":56.822230465,"reasoningCost":48.953410205,"answerCost":7.868820259999999,"costPerTask":0.12296609922371662,"inputCostPerTask":0.09961228249519541,"outputCostPerTask":0.023353816728521208,"reasoningCostPerTask":0.014128346833134244,"answerCostPerTask":0.009225469895386966,"timePerTask":182.09452907690198,"intelligence":15.5719877600873,"agentic":null,"mmmu":null,"priceInput1m":0.15,"priceOutput1m":0.595,"activeParams":5.1,"isOpenWeights":true,"isReasoning":true,"rawResultJson":"{}","quality":15.5719877600873,"costForScoring":0.12296609922371662,"costPenalty":10.897853964037747,"pointsPerK":126636.42953946702,"costPerQuality":0.00789662187758021,"deltaTop":-41.186098663688796,"costVsTop":0.020102634780527075,"calculated":15.5719877600873,"frontier":false},{"modelKey":"granite-4-2-8b","sourceId":"adfae555-f489-4f3e-9064-c6b7fcdd0783","slug":"granite-4-2-8b","name":"Granite 4.2 8B","shortName":"Granite 4.2 8B","creatorName":"IBM","creatorSlug":"ibm","releaseDate":"2026-08-25","cutoffDate":null,"totalCost":40.906934039499504,"inputCost":13.791810039499502,"outputCost":27.115124,"reasoningCost":22.7796545,"answerCost":4.3354695,"costPerTask":0.023027185627513568,"inputCostPerTask":0.014767689849681237,"outputCostPerTask":0.008259495777832328,"reasoningCostPerTask":0.005160359225852733,"answerCostPerTask":0.0030991365519795963,"timePerTask":207.93748906705292,"intelligence":13.9427142047999,"agentic":null,"mmmu":null,"priceInput1m":0.06,"priceOutput1m":0.25,"activeParams":null,"isOpenWeights":true,"isReasoning":true,"rawResultJson":"{}","quality":13.9427142047999,"costForScoring":0.023027185627513568,"costPenalty":3.622408619273111,"pointsPerK":605489.2868949096,"costPerQuality":0.0016515568840668239,"deltaTop":-42.8153722189762,"costVsTop":0.0037645099390452644,"calculated":13.9427142047999,"frontier":true},{"modelKey":"mistral-large-3","sourceId":"4928e950-7f37-4475-b0dc-c5bad781a321","slug":"mistral-large-3","name":"Mistral Large 3","shortName":"Mistral Large 3","creatorName":"Mistral","creatorSlug":"mistral","releaseDate":"2025-12-02","cutoffDate":null,"totalCost":91.235449,"inputCost":81.541864,"outputCost":9.693585,"reasoningCost":0,"answerCost":9.693585,"costPerTask":0.06890315256148744,"inputCostPerTask":0.06339839811453829,"outputCostPerTask":0.005504754446949134,"reasoningCostPerTask":0,"answerCostPerTask":0.005504754446949134,"timePerTask":46.35397867805829,"intelligence":11.1335262865373,"agentic":null,"mmmu":0.556647398843931,"priceInput1m":0.5,"priceOutput1m":1.5,"activeParams":41,"isOpenWeights":true,"isReasoning":false,"rawResultJson":"{}","quality":11.1335262865373,"costForScoring":0.06890315256148744,"costPenalty":8.382390928617026,"pointsPerK":161582.24801981336,"costPerQuality":0.006188798659846465,"deltaTop":-45.6245601372388,"costVsTop":0.01126436408013964,"calculated":11.1335262865373,"frontier":false},{"modelKey":"granite-4-2-3b","sourceId":"0c64b008-20c3-408d-bd68-15136df8cd2c","slug":"granite-4-2-3b","name":"Granite 4.2 3B","shortName":"Granite 4.2 3B","creatorName":"IBM","creatorSlug":"ibm","releaseDate":"2026-08-25","cutoffDate":null,"totalCost":13.63105476372,"inputCost":3.267505683719999,"outputCost":10.36354908,"reasoningCost":8.88574524,"answerCost":1.47780384,"costPerTask":0.005517530412155579,"inputCostPerTask":0.0032476102239945705,"outputCostPerTask":0.0022699201881610093,"reasoningCostPerTask":0.0013419037935081582,"answerCostPerTask":0.0009280163946528511,"timePerTask":49.72813003581296,"intelligence":10.7011607338822,"agentic":null,"mmmu":null,"priceInput1m":0.03,"priceOutput1m":0.12,"activeParams":null,"isOpenWeights":true,"isReasoning":true,"rawResultJson":"{}","quality":10.7011607338822,"costForScoring":0.005517530412155579,"costPenalty":0,"pointsPerK":1939483.7788853236,"costPerQuality":0.0005156011155580422,"deltaTop":-46.0569256898939,"costVsTop":0.0009020120136056325,"calculated":10.7011607338822,"frontier":true}]}