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12, "approved": 12 }, { "category": "grounding", "attempts": 12, "approved": 12 } ] }, { "id": "openai/gpt-6-luna", "name": "OpenAI: GPT-6 Luna", "attempts": 48, "responses": 48, "approved": 48, "errors": 0, "approvalRate": 1, "totalCostUsd": 0.0017915000000000001, "costPerApprovedUsd": 0.00003732291666666667, "p50Ms": 2009, "p95Ms": 2928, "unreconciled": 0, "categories": [ { "category": "extraction", "attempts": 12, "approved": 12 }, { "category": "instruction", "attempts": 12, "approved": 12 }, { "category": "grounding", "attempts": 12, "approved": 12 }, { "category": "business", "attempts": 12, "approved": 12 } ] }, { "id": "anthropic/claude-haiku-5.5", "name": "Anthropic: Claude Haiku 5.5", "attempts": 48, "responses": 48, "approved": 48, "errors": 0, "approvalRate": 1, "totalCostUsd": 0.0020075999999999996, "costPerApprovedUsd": 0.000041824999999999993, "p50Ms": 1103, "p95Ms": 2086, "unreconciled": 0, "categories": [ { "category": "business", "attempts": 12, "approved": 12 }, { "category": "instruction", "attempts": 12, "approved": 12 }, { "category": "grounding", "attempts": 12, "approved": 12 }, { "category": "extraction", "attempts": 12, "approved": 12 } ] }, { "id": "google/gemini-4-argon", "name": "Google: Gemini 4 Argon", "attempts": 48, "responses": 48, "approved": 48, "errors": 0, "approvalRate": 1, "totalCostUsd": 0.022899999999999997, "costPerApprovedUsd": 0.00047708333333333327, "p50Ms": 2599, "p95Ms": 3882, "unreconciled": 0, "categories": [ { "category": "extraction", "attempts": 12, "approved": 12 }, { "category": "business", "attempts": 12, "approved": 12 }, { "category": "grounding", "attempts": 12, "approved": 12 }, { "category": "instruction", "attempts": 12, "approved": 12 } ] }, { "id": "anthropic/claude-sonnet-5.5", "name": "Anthropic: Claude Sonnet 5.5", "attempts": 48, "responses": 48, "approved": 45, "errors": 0, "approvalRate": 0.9375, "totalCostUsd": 0.035462, "costPerApprovedUsd": 0.0007880444444444445, "p50Ms": 1313, "p95Ms": 2635, "unreconciled": 0, "categories": [ { "category": "instruction", "attempts": 12, "approved": 12 }, { "category": "grounding", "attempts": 12, "approved": 12 }, { "category": "extraction", "attempts": 12, "approved": 12 }, { "category": "business", "attempts": 12, "approved": 9 } ] }, { "id": "anthropic/claude-opus-5.5", "name": "Anthropic: Claude Opus 5.5", "attempts": 48, "responses": 48, "approved": 48, "errors": 0, "approvalRate": 1, "totalCostUsd": 0.074024, "costPerApprovedUsd": 0.0015421666666666667, "p50Ms": 1622, "p95Ms": 4301, "unreconciled": 0, "categories": [ { "category": "grounding", "attempts": 12, "approved": 12 }, { "category": "extraction", "attempts": 12, "approved": 12 }, { "category": "business", "attempts": 12, "approved": 12 }, { "category": "instruction", "attempts": 12, "approved": 12 } ] } ], "limits": [ "Temperature cannot be controlled for endpoints that do not support it; provider defaults and reasoning behavior may differ and are not equivalent settings.", "24 synthetic tasks; two repeats do not create 48 independent tasks.", "Scores are descriptive for this task set, language, settings, provider and date. No population confidence interval or global ranking.", "Order is deterministically shuffled with a recorded seed; same tasks and rubric for all models.", "Advertised catalog prices are separate from measured costs. Credit purchase fees, taxes, exchange rates and infrastructure are excluded.", "Provider errors, unknown receipts and context failures remain in the report. No silent retries of paid requests.", "Rovemark sells AI software and selected the tasks; this commercial conflict is disclosed." ], "protocolVersion": "1.0.1", "sourceRawSha256": "75bd16d626230a1d60dd4abfaa762e15acfeaf9a91cc3e45fa357b26af010592", "runSourceSha256": { "scripts/research/run-benchmark.mjs": "66c2c3e0e8152e62ed5e7166ffad3a6bd167c94dc46f2781e3da28100a105101", "lib/research/benchmark.mjs": "0001393870f840f26de18abebf18e668a7a42c7bdbd24e04cb6f04c11c71bff2", "public/data/research/benchmark-protocol-v1.json": "c8af6794dac5dde6bf1e80777fc8e73bf864f5dc24e089eedf32b8e47ecc7eed", "public/data/research/model-catalog-v1.json": "de98c5356f4c4823a602c9365af61287799f7032faf2b8be533a4638e7f3963a" }, "analysis": { "reviewedAt": "2026-10-15T21:12:32.563Z", "conclusion": "GPT-6 Luna teve o menor custo informado por aprovação nesta amostra, muito próximo do DeepSeek V4.1 Flash. Haiku 5.5 teve a menor mediana de tempo. Cinco modelos cumpriram o critério em 48 de 48 tentativas. As três reprovações do Sonnet 5.5 foram por explicação fora do JSON; os valores numéricos revisados estavam corretos.", "limitations": [ "24 tarefas sintéticas e fechadas, com duas repetições; sem inferência de superioridade geral ou significância estatística.", "A avaliação primária combina valores corretos e formato JSON. A revisão posterior das três reprovações é exploratória e não muda as notas.", "As temperaturas não são equivalentes entre famílias; quatro endpoints não aceitam o parâmetro.", "Custos informados por usage.cost. Conciliação individual externa pendente: as consultas de geração retornaram 404 e o contador de créditos da conta não refletiu o débito na verificação. O painel agregado atualizou o número de requisições de forma consistente com as 288 chamadas.", "Não mede ferramentas reais, contexto longo, produtividade de empresas ou todos os controles de segurança de um modelo." ] }, "billingReconciliation": { "status": "api-reported-individual-reconciliation-pending", "costBasis": "Sum of usage.cost in each successful completion response", "apiReportedCostUsd": 0.13801443999999993, "lookupAt": "2026-10-15T21:05:13.151Z", "generationLookups": 288, "generationRecordsAvailable": 0, "lookupHttp404": 288, "aggregateDashboardRequestDelta": 288, "accountCreditCounterReconciled": false, "conservativeReservationFromFrozenCapsUsd": 2.7874397130000057, "note": "Custos informados pelas respostas da API, com conferência agregada do número de chamadas no painel. Não apresentamos a cobrança individual como conciliada. Não foram realizadas novas inferências para investigar a diferença." }, "postHocReview": { "preRegistered": false, "scope": "Only the three automatically failed cases", "changesPrimaryGrades": false, "reviewer": "Rovemark editorial review", "findings": [ { "callId": "03581f95ff4a0e1d6cfbfa68", "category": "format-only", "contentVerified": true, "note": "Revisão posterior: os valores numéricos coincidem com a referência, mas há explicação fora do JSON solicitado. A nota original foi mantida." }, { "callId": "3bc37bdba72bb8b8ac5e99d9", "category": "format-only", "contentVerified": true, "note": "Revisão posterior: os valores numéricos coincidem com a referência, mas há explicação fora do JSON solicitado. A nota original foi mantida." }, { "callId": "197c237f907603e23ae05e1a", "category": "format-only", "contentVerified": true, "note": "Revisão posterior: os valores numéricos coincidem com a referência, mas há explicação fora do JSON solicitado. A nota original foi mantida." } ] } }