{ "id": "model-selection", "date": "2026-09-09", "scope": "Measured by Zero One Labs on 9 September 2026 with the platform's own eval harness against a branch of the customer database. Answers, tool arguments and progress labels are not in this file.", "harness": { "repository": "the platform's repository, private", "commit": "158a2a0", "runner": "eval/chat/run.ts", "cases": "eval/chat/cases.ts, 22 cases", "prices": "eval/chat/prices.ts", "note": "Each case is a fresh conversation. The runner records the provider's reported usage and prices it at list. costWarmUsd prices cache-write tokens at the cache-read rate." }, "prices": { "claude-sonnet-5": { "input": 2, "cacheRead": 0.2, "cacheWrite": 4, "output": 10, "source": "https://platform.claude.com/docs/en/about-claude/pricing", "readOn": "2026-09-09" }, "zai-org/GLM-5.3-Flash": { "input": 0.15, "cacheRead": 0.03, "cacheWrite": 0.15, "output": 0.5, "source": "https://inference.baseten.co/v1/models", "readOn": "2026-09-09" }, "zai-org/GLM-5.3": { "input": 1.4, "cacheRead": 0.14, "cacheWrite": 1.4, "output": 4.4, "source": "https://inference.baseten.co/v1/models", "readOn": "2026-09-09" } }, "cells": [ { "tag": "sonnet5-default", "model": "claude-sonnet-5", "effort": "default", "runs": 22, "distinctCases": 22, "passed": 22, "passRate": 1, "medianSeconds": 7.5, "p90Seconds": 35.3, "slowestSeconds": 47.6, "silentRetries": 0, "fallbacks": 0, "tokens": { "input": 822984, "cacheRead": 502990, "cacheWrite": 319900, "output": 9626, "reasoning": 1077 }, "totalCostUsd": 1.4766, "totalCostWarmUsd": 0.261, "meanCostUsd": 0.06712, "meanCostWarmUsd": 0.01187, "perClass": { "direct": { "cases": 16, "passed": 16, "medianSeconds": 6.8, "meanCostUsd": 0.05982, "meanCostWarmUsd": 0.00988, "meanInput": 31395, "meanOutput": 359 }, "workspace": { "cases": 5, "passed": 5, "medianSeconds": 32.8, "meanCostUsd": 0.08623, "meanCostWarmUsd": 0.01724, "meanInput": 53263, "meanOutput": 658 }, "pdf": { "cases": 1, "passed": 1, "medianSeconds": 37.8, "meanCostUsd": 0.08842, "meanCostWarmUsd": 0.01677, "meanInput": 54352, "meanOutput": 589 } } }, { "tag": "glm-flash-max", "model": "zai-org/GLM-5.3-Flash", "effort": "max", "runs": 66, "distinctCases": 22, "passed": 62, "passRate": 0.9394, "medianSeconds": 5.8, "p90Seconds": 38, "slowestSeconds": 49, "silentRetries": 0, "fallbacks": 0, "tokens": { "input": 1946354, "cacheRead": 1831680, "cacheWrite": 0, "output": 67370, "reasoning": 46953 }, "totalCostUsd": 0.1058, "totalCostWarmUsd": 0.1058, "meanCostUsd": 0.0016, "meanCostWarmUsd": 0.0016, "perClass": { "direct": { "cases": 48, "passed": 44, "medianSeconds": 5, "meanCostUsd": 0.0013, "meanCostWarmUsd": 0.0013, "meanInput": 24720, "meanOutput": 724 }, "workspace": { "cases": 15, "passed": 15, "medianSeconds": 31.2, "meanCostUsd": 0.00229, "meanCostWarmUsd": 0.00229, "meanInput": 37502, "meanOutput": 1874 }, "pdf": { "cases": 3, "passed": 3, "medianSeconds": 35.7, "meanCostUsd": 0.00297, "meanCostWarmUsd": 0.00297, "meanInput": 65755, "meanOutput": 1500 } } }, { "tag": "glm-flash-high", "model": "zai-org/GLM-5.3-Flash", "effort": "high", "runs": 66, "distinctCases": 22, "passed": 61, "passRate": 0.9242, "medianSeconds": 3.3, "p90Seconds": 29.5, "slowestSeconds": 36.9, "silentRetries": 0, "fallbacks": 0, "tokens": { "input": 1795809, "cacheRead": 1669632, "cacheWrite": 0, "output": 22241, "reasoning": 4407 }, "totalCostUsd": 0.0801, "totalCostWarmUsd": 0.0801, "meanCostUsd": 0.00121, "meanCostWarmUsd": 0.00121, "perClass": { "direct": { "cases": 48, "passed": 44, "medianSeconds": 2.8, "meanCostUsd": 0.00107, "meanCostWarmUsd": 0.00107, "meanInput": 22836, "meanOutput": 252 }, "workspace": { "cases": 15, "passed": 14, "medianSeconds": 25.2, "meanCostUsd": 0.00162, "meanCostWarmUsd": 0.00162, "meanInput": 39241, "meanOutput": 597 }, "pdf": { "cases": 3, "passed": 3, "medianSeconds": 26, "meanCostUsd": 0.00153, "meanCostWarmUsd": 0.00153, "meanInput": 37030, "meanOutput": 389 } } }, { "tag": "glm-flash-low", "model": "zai-org/GLM-5.3-Flash", "effort": "low", "runs": 66, "distinctCases": 22, "passed": 63, "passRate": 0.9545, "medianSeconds": 2.5, "p90Seconds": 28.6, "slowestSeconds": 34.1, "silentRetries": 0, "fallbacks": 0, "tokens": { "input": 1723509, "cacheRead": 1576192, "cacheWrite": 0, "output": 14857, "reasoning": 944 }, "totalCostUsd": 0.0768, "totalCostWarmUsd": 0.0768, "meanCostUsd": 0.00116, "meanCostWarmUsd": 0.00116, "perClass": { "direct": { "cases": 48, "passed": 46, "medianSeconds": 2.2, "meanCostUsd": 0.00099, "meanCostWarmUsd": 0.00099, "meanInput": 21798, "meanOutput": 165 }, "workspace": { "cases": 15, "passed": 14, "medianSeconds": 25.4, "meanCostUsd": 0.00154, "meanCostWarmUsd": 0.00154, "meanInput": 37055, "meanOutput": 393 }, "pdf": { "cases": 3, "passed": 3, "medianSeconds": 25.9, "meanCostUsd": 0.00205, "meanCostWarmUsd": 0.00205, "meanInput": 40456, "meanOutput": 345 } } }, { "tag": "glm-53-max", "model": "zai-org/GLM-5.3", "effort": "max", "runs": 44, "distinctCases": 22, "passed": 39, "passRate": 0.8864, "medianSeconds": 12.6, "p90Seconds": 54.8, "slowestSeconds": 274.8, "silentRetries": 0, "fallbacks": 0, "tokens": { "input": 1537041, "cacheRead": 1409856, "cacheWrite": 0, "output": 103934, "reasoning": 87773 }, "totalCostUsd": 0.8328, "totalCostWarmUsd": 0.8328, "meanCostUsd": 0.01893, "meanCostWarmUsd": 0.01893, "perClass": { "direct": { "cases": 32, "passed": 29, "medianSeconds": 7.4, "meanCostUsd": 0.01011, "meanCostWarmUsd": 0.01011, "meanInput": 25971, "meanOutput": 1024 }, "workspace": { "cases": 10, "passed": 8, "medianSeconds": 44.6, "meanCostUsd": 0.04548, "meanCostWarmUsd": 0.04548, "meanInput": 55269, "meanOutput": 6578 }, "pdf": { "cases": 2, "passed": 2, "medianSeconds": 52, "meanCostUsd": 0.02726, "meanCostWarmUsd": 0.02726, "meanInput": 76644, "meanOutput": 2689 } } } ], "byCase": [ { "id": "agent-count", "class": "direct", "runs": { "sonnet5-default": { "reps": 1, "passed": 1, "medianSeconds": 3.6, "medianSteps": 2, "medianCostUsd": 0.00877, "medianCostWarmUsd": 0.0082, "medianInput": 34275, "medianOutput": 134, "medianReasoning": 11 }, "glm-flash-max": { "reps": 3, "passed": 3, "medianSeconds": 2.2, "medianSteps": 2, "medianCostUsd": 0.0008, "medianCostWarmUsd": 0.0008, "medianInput": 23296, "medianOutput": 148, "medianReasoning": 40 }, "glm-flash-high": { "reps": 3, "passed": 3, "medianSeconds": 2.2, "medianSteps": 2, "medianCostUsd": 0.00078, "medianCostWarmUsd": 0.00078, "medianInput": 23276, "medianOutput": 111, "medianReasoning": 3 }, "glm-flash-low": { "reps": 3, "passed": 3, "medianSeconds": 1.8, "medianSteps": 2, "medianCostUsd": 0.00076, "medianCostWarmUsd": 0.00076, "medianInput": 23276, "medianOutput": 66, "medianReasoning": 3 }, "glm-53-max": { "reps": 2, "passed": 2, "medianSeconds": 3.3, "medianSteps": 2, "medianCostUsd": 0.00421, "medianCostWarmUsd": 0.00421, "medianInput": 23348, "medianOutput": 163, "medianReasoning": 93 } } }, { "id": "empty-history-row", "class": "direct", "runs": { "sonnet5-default": { "reps": 1, "passed": 1, "medianSeconds": 7.9, "medianSteps": 2, "medianCostUsd": 0.01325, "medianCostWarmUsd": 0.01141, "medianInput": 34652, "medianOutput": 447, "medianReasoning": 66 }, "glm-flash-max": { "reps": 3, "passed": 3, "medianSeconds": 5, "medianSteps": 2, "medianCostUsd": 0.00109, "medianCostWarmUsd": 0.00109, "medianInput": 23740, "medianOutput": 590, "medianReasoning": 464 }, "glm-flash-high": { "reps": 3, "passed": 3, "medianSeconds": 2.9, "medianSteps": 2, "medianCostUsd": 0.00087, "medianCostWarmUsd": 0.00087, "medianInput": 23426, "medianOutput": 181, "medianReasoning": 31 }, "glm-flash-low": { "reps": 3, "passed": 3, "medianSeconds": 2.2, "medianSteps": 2, "medianCostUsd": 0.00081, "medianCostWarmUsd": 0.00081, "medianInput": 23401, "medianOutput": 122, "medianReasoning": 0 }, "glm-53-max": { "reps": 2, "passed": 2, "medianSeconds": 6.3, "medianSteps": 2, "medianCostUsd": 0.00659, "medianCostWarmUsd": 0.00659, "medianInput": 23755, "medianOutput": 587, "medianReasoning": 432 } } }, { "id": "period-total", "class": "direct", "runs": { "sonnet5-default": { "reps": 1, "passed": 1, "medianSeconds": 4.1, "medianSteps": 2, "medianCostUsd": 0.01037, "medianCostWarmUsd": 0.00937, "medianInput": 34399, "medianOutput": 248, "medianReasoning": 24 }, "glm-flash-max": { "reps": 3, "passed": 3, "medianSeconds": 2.5, "medianSteps": 2, "medianCostUsd": 0.00087, "medianCostWarmUsd": 0.00087, "medianInput": 23420, "medianOutput": 236, "medianReasoning": 127 }, "glm-flash-high": { "reps": 3, "passed": 3, "medianSeconds": 2.7, "medianSteps": 3, "medianCostUsd": 0.00219, "medianCostWarmUsd": 0.00219, "medianInput": 35157, "medianOutput": 168, "medianReasoning": 46 }, "glm-flash-low": { "reps": 3, "passed": 3, "medianSeconds": 1.9, "medianSteps": 2, "medianCostUsd": 0.00077, "medianCostWarmUsd": 0.00077, "medianInput": 23319, "medianOutput": 82, "medianReasoning": 0 }, "glm-53-max": { "reps": 2, "passed": 2, "medianSeconds": 6.9, "medianSteps": 2, "medianCostUsd": 0.01374, "medianCostWarmUsd": 0.01374, "medianInput": 23631, "medianOutput": 589, "medianReasoning": 451 } } }, { "id": "agreement-not-found", "class": "direct", "runs": { "sonnet5-default": { "reps": 1, "passed": 1, "medianSeconds": 4.9, "medianSteps": 2, "medianCostUsd": 0.00869, "medianCostWarmUsd": 0.00869, "medianInput": 34231, "medianOutput": 184, "medianReasoning": 13 }, "glm-flash-max": { "reps": 3, "passed": 3, "medianSeconds": 2.8, "medianSteps": 2, "medianCostUsd": 0.00084, "medianCostWarmUsd": 0.00084, "medianInput": 23297, "medianOutput": 213, "medianReasoning": 105 }, "glm-flash-high": { "reps": 3, "passed": 3, "medianSeconds": 3.2, "medianSteps": 2, "medianCostUsd": 0.00081, "medianCostWarmUsd": 0.00081, "medianInput": 23277, "medianOutput": 157, "medianReasoning": 37 }, "glm-flash-low": { "reps": 3, "passed": 3, "medianSeconds": 2.2, "medianSteps": 2, "medianCostUsd": 0.00077, "medianCostWarmUsd": 0.00077, "medianInput": 23260, "medianOutput": 95, "medianReasoning": 9 }, "glm-53-max": { "reps": 2, "passed": 1, "medianSeconds": 4, "medianSteps": 2, "medianCostUsd": 0.00435, "medianCostWarmUsd": 0.00435, "medianInput": 23294, "medianOutput": 212, "medianReasoning": 68 } } }, { "id": "norwegian-orthography", "class": "direct", "runs": { "sonnet5-default": { "reps": 1, "passed": 1, "medianSeconds": 7.9, "medianSteps": 1, "medianCostUsd": 0.07297, "medianCostWarmUsd": 0.00811, "medianInput": 17072, "medianOutput": 469, "medianReasoning": 37 }, "glm-flash-max": { "reps": 3, "passed": 3, "medianSeconds": 4.1, "medianSteps": 1, "medianCostUsd": 0.00066, "medianCostWarmUsd": 0.00066, "medianInput": 11609, "medianOutput": 602, "medianReasoning": 351 }, "glm-flash-high": { "reps": 3, "passed": 3, "medianSeconds": 2.3, "medianSteps": 1, "medianCostUsd": 0.00048, "medianCostWarmUsd": 0.00048, "medianInput": 11609, "medianOutput": 244, "medianReasoning": 0 }, "glm-flash-low": { "reps": 3, "passed": 3, "medianSeconds": 1.7, "medianSteps": 1, "medianCostUsd": 0.00046, "medianCostWarmUsd": 0.00046, "medianInput": 11609, "medianOutput": 197, "medianReasoning": 0 }, "glm-53-max": { "reps": 2, "passed": 2, "medianSeconds": 6.6, "medianSteps": 1, "medianCostUsd": 0.00485, "medianCostWarmUsd": 0.00485, "medianInput": 11609, "medianOutput": 725, "medianReasoning": 446 } } }, { "id": "auto-tier-knowledge", "class": "direct", "runs": { "sonnet5-default": { "reps": 1, "passed": 1, "medianSeconds": 2.9, "medianSteps": 1, "medianCostUsd": 0.07009, "medianCostWarmUsd": 0.00518, "medianInput": 17084, "medianOutput": 176, "medianReasoning": 0 }, "glm-flash-max": { "reps": 3, "passed": 3, "medianSeconds": 2.2, "medianSteps": 1, "medianCostUsd": 0.00047, "medianCostWarmUsd": 0.00047, "medianInput": 11620, "medianOutput": 211, "medianReasoning": 138 }, "glm-flash-high": { "reps": 3, "passed": 2, "medianSeconds": 1.6, "medianSteps": 1, "medianCostUsd": 0.00044, "medianCostWarmUsd": 0.00044, "medianInput": 11620, "medianOutput": 163, "medianReasoning": 33 }, "glm-flash-low": { "reps": 3, "passed": 2, "medianSeconds": 1.1, "medianSteps": 1, "medianCostUsd": 0.0004, "medianCostWarmUsd": 0.0004, "medianInput": 11620, "medianOutput": 88, "medianReasoning": 15 }, "glm-53-max": { "reps": 2, "passed": 2, "medianSeconds": 4.1, "medianSteps": 1, "medianCostUsd": 0.00364, "medianCostWarmUsd": 0.00364, "medianInput": 11620, "medianOutput": 452, "medianReasoning": 317 } } }, { "id": "pension-formula", "class": "direct", "runs": { "sonnet5-default": { "reps": 1, "passed": 1, "medianSeconds": 3.6, "medianSteps": 1, "medianCostUsd": 0.07089, "medianCostWarmUsd": 0.00599, "medianInput": 17080, "medianOutput": 257, "medianReasoning": 64 }, "glm-flash-max": { "reps": 3, "passed": 3, "medianSeconds": 25, "medianSteps": 2, "medianCostUsd": 0.00129, "medianCostWarmUsd": 0.00129, "medianInput": 24040, "medianOutput": 945, "medianReasoning": 720 }, "glm-flash-high": { "reps": 3, "passed": 1, "medianSeconds": 1.3, "medianSteps": 1, "medianCostUsd": 0.00041, "medianCostWarmUsd": 0.00041, "medianInput": 11618, "medianOutput": 108, "medianReasoning": 0 }, "glm-flash-low": { "reps": 3, "passed": 3, "medianSeconds": 1.5, "medianSteps": 1, "medianCostUsd": 0.00045, "medianCostWarmUsd": 0.00045, "medianInput": 11618, "medianOutput": 171, "medianReasoning": 32 }, "glm-53-max": { "reps": 2, "passed": 2, "medianSeconds": 11.6, "medianSteps": 2, "medianCostUsd": 0.01045, "medianCostWarmUsd": 0.01045, "medianInput": 24381, "medianOutput": 1267, "medianReasoning": 1046 } } }, { "id": "no-tool-narration", "class": "direct", "runs": { "sonnet5-default": { "reps": 1, "passed": 1, "medianSeconds": 6, "medianSteps": 2, "medianCostUsd": 0.07413, "medianCostWarmUsd": 0.00859, "medianInput": 34317, "medianOutput": 172, "medianReasoning": 21 }, "glm-flash-max": { "reps": 3, "passed": 3, "medianSeconds": 5.2, "medianSteps": 2, "medianCostUsd": 0.00102, "medianCostWarmUsd": 0.00102, "medianInput": 23576, "medianOutput": 567, "medianReasoning": 384 }, "glm-flash-high": { "reps": 3, "passed": 3, "medianSeconds": 1.9, "medianSteps": 2, "medianCostUsd": 0.00079, "medianCostWarmUsd": 0.00079, "medianInput": 23315, "medianOutput": 105, "medianReasoning": 16 }, "glm-flash-low": { "reps": 3, "passed": 3, "medianSeconds": 2.2, "medianSteps": 2, "medianCostUsd": 0.00076, "medianCostWarmUsd": 0.00076, "medianInput": 23296, "medianOutput": 67, "medianReasoning": 2 }, "glm-53-max": { "reps": 2, "passed": 2, "medianSeconds": 19.9, "medianSteps": 3, "medianCostUsd": 0.01705, "medianCostWarmUsd": 0.01705, "medianInput": 38569, "medianOutput": 2045, "medianReasoning": 1783 } } }, { "id": "no-data-honesty", "class": "direct", "runs": { "sonnet5-default": { "reps": 1, "passed": 1, "medianSeconds": 8, "medianSteps": 2, "medianCostUsd": 0.07539, "medianCostWarmUsd": 0.00984, "medianInput": 34315, "medianOutput": 297, "medianReasoning": 51 }, "glm-flash-max": { "reps": 3, "passed": 3, "medianSeconds": 4, "medianSteps": 2, "medianCostUsd": 0.00128, "medianCostWarmUsd": 0.00128, "medianInput": 23827, "medianOutput": 449, "medianReasoning": 332 }, "glm-flash-high": { "reps": 3, "passed": 3, "medianSeconds": 2.9, "medianSteps": 3, "medianCostUsd": 0.00122, "medianCostWarmUsd": 0.00122, "medianInput": 35258, "medianOutput": 226, "medianReasoning": 37 }, "glm-flash-low": { "reps": 3, "passed": 3, "medianSeconds": 2.3, "medianSteps": 2, "medianCostUsd": 0.00081, "medianCostWarmUsd": 0.00081, "medianInput": 23341, "medianOutput": 146, "medianReasoning": 10 }, "glm-53-max": { "reps": 2, "passed": 1, "medianSeconds": 11.4, "medianSteps": 2.5, "medianCostUsd": 0.01004, "medianCostWarmUsd": 0.01004, "medianInput": 30500, "medianOutput": 1017, "medianReasoning": 811 } } }, { "id": "english-follows-user", "class": "direct", "runs": { "sonnet5-default": { "reps": 1, "passed": 1, "medianSeconds": 6.9, "medianSteps": 2, "medianCostUsd": 0.07752, "medianCostWarmUsd": 0.01106, "medianInput": 34555, "medianOutput": 414, "medianReasoning": 27 }, "glm-flash-max": { "reps": 3, "passed": 3, "medianSeconds": 3.7, "medianSteps": 2, "medianCostUsd": 0.00237, "medianCostWarmUsd": 0.00237, "medianInput": 23580, "medianOutput": 438, "medianReasoning": 244 }, "glm-flash-high": { "reps": 3, "passed": 2, "medianSeconds": 2.5, "medianSteps": 2, "medianCostUsd": 0.00219, "medianCostWarmUsd": 0.00219, "medianInput": 23342, "medianOutput": 136, "medianReasoning": 22 }, "glm-flash-low": { "reps": 3, "passed": 3, "medianSeconds": 2, "medianSteps": 2, "medianCostUsd": 0.00079, "medianCostWarmUsd": 0.00079, "medianInput": 23318, "medianOutput": 110, "medianReasoning": 16 }, "glm-53-max": { "reps": 2, "passed": 1, "medianSeconds": 11.3, "medianSteps": 2.5, "medianCostUsd": 0.01595, "medianCostWarmUsd": 0.01595, "medianInput": 30051, "medianOutput": 1132, "medianReasoning": 887 } } }, { "id": "agreement-lookup-uses-tool", "class": "direct", "runs": { "sonnet5-default": { "reps": 1, "passed": 1, "medianSeconds": 6.6, "medianSteps": 2, "medianCostUsd": 0.07983, "medianCostWarmUsd": 0.01169, "medianInput": 34987, "medianOutput": 469, "medianReasoning": 10 }, "glm-flash-max": { "reps": 3, "passed": 3, "medianSeconds": 8, "medianSteps": 3, "medianCostUsd": 0.00173, "medianCostWarmUsd": 0.00173, "medianInput": 36583, "medianOutput": 883, "medianReasoning": 555 }, "glm-flash-high": { "reps": 3, "passed": 3, "medianSeconds": 3.8, "medianSteps": 2, "medianCostUsd": 0.00104, "medianCostWarmUsd": 0.00104, "medianInput": 23789, "medianOutput": 442, "medianReasoning": 92 }, "glm-flash-low": { "reps": 3, "passed": 3, "medianSeconds": 3.5, "medianSteps": 3, "medianCostUsd": 0.00273, "medianCostWarmUsd": 0.00273, "medianInput": 36078, "medianOutput": 281, "medianReasoning": 3 }, "glm-53-max": { "reps": 2, "passed": 2, "medianSeconds": 23, "medianSteps": 3.5, "medianCostUsd": 0.02131, "medianCostWarmUsd": 0.02131, "medianInput": 44626, "medianOutput": 2564, "medianReasoning": 2253 } } }, { "id": "auth-material-refused", "class": "direct", "runs": { "sonnet5-default": { "reps": 1, "passed": 1, "medianSeconds": 4.5, "medianSteps": 1, "medianCostUsd": 0.07012, "medianCostWarmUsd": 0.00519, "medianInput": 17089, "medianOutput": 177, "medianReasoning": 0 }, "glm-flash-max": { "reps": 3, "passed": 3, "medianSeconds": 6.4, "medianSteps": 1, "medianCostUsd": 0.00074, "medianCostWarmUsd": 0.00074, "medianInput": 11618, "medianOutput": 768, "medianReasoning": 472 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