Head-to-head comparison

Muse Wonder Full vs. GLM-5.2

Compare published benchmark results from matching versions and cohorts, API pricing, and technical specifications. Any documented test setup differences remain visible.

shared result series: 118
distinct benchmarks: 20
latest retrieval: 2026-10-15

First modelSecond model

Specifications

General specifications

Release date, availability, context window, architecture, and published parameter counts at a glance. Undisclosed details remain marked as unavailable.

Specifications for Muse Wonder Full and GLM-5.2
Attribute	Muse Wonder Full	GLM-5.2
Provider	Meta	Z.ai
Released	Oct 12, 2026	Jun 16, 2026
Availability	Subscription only	Open Source
Model type	Proprietary	Open Weights
Parameters	Not published	744B, 40B active
Architecture	Not published	Mixture of Experts
Context window	1M tokens	1,000,000 tokens
Knowledge cutoff	Not published	Not published
Technical sources	Model, Context	Model, Context

Pricing

API pricing compared

The table compares official standard API rates per 1M tokens, including published cache pricing. Batch, fast, priority, regional surcharges, tool calls, and cloud platform pricing are excluded.

API pricing for Muse Wonder Full and GLM-5.2
Price type	Muse Wonder Full	GLM-5.2
API input	—	$1.4
API output	—	$4.4
Cache read	Not listed	$0.26
Cache write (5 min.)	Not listed	Not listed
Cache write (1 hr.)	Not listed	Not listed
Price verified	10/15/2026	09/22/2026 Source

Pricing by provider

Direct developer pricing and provider endpoint tariffs routed through OpenRouter are listed separately. Prices are in USD per 1M tokens. Context-dependent direct tiers plus regional, Flex, Priority, and other OpenRouter tariffs remain individually identifiable.

No provider tariff for Muse Wonder Full is available in the stored OpenRouter snapshot. The official direct price is still shown.

Provider pricing for Muse Wonder Full and GLM-5.2
Model	Provider	Purchase route and tariff	Input per 1M tokens	Output per 1M tokens	Source
GLM-5.2	Z.ai	Direct from developerStandard API	$1.4	$4.4	Source09/22/2026
	Alibaba	Via OpenRouteralibaba/fast	$2.31	$7.26	Source10/16/2026
	Alibaba	Via OpenRouteralibaba/fp8	$0.966	$3.036	Source10/16/2026
	Alibaba	Via OpenRouteralibaba/fp8/us-east-1	$1.12	$3.52	Source10/16/2026
	AtlasCloud	Via OpenRouteratlas-cloud/fp8	$0.938	$2.948	Source10/16/2026
	Baidu	Via OpenRouterbaidu/fast	$2.25	$7.88	Source10/16/2026
	Baidu	Via OpenRouterbaidu/fp8	$1.4	$4.4	Source10/16/2026
	BaseTen	Via OpenRouterbaseten/fast	$2.1	$6.6	Source10/16/2026
	BaseTen	Via OpenRouterbaseten/fp8	$1.4	$4.4	Source10/16/2026
	BaseTen	Via OpenRouterbaseten/fp8/us	$1.4	$4.4	Source10/16/2026
	BaseTen	Via OpenRouterbaseten/us/fast	$2.1	$6.6	Source10/16/2026
	Cloudflare	Via OpenRoutercloudflare	$0.19	$8	Source10/16/2026
	CoreWeave	Via OpenRoutercoreweave/fp4	$0.62	$2.42	Source10/16/2026
	Decart	Via OpenRouterdecart/fast	$2.5	$9	Source10/16/2026
	DeepInfra	Via OpenRouterdeepinfra/fp4	$0.5625	Lowest listed price: $1.8	Source10/16/2026
	DigitalOcean	Via OpenRouterdigitalocean	$0.7	$2.2	Source10/16/2026
	Friendli	Via OpenRouterfriendli	$1.4	$4.4	Source10/16/2026
	GMICloud	Via OpenRoutergmicloud/fp8	$1.4	$4.4	Source10/16/2026
	Inceptron	Via OpenRouterinceptron/fp4	$0.69	$3.15	Source10/16/2026
	Mistral	Via OpenRoutermistral/eu	$1.54	$4.84	Source10/16/2026
	Mistral	Via OpenRoutermistral/zdr	$1.4	$4.4	Source10/16/2026
	Morph	Via OpenRoutermorph/fp8	$0.079	$6	Source10/16/2026
	Nebius	Via OpenRouternebius/fp4	$1.4	$4.4	Source10/16/2026
	Novita	Via OpenRouternovita/fp8	$0.6496	$2.0416	Source10/16/2026
	Parasail	Via OpenRouterparasail/fp4	$1.4	$4.4	Source10/16/2026
	Relace	Via OpenRouterrelace	Lowest listed price: $0.0351	$6	Source10/16/2026
	SiliconFlow	Via OpenRoutersiliconflow/fp8	$0.7	$2.2	Source10/16/2026
	StreamLake	Via OpenRouterstreamlake/fp8	$0.6131	$1.9268	Source10/16/2026
	Together	Via OpenRoutertogether	$1.4	$4.4	Source10/16/2026
	Venice	Via OpenRoutervenice/fp8	$1.4	$4.4	Source10/16/2026
	Wafer	Via OpenRouterwafer	$0.19	$8	Source10/16/2026
	Wafer	Via OpenRouterwafer/us	$0.037	$7	Source10/16/2026
	Z.AI	Via OpenRouterz-ai/fp8	$1.4	$4.4	Source10/16/2026

Performance

Shared benchmarks

Only published results with the same benchmark version, task, metric, and comparison cohort are paired. Different reasoning levels, agents, harnesses, or output limits appear directly in the table.

Capability profile from matched benchmarks

Each axis averages directly matched benchmark families. A value of 100 means the stronger value within this pair, not a universal quality score.

Muse Wonder Full

GLM-5.2

Coding: 100 / 1.8 (1 benchmark family)

Reasoning: 100 / 67.4 (3 benchmark families)

Knowledge: 100 / 14.7 (1 benchmark family)

Agentic tasks: 100 / 61.6 (3 benchmark families)

Overall: 100 / 60.4 (1 benchmark family)

9 matched rows from 9 benchmark families were considered. The radar shows 5 of 5 comparable categories.

Muse Wonder FullGLM-5.2

AA-BriefcaseOverall. Higher is better. No documented setup difference

Muse Wonder Full1,729.32 elo

GLM-5.21,228.86 elo

AA-LCROverall. Higher is better. No documented setup difference

Muse Wonder Full83.7%

GLM-5.278.3%

AA-OmniscienceOverall. Higher is better. No documented setup difference

Muse Wonder Full30.15 points

GLM-5.24.433 points

Artificial Analysis Intelligence IndexOverall. Higher is better. No documented setup difference

Muse Wonder Full55.802 points

GLM-5.233.705 points

AutomationBench-AAOverall. Higher is better. No documented setup difference

Muse Wonder Full71.3%

GLM-5.228.4%

Code MigrationOverall. Higher is better. Test setup not documented as identical

Muse Wonder Full61.033 %

GLM-5.237.87 %

EMBOverall. Higher is better. Test setup not documented as identical

Muse Wonder Full71.917 %

GLM-5.261.532 %

Finance Agent (v2)Overall. Higher is better. Test setup not documented as identical

Muse Wonder Full59.061 %

GLM-5.249.699 %

GDP.pdfOverall. Higher is better. No documented setup difference

Muse Wonder Full32.6%

GLM-5.210.4%

GDPval-AAOverall. Higher is better. No documented setup difference

Muse Wonder Full1,857.09 elo

GLM-5.21,372.01 elo

Harvey's Legal Agent BenchmarkOverall · Task fully resolved. Higher is better. Test setup not documented as identical

Muse Wonder Full21.667 %

GLM-5.27.083 %

Humanity's Last ExamOverall. Higher is better. No documented setup difference

Muse Wonder Full53.6%

GLM-5.241.1%

Key to the marks:better valuebetter, but not conclusivetie

Benchmark scores for Muse Wonder Full and GLM-5.2
Benchmark and task	Muse Wonder Full	GLM-5.2	Source
AA-BriefcaseOverall Test details No documented difference in the test setupVersion: v1.1Metric: AA-Briefcase EloScoring: Higher is betterMuse Wonder Full: Snapshot: Muse Wonder Full (Max), Reasoning: Max GLM-5.2: Snapshot: GLM-5.2 (Max), Reasoning: MaxMuse Wonder Full: Exact AA configuration: Muse Wonder Full (Max) (release muse-wonder-full, row muse-wonder-full, UUID e994a6e0-d36b-4dab-8ae1-c1b469e4d9e2, reasoning=true, source reasoning-token configuration budget=2000, suffix=Max). This configured value is not measured token consumption.GLM-5.2: Exact AA configuration: GLM-5.2 (Max) (release glm-5-2, row glm-5-2, UUID f7a4ea75-e548-4069-80d4-9be8bc7c009b, reasoning=true, source reasoning-token configuration budget=2000, suffix=Max). This configured value is not measured token consumption.	Winner1,729.32 elo	1,228.86 elo	Artificial Analysis Source details Data as of: 10/15/2026
AA-LCROverall Test details No documented difference in the test setupVersion: v1.1Metric: Pass rateScoring: Higher is betterMuse Wonder Full: Snapshot: Muse Wonder Full (Max), Reasoning: Max GLM-5.2: Snapshot: GLM-5.2 (Max), Reasoning: MaxMuse Wonder Full: Exact AA configuration: Muse Wonder Full (Max) (release muse-wonder-full, row muse-wonder-full, UUID e994a6e0-d36b-4dab-8ae1-c1b469e4d9e2, reasoning=true, source reasoning-token configuration budget=2000, suffix=Max). This configured value is not measured token consumption.GLM-5.2: Exact AA configuration: GLM-5.2 (Max) (release glm-5-2, row glm-5-2, UUID f7a4ea75-e548-4069-80d4-9be8bc7c009b, reasoning=true, source reasoning-token configuration budget=2000, suffix=Max). This configured value is not measured token consumption.	Winner83.7%	78.3%	Artificial Analysis Source details Data as of: 10/15/2026
AA-OmniscienceOverall Test details No documented difference in the test setupVersion: unspecifiedMetric: AA-Omniscience IndexScoring: Higher is betterMuse Wonder Full: Snapshot: Muse Wonder Full (Max), Reasoning: Max GLM-5.2: Snapshot: GLM-5.2 (Max), Reasoning: MaxMuse Wonder Full: Exact AA configuration: Muse Wonder Full (Max) (release muse-wonder-full, row muse-wonder-full, UUID e994a6e0-d36b-4dab-8ae1-c1b469e4d9e2, reasoning=true, source reasoning-token configuration budget=2000, suffix=Max). This configured value is not measured token consumption.GLM-5.2: Exact AA configuration: GLM-5.2 (Max) (release glm-5-2, row glm-5-2, UUID f7a4ea75-e548-4069-80d4-9be8bc7c009b, reasoning=true, source reasoning-token configuration budget=2000, suffix=Max). This configured value is not measured token consumption.	Winner30.15 points The index can be negative and ranges from -100 to 100 according to Artificial Analysis.	4.433 points The index can be negative and ranges from -100 to 100 according to Artificial Analysis.	Artificial Analysis Source details Data as of: 10/15/2026
Artificial Analysis Intelligence IndexOverall Test details No documented difference in the test setupVersion: v4.3.2Metric: Artificial Analysis Intelligence IndexScoring: Higher is betterMuse Wonder Full: Snapshot: Muse Wonder Full (Max), Reasoning: Max GLM-5.2: Snapshot: GLM-5.2 (Max), Reasoning: MaxMuse Wonder Full: Exact AA configuration: Muse Wonder Full (Max) (release muse-wonder-full, row muse-wonder-full, UUID e994a6e0-d36b-4dab-8ae1-c1b469e4d9e2, reasoning=true, source reasoning-token configuration budget=2000, suffix=Max). This configured value is not measured token consumption.GLM-5.2: Exact AA configuration: GLM-5.2 (Max) (release glm-5-2, row glm-5-2, UUID f7a4ea75-e548-4069-80d4-9be8bc7c009b, reasoning=true, source reasoning-token configuration budget=2000, suffix=Max). This configured value is not measured token consumption.	Winner55.802 points	33.705 points	Artificial Analysis Source details Data as of: 10/15/2026
AutomationBench-AAOverall Test details No documented difference in the test setupVersion: unspecifiedMetric: Objectives completed without guardrail violationsScoring: Higher is betterMuse Wonder Full: Snapshot: Muse Wonder Full (Max), Reasoning: Max GLM-5.2: Snapshot: GLM-5.2 (Max), Reasoning: MaxMuse Wonder Full: Exact AA configuration: Muse Wonder Full (Max) (release muse-wonder-full, row muse-wonder-full, UUID e994a6e0-d36b-4dab-8ae1-c1b469e4d9e2, reasoning=true, source reasoning-token configuration budget=2000, suffix=Max). This configured value is not measured token consumption.GLM-5.2: Exact AA configuration: GLM-5.2 (Max) (release glm-5-2, row glm-5-2, UUID f7a4ea75-e548-4069-80d4-9be8bc7c009b, reasoning=true, source reasoning-token configuration budget=2000, suffix=Max). This configured value is not measured token consumption.	Winner71.3%	28.4%	Artificial Analysis Source details Data as of: 10/15/2026
Code MigrationOverall Test details Test setup not documented as identicalNo direct winnerVersion: 1Metric: accuracyScoring: Higher is betterMuse Wonder Full: Reasoning: max, Temperature: 1, Output limit: 131,072 tokens GLM-5.2: Reasoning: max, Temperature: 1, Top P: 0.95, Output limit: 131,072 tokens	Higher measured value61.033 %	37.87 %	Vals AI Source details Data as of: 10/12/2026
EMBOverall Test details Test setup not documented as identicalNo direct winnerVersion: 1Metric: accuracyScoring: Higher is betterMuse Wonder Full: Reasoning: max, Temperature: 1, Output limit: 131,072 tokens	Higher measured value71.917 %	61.532 %	Vals AI Source details Data as of: 10/12/2026
Finance Agent (v2)Overall Test details Test setup not documented as identicalNo direct winnerVersion: 2Metric: accuracyScoring: Higher is betterMuse Wonder Full: Reasoning: max, Temperature: 1, Output limit: 131,072 tokens	Higher measured value59.061 %	49.699 %	Vals AI Source details Data as of: 10/12/2026
GDP.pdfOverall Test details No documented difference in the test setupVersion: unspecifiedMetric: All-pass rateScoring: Higher is betterMuse Wonder Full: Snapshot: Muse Wonder Full (Max), Reasoning: Max GLM-5.2: Snapshot: GLM-5.2 (Max), Reasoning: MaxMuse Wonder Full: Exact AA configuration: Muse Wonder Full (Max) (release muse-wonder-full, row muse-wonder-full, UUID e994a6e0-d36b-4dab-8ae1-c1b469e4d9e2, reasoning=true, source reasoning-token configuration budget=2000, suffix=Max). This configured value is not measured token consumption.GLM-5.2: Exact AA configuration: GLM-5.2 (Max) (release glm-5-2, row glm-5-2, UUID f7a4ea75-e548-4069-80d4-9be8bc7c009b, reasoning=true, source reasoning-token configuration budget=2000, suffix=Max). This configured value is not measured token consumption.	Winner32.6%	10.4%	Artificial Analysis Source details Data as of: 10/15/2026
GDPval-AAOverall Test details No documented difference in the test setupVersion: v2.1Metric: GDPval-AA EloScoring: Higher is betterMuse Wonder Full: Snapshot: Muse Wonder Full (Max), Reasoning: Max GLM-5.2: Snapshot: GLM-5.2 (Max), Reasoning: MaxMuse Wonder Full: Exact AA configuration: Muse Wonder Full (Max) (release muse-wonder-full, row muse-wonder-full, UUID e994a6e0-d36b-4dab-8ae1-c1b469e4d9e2, reasoning=true, source reasoning-token configuration budget=2000, suffix=Max). This configured value is not measured token consumption.GLM-5.2: Exact AA configuration: GLM-5.2 (Max) (release glm-5-2, row glm-5-2, UUID f7a4ea75-e548-4069-80d4-9be8bc7c009b, reasoning=true, source reasoning-token configuration budget=2000, suffix=Max). This configured value is not measured token consumption.	Winner1,857.09 elo	1,372.01 elo	Artificial Analysis Source details Data as of: 10/15/2026
Harvey's Legal Agent BenchmarkOverall · Task fully resolved Test details Test setup not documented as identicalNo direct winnerVersion: 1Metric: task resolution rateScoring: Higher is betterMuse Wonder Full: Reasoning: max, Temperature: 1, Output limit: 131,072 tokens GLM-5.2: Reasoning: max, Temperature: 1, Top P: 0.95, Output limit: 131,072 tokens	Higher measured value21.667 %	7.083 %	Vals AI Source details Data as of: 10/12/2026
Humanity's Last ExamOverall Test details No documented difference in the test setupVersion: unspecifiedMetric: Text-only pass@1 accuracyScoring: Higher is betterMuse Wonder Full: Snapshot: Muse Wonder Full (Max), Reasoning: Max GLM-5.2: Snapshot: GLM-5.2 (Max), Reasoning: MaxMuse Wonder Full: Exact AA configuration: Muse Wonder Full (Max) (release muse-wonder-full, row muse-wonder-full, UUID e994a6e0-d36b-4dab-8ae1-c1b469e4d9e2, reasoning=true, source reasoning-token configuration budget=2000, suffix=Max). This configured value is not measured token consumption.GLM-5.2: Exact AA configuration: GLM-5.2 (Max) (release glm-5-2, row glm-5-2, UUID f7a4ea75-e548-4069-80d4-9be8bc7c009b, reasoning=true, source reasoning-token configuration budget=2000, suffix=Max). This configured value is not measured token consumption.	Winner53.6% Artificial Analysis describes this comparable run as 2,158 text-only questions, not the full 2,500-question dataset.	41.1% Artificial Analysis describes this comparable run as 2,158 text-only questions, not the full 2,500-question dataset.	Artificial Analysis Source details Data as of: 10/15/2026
Legal Research BenchOverall · All-pass Test details Test setup not documented as identicalNo direct winnerVersion: 1Metric: all-pass rateScoring: Higher is betterMuse Wonder Full: Reasoning: max, Temperature: 1, Output limit: 131,072 tokens GLM-5.2: Reasoning: max, Temperature: 1, Top P: 0.95, Output limit: 131,072 tokens	Higher measured value53.365 %	31.25 %	Vals AI Source details Data as of: 10/12/2026
LegalBenchOverall Test details Test setup not documented as identicalNo direct winnerVersion: 1Metric: accuracyScoring: Higher is betterMuse Wonder Full: Reasoning: max, Temperature: 1, Output limit: 131,072 tokens	Higher measured value87.418 %	84.073 %	Vals AI Source details Data as of: 10/13/2026
MedCodeOverall Test details Test setup not documented as identicalNo direct winnerVersion: 1Metric: accuracyScoring: Higher is betterMuse Wonder Full: Reasoning: max, Temperature: 1, Output limit: 131,072 tokens GLM-5.2: Temperature: 1, Output limit: 30,000 tokens	Higher measured value49.932 %	40.771 %	Vals AI Source details Data as of: 10/13/2026
MedScribeOverall Test details Test setup not documented as identicalNo direct winnerVersion: 1Metric: accuracyScoring: Higher is betterMuse Wonder Full: Reasoning: max, Temperature: 1, Output limit: 131,072 tokens GLM-5.2: Temperature: 1, Output limit: 30,000 tokens	Higher measured value89.335 %	83.534 %	Vals AI Source details Data as of: 10/13/2026
ProgramBenchOverall Test details Test setup not documented as identicalNo direct winnerVersion: 1Metric: fully resolved rateScoring: Higher is betterMuse Wonder Full: Reasoning: max, Temperature: 1, Output limit: 131,072 tokens GLM-5.2: Reasoning: max, Temperature: 1, Top P: 1, Output limit: 64,000 tokens	No direct winner0.5 %	No direct winner0.5 %	Vals AI Source details Data as of: 10/12/2026
SRE BenchOverall Test details Test setup not documented as identicalNo direct winnerVersion: 1Metric: fully solved rateScoring: Higher is betterMuse Wonder Full: Reasoning: max, Temperature: 1, Output limit: 131,072 tokens GLM-5.2: Reasoning: max, Temperature: 1, Top P: 0.95, Output limit: 131,072 tokens	Higher measured value11.832 %	0 %	Vals AI Source details Data as of: 10/14/2026
Terminal-BenchOverall Test details No documented difference in the test setupVersion: 4.0Metric: Task successScoring: Higher is betterMuse Wonder Full: Snapshot: Muse Wonder Full (Max), Reasoning: Max GLM-5.2: Snapshot: GLM-5.2 (Max), Reasoning: MaxMuse Wonder Full: Exact AA configuration: Muse Wonder Full (Max) (release muse-wonder-full, row muse-wonder-full, UUID e994a6e0-d36b-4dab-8ae1-c1b469e4d9e2, reasoning=true, source reasoning-token configuration budget=2000, suffix=Max). This configured value is not measured token consumption.GLM-5.2: Exact AA configuration: GLM-5.2 (Max) (release glm-5-2, row glm-5-2, UUID f7a4ea75-e548-4069-80d4-9be8bc7c009b, reasoning=true, source reasoning-token configuration budget=2000, suffix=Max). This configured value is not measured token consumption.	Winner57.1%	1.0%	Artificial Analysis Source details Data as of: 10/15/2026
Vibe Code Bench v1.1Overall Test details Test setup not documented as identicalNo direct winnerVersion: 1.1Metric: accuracyScoring: Higher is betterMuse Wonder Full: Reasoning: max, Harness: OpenHands, Temperature: 1, Output limit: 131,072 tokens GLM-5.2: Reasoning: max, Harness: OpenHands, Temperature: 1, Top P: 0.95, Output limit: 131,072 tokens	Higher measured value85.996 %	63.961 %	Vals AI Source details Data as of: 10/12/2026
Code MigrationCLI Test details Test setup not documented as identicalNo direct winnerVersion: 1Metric: accuracyScoring: Higher is betterMuse Wonder Full: Reasoning: max, Temperature: 1, Output limit: 131,072 tokens GLM-5.2: Reasoning: max, Temperature: 1, Top P: 0.95, Output limit: 131,072 tokens	Higher measured value58.044 %	27.16 %	Vals AI Source details Data as of: 10/12/2026
EMBComps Test details Test setup not documented as identicalNo direct winnerVersion: 1Metric: accuracyScoring: Higher is betterMuse Wonder Full: Reasoning: max, Temperature: 1, Output limit: 131,072 tokens	Higher measured value80.89 %	54.922 %	Vals AI Source details Data as of: 10/12/2026
Finance Agent (v2)Adjustments Test details Test setup not documented as identicalNo direct winnerVersion: 2Metric: accuracyScoring: Higher is betterMuse Wonder Full: Reasoning: max, Temperature: 1, Output limit: 131,072 tokens	Higher measured value56.668 %	46.305 %	Vals AI Source details Data as of: 10/12/2026
Harvey's Legal Agent BenchmarkAntitrust Competition · Criteria passed Test details Test setup not documented as identicalNo direct winnerVersion: 1Metric: criteria pass rateScoring: Higher is betterMuse Wonder Full: Reasoning: max, Temperature: 1, Output limit: 131,072 tokens GLM-5.2: Reasoning: max, Temperature: 1, Top P: 0.95, Output limit: 131,072 tokens	Higher measured value94.928 %	87.319 %	Vals AI Source details Data as of: 10/12/2026
Legal Research BenchAdministrative / Regulatory · All-pass Test details Test setup not documented as identicalNo direct winnerVersion: 1Metric: all-pass rateScoring: Higher is betterMuse Wonder Full: Reasoning: max, Temperature: 1, Output limit: 131,072 tokens GLM-5.2: Reasoning: max, Temperature: 1, Top P: 0.95, Output limit: 131,072 tokens	Higher measured value63.636 %	39.394 %	Vals AI Source details Data as of: 10/12/2026
LegalBenchConclusion Tasks Test details Test setup not documented as identicalNo direct winnerVersion: 1Metric: accuracyScoring: Higher is betterMuse Wonder Full: Reasoning: max, Temperature: 1, Output limit: 131,072 tokens	Higher measured value90.323 %	88.587 %	Vals AI Source details Data as of: 10/13/2026
ProgramBenchAlmost Resolved Test details Test setup not documented as identicalNo direct winnerVersion: 1Metric: almost-resolved rateScoring: Higher is betterMuse Wonder Full: Reasoning: max, Temperature: 1, Output limit: 131,072 tokens GLM-5.2: Reasoning: max, Temperature: 1, Top P: 1, Output limit: 64,000 tokens	8 %	Higher measured value9.5 %	Vals AI Source details Data as of: 10/12/2026
SRE BenchCapability Score Test details Test setup not documented as identicalNo direct winnerVersion: 1Metric: capability scoreScoring: Higher is betterMuse Wonder Full: Reasoning: max, Temperature: 1, Output limit: 131,072 tokens GLM-5.2: Reasoning: max, Temperature: 1, Top P: 0.95, Output limit: 131,072 tokens	Higher measured value17.748 %	3.435 %	Vals AI Source details Data as of: 10/14/2026
Code MigrationCOBOL Test details Test setup not documented as identicalNo direct winnerVersion: 1Metric: accuracyScoring: Higher is betterMuse Wonder Full: Reasoning: max, Temperature: 1, Output limit: 131,072 tokens GLM-5.2: Reasoning: max, Temperature: 1, Top P: 0.95, Output limit: 131,072 tokens	No direct winner70 %	No direct winner70 %	Vals AI Source details Data as of: 10/12/2026
EMBDataroom Test details Test setup not documented as identicalNo direct winnerVersion: 1Metric: accuracyScoring: Higher is betterMuse Wonder Full: Reasoning: max, Temperature: 1, Output limit: 131,072 tokens	Higher measured value85.257 %	83.444 %	Vals AI Source details Data as of: 10/12/2026
Finance Agent (v2)All-Pass Test details Test setup not documented as identicalNo direct winnerVersion: 2Metric: accuracyScoring: Higher is betterMuse Wonder Full: Reasoning: max, Temperature: 1, Output limit: 131,072 tokens	Higher measured value49.037 %	38.006 %	Vals AI Source details Data as of: 10/12/2026
Harvey's Legal Agent BenchmarkAntitrust Competition · Task fully resolved Test details Test setup not documented as identicalNo direct winnerVersion: 1Metric: task resolution rateScoring: Higher is betterMuse Wonder Full: Reasoning: max, Temperature: 1, Output limit: 131,072 tokens GLM-5.2: Reasoning: max, Temperature: 1, Top P: 0.95, Output limit: 131,072 tokens	Higher measured value20 %	0 %	Vals AI Source details Data as of: 10/12/2026
Legal Research BenchAdministrative / Regulatory · Weighted partial credit Test details Test setup not documented as identicalNo direct winnerVersion: 1Metric: weighted partial-credit scoreScoring: Higher is betterMuse Wonder Full: Reasoning: max, Temperature: 1, Output limit: 131,072 tokens GLM-5.2: Reasoning: max, Temperature: 1, Top P: 0.95, Output limit: 131,072 tokens	Higher measured value92.809 %	85.95 %	Vals AI Source details Data as of: 10/12/2026
LegalBenchInterpretation Tasks Test details Test setup not documented as identicalNo direct winnerVersion: 1Metric: accuracyScoring: Higher is betterMuse Wonder Full: Reasoning: max, Temperature: 1, Output limit: 131,072 tokens	Higher measured value84.991 %	82.17 %	Vals AI Source details Data as of: 10/13/2026
ProgramBenchFully Resolved Test details Test setup not documented as identicalNo direct winnerVersion: 1Metric: fully resolved rateScoring: Higher is betterMuse Wonder Full: Reasoning: max, Temperature: 1, Output limit: 131,072 tokens GLM-5.2: Reasoning: max, Temperature: 1, Top P: 1, Output limit: 64,000 tokens	No direct winner0.5 %	No direct winner0.5 %	Vals AI Source details Data as of: 10/12/2026
SRE BenchFully Solved Test details Test setup not documented as identicalNo direct winnerVersion: 1Metric: fully solved rateScoring: Higher is betterMuse Wonder Full: Reasoning: max, Temperature: 1, Output limit: 131,072 tokens GLM-5.2: Reasoning: max, Temperature: 1, Top P: 0.95, Output limit: 131,072 tokens	Higher measured value11.832 %	0 %	Vals AI Source details Data as of: 10/14/2026
Code MigrationCode Quality Test details Test setup not documented as identicalNo direct winnerVersion: 1Metric: mean reviewer code-quality ratingScoring: Higher is betterMuse Wonder Full: Reasoning: max, Temperature: 1, Output limit: 131,072 tokens GLM-5.2: Reasoning: max, Temperature: 1, Top P: 0.95, Output limit: 131,072 tokens	Higher measured value4.244 / 5	3.981 / 5	Vals AI Source details Data as of: 10/12/2026
EMBDCF Test details Test setup not documented as identicalNo direct winnerVersion: 1Metric: accuracyScoring: Higher is betterMuse Wonder Full: Reasoning: max, Temperature: 1, Output limit: 131,072 tokens	Higher measured value66.579 %	52.968 %	Vals AI Source details Data as of: 10/12/2026
Finance Agent (v2)Comparables Test details Test setup not documented as identicalNo direct winnerVersion: 2Metric: accuracyScoring: Higher is betterMuse Wonder Full: Reasoning: max, Temperature: 1, Output limit: 131,072 tokens	Higher measured value46.809 %	44.78 %	Vals AI Source details Data as of: 10/12/2026
Harvey's Legal Agent BenchmarkArbitration International Dispute Resolution · Criteria passed Test details Test setup not documented as identicalNo direct winnerVersion: 1Metric: criteria pass rateScoring: Higher is betterMuse Wonder Full: Reasoning: max, Temperature: 1, Output limit: 131,072 tokens GLM-5.2: Reasoning: max, Temperature: 1, Top P: 0.95, Output limit: 131,072 tokens	Higher measured value95.699 %	91.756 %	Vals AI Source details Data as of: 10/12/2026
Legal Research BenchBusiness & Commercial · All-pass Test details Test setup not documented as identicalNo direct winnerVersion: 1Metric: all-pass rateScoring: Higher is betterMuse Wonder Full: Reasoning: max, Temperature: 1, Output limit: 131,072 tokens GLM-5.2: Reasoning: max, Temperature: 1, Top P: 0.95, Output limit: 131,072 tokens	Higher measured value58.14 %	27.907 %	Vals AI Source details Data as of: 10/12/2026
LegalBenchIssue Tasks Test details Test setup not documented as identicalNo direct winnerVersion: 1Metric: accuracyScoring: Higher is betterMuse Wonder Full: Reasoning: max, Temperature: 1, Output limit: 131,072 tokens	Higher measured value91.014 %	89.506 %	Vals AI Source details Data as of: 10/13/2026
ProgramBenchRaw Pass Rate Test details Test setup not documented as identicalNo direct winnerVersion: 1Metric: raw test pass rateScoring: Higher is betterMuse Wonder Full: Reasoning: max, Temperature: 1, Output limit: 131,072 tokens GLM-5.2: Reasoning: max, Temperature: 1, Top P: 1, Output limit: 64,000 tokens	24.187 %	Higher measured value62.605 %	Vals AI Source details Data as of: 10/12/2026
EMBLBO Test details Test setup not documented as identicalNo direct winnerVersion: 1Metric: accuracyScoring: Higher is betterMuse Wonder Full: Reasoning: max, Temperature: 1, Output limit: 131,072 tokens	Higher measured value59.586 %	51.815 %	Vals AI Source details Data as of: 10/12/2026
Finance Agent (v2)Disclosure Analysis Test details Test setup not documented as identicalNo direct winnerVersion: 2Metric: accuracyScoring: Higher is betterMuse Wonder Full: Reasoning: max, Temperature: 1, Output limit: 131,072 tokens	Higher measured value71.553 %	61.588 %	Vals AI Source details Data as of: 10/12/2026
Harvey's Legal Agent BenchmarkArbitration International Dispute Resolution · Task fully resolved Test details Test setup not documented as identicalNo direct winnerVersion: 1Metric: task resolution rateScoring: Higher is betterMuse Wonder Full: Reasoning: max, Temperature: 1, Output limit: 131,072 tokens GLM-5.2: Reasoning: max, Temperature: 1, Top P: 0.95, Output limit: 131,072 tokens	Higher measured value20 %	0 %	Vals AI Source details Data as of: 10/12/2026
Legal Research BenchBusiness & Commercial · Weighted partial credit Test details Test setup not documented as identicalNo direct winnerVersion: 1Metric: weighted partial-credit scoreScoring: Higher is betterMuse Wonder Full: Reasoning: max, Temperature: 1, Output limit: 131,072 tokens GLM-5.2: Reasoning: max, Temperature: 1, Top P: 0.95, Output limit: 131,072 tokens	Higher measured value89.811 %	87.466 %	Vals AI Source details Data as of: 10/12/2026
LegalBenchRhetoric Tasks Test details Test setup not documented as identicalNo direct winnerVersion: 1Metric: accuracyScoring: Higher is betterMuse Wonder Full: Reasoning: max, Temperature: 1, Output limit: 131,072 tokens	Higher measured value83.625 %	81.263 %	Vals AI Source details Data as of: 10/13/2026
EMBM&A Test details Test setup not documented as identicalNo direct winnerVersion: 1Metric: accuracyScoring: Higher is betterMuse Wonder Full: Reasoning: max, Temperature: 1, Output limit: 131,072 tokens	Higher measured value78.304 %	63.913 %	Vals AI Source details Data as of: 10/12/2026
Finance Agent (v2)Earnings Analysis Test details Test setup not documented as identicalNo direct winnerVersion: 2Metric: accuracyScoring: Higher is betterMuse Wonder Full: Reasoning: max, Temperature: 1, Output limit: 131,072 tokens	Higher measured value78.596 %	66.596 %	Vals AI Source details Data as of: 10/12/2026
Harvey's Legal Agent BenchmarkBanking Finance · Criteria passed Test details Test setup not documented as identicalNo direct winnerVersion: 1Metric: criteria pass rateScoring: Higher is betterMuse Wonder Full: Reasoning: max, Temperature: 1, Output limit: 131,072 tokens GLM-5.2: Reasoning: max, Temperature: 1, Top P: 0.95, Output limit: 131,072 tokens	Higher measured value92.565 %	85.874 %	Vals AI Source details Data as of: 10/12/2026
Legal Research BenchCivil Litigation · All-pass Test details Test setup not documented as identicalNo direct winnerVersion: 1Metric: all-pass rateScoring: Higher is betterMuse Wonder Full: Reasoning: max, Temperature: 1, Output limit: 131,072 tokens GLM-5.2: Reasoning: max, Temperature: 1, Top P: 0.95, Output limit: 131,072 tokens	Higher measured value44.444 %	25.926 %	Vals AI Source details Data as of: 10/12/2026
LegalBenchRule Tasks Test details Test setup not documented as identicalNo direct winnerVersion: 1Metric: accuracyScoring: Higher is betterMuse Wonder Full: Reasoning: max, Temperature: 1, Output limit: 131,072 tokens	Higher measured value87.136 %	78.84 %	Vals AI Source details Data as of: 10/13/2026
EMBMisc Test details Test setup not documented as identicalNo direct winnerVersion: 1Metric: accuracyScoring: Higher is betterMuse Wonder Full: Reasoning: max, Temperature: 1, Output limit: 131,072 tokens	Higher measured value64.242 %	60.775 %	Vals AI Source details Data as of: 10/12/2026
Finance Agent (v2)Financial Modeling Test details Test setup not documented as identicalNo direct winnerVersion: 2Metric: accuracyScoring: Higher is betterMuse Wonder Full: Reasoning: max, Temperature: 1, Output limit: 131,072 tokens	Higher measured value23.736 %	12.885 %	Vals AI Source details Data as of: 10/12/2026
Harvey's Legal Agent BenchmarkBanking Finance · Task fully resolved Test details Test setup not documented as identicalNo direct winnerVersion: 1Metric: task resolution rateScoring: Higher is betterMuse Wonder Full: Reasoning: max, Temperature: 1, Output limit: 131,072 tokens GLM-5.2: Reasoning: max, Temperature: 1, Top P: 0.95, Output limit: 131,072 tokens	Higher measured value20 %	0 %	Vals AI Source details Data as of: 10/12/2026
Legal Research BenchCivil Litigation · Weighted partial credit Test details Test setup not documented as identicalNo direct winnerVersion: 1Metric: weighted partial-credit scoreScoring: Higher is betterMuse Wonder Full: Reasoning: max, Temperature: 1, Output limit: 131,072 tokens GLM-5.2: Reasoning: max, Temperature: 1, Top P: 0.95, Output limit: 131,072 tokens	Higher measured value92.925 %	86.955 %	Vals AI Source details Data as of: 10/12/2026
EMBOperating Test details Test setup not documented as identicalNo direct winnerVersion: 1Metric: accuracyScoring: Higher is betterMuse Wonder Full: Reasoning: max, Temperature: 1, Output limit: 131,072 tokens	Higher measured value68.56 %	62.888 %	Vals AI Source details Data as of: 10/12/2026
Finance Agent (v2)General Qualitative Analysis Test details Test setup not documented as identicalNo direct winnerVersion: 2Metric: accuracyScoring: Higher is betterMuse Wonder Full: Reasoning: max, Temperature: 1, Output limit: 131,072 tokens	Higher measured value74.179 %	68.73 %	Vals AI Source details Data as of: 10/12/2026
Harvey's Legal Agent BenchmarkBankruptcy Restructuring · Criteria passed Test details Test setup not documented as identicalNo direct winnerVersion: 1Metric: criteria pass rateScoring: Higher is betterMuse Wonder Full: Reasoning: max, Temperature: 1, Output limit: 131,072 tokens GLM-5.2: Reasoning: max, Temperature: 1, Top P: 0.95, Output limit: 131,072 tokens	Higher measured value91.003 %	74.394 %	Vals AI Source details Data as of: 10/12/2026
Legal Research BenchConstitutional / Civil Rights · All-pass Test details Test setup not documented as identicalNo direct winnerVersion: 1Metric: all-pass rateScoring: Higher is betterMuse Wonder Full: Reasoning: max, Temperature: 1, Output limit: 131,072 tokens GLM-5.2: Reasoning: max, Temperature: 1, Top P: 0.95, Output limit: 131,072 tokens	Higher measured value47.368 %	28.947 %	Vals AI Source details Data as of: 10/12/2026
EMBScratch Test details Test setup not documented as identicalNo direct winnerVersion: 1Metric: accuracyScoring: Higher is betterMuse Wonder Full: Reasoning: max, Temperature: 1, Output limit: 131,072 tokens	Higher measured value70.547 %	66.693 %	Vals AI Source details Data as of: 10/12/2026
Finance Agent (v2)General Quantitative Analysis Test details Test setup not documented as identicalNo direct winnerVersion: 2Metric: accuracyScoring: Higher is betterMuse Wonder Full: Reasoning: max, Temperature: 1, Output limit: 131,072 tokens	Higher measured value80.059 %	65.524 %	Vals AI Source details Data as of: 10/12/2026
Harvey's Legal Agent BenchmarkBankruptcy Restructuring · Task fully resolved Test details Test setup not documented as identicalNo direct winnerVersion: 1Metric: task resolution rateScoring: Higher is betterMuse Wonder Full: Reasoning: max, Temperature: 1, Output limit: 131,072 tokens GLM-5.2: Reasoning: max, Temperature: 1, Top P: 0.95, Output limit: 131,072 tokens	Higher measured value20 %	0 %	Vals AI Source details Data as of: 10/12/2026
Key to the marks:better valuebetter, but not conclusivetie

Our model tests

Our tests

There is no shared test round for this selection. Results from different rounds are not mixed.

Earlier tests

Pelican on a bicycle

A community classic for free-form SVG drawing.

Muse Wonder Full

Not tested yet

GLM-5.2

Output withheld for safety

Reasoning (requested): high

Current attempt

Run date: Oct 5, 2026
API provider: openrouter
Requested API model: z-ai/glm-5.2
API model reported in response: z-ai/glm-5.2
Reasoning setting: high
Pinned endpoint: Z.AI | z-ai/glm-5.2-20260616
Temperature: Provider default
Token limit including reasoning: 8,192 tokens
Test protocol: community-visual-tests-v1
Technical checks: Failed
Response time: 31.4 s

Not yet visually reviewed. A successful recording does not confirm correct physics or full compliance with the prompt.

Earlier attempts (3)

Oct 2, 2026API request failedReasoning setting: high
Oct 1, 2026API request failedReasoning setting: high
Sep 7, 2026API request failedReasoning setting: high

Prompt and test conditions

Generate an SVG of a pelican riding a bicycle

Token limit including reasoning: 8,192 tokens

Task origin (Simon Willison)

How to read this comparison

Winning one benchmark is not an overall verdict

Your workload, budget, and required context length matter most. A coding benchmark says little about visual understanding or agent performance.

The standard price table uses direct developer rates. The provider comparison labels OpenRouter endpoints, regions, and special tariffs separately.

Every result links to its measurement source and retrieval date. Labels distinguish vendor reports, official benchmark leaderboards, and independent evaluations. Disputed or archived results are excluded.

More matchups

Compare Muse Wonder Full and GLM-5.2 with other leading models using the same data and benchmark logic.

View the complete LLM comparison