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GLM-4.6 (Reasoning)

open weightsdeprecated by benchmark source
Z.ai · released 2025-09-30 · 4 offers

Context 200K tokens

Top 4 cheapest providers (Adjusted $/task)

The same list price can give a different adjusted $/task (caching, token efficiency) — click a price for its inputs.

Within the active global provider, residency and confidentiality filters.

#ProviderAdjusted $/task
1Venice
2DeepInfra
3Novita
4Z.AI

Composite

4 of 7 inputs · 2 from the model family6 radar axes: DesignArena's two boards share one

44.4

AA CodingCoding Agent v1.4AA IntelligenceAA AgenticEpoch ECISoftware ECIDesignArenaAA Coding: percentile 52AA Intelligence: percentile 67Epoch ECI: percentile 24DesignArena: percentile 10

AA Coding 45.8Coding Agent v1.4 AA Intelligence 18.5AA Agentic Epoch ECI 140.8Software ECI DesignArena —/1039

Radar: percentile among all models measured on each input; a gap means not measured.

Benchmark sheet

16 of 140 registered benchmark versions · bars show the percentile among all models measured on each benchmark.

Composite attachments (used in the score, not counted as exact benchmarks):
  • Epoch ECI · attached
  • DesignArena Full-Stack · attached
Compare this model →

Agentic

  • GDPval-AA v241874 Elo

    GDPval-AA v2 v2 · Published board — Tests professional knowledge-work deliverables across occupations using AA's Stirrup harness.

  • Terminal-Bench Hard (AA)6625.0%

    Terminal-Bench Hard (AA) pinned revision 74221fb · Published board — Tests a pinned 44-task hard subset of terminal-based work using Terminus 2.

  • Terminal-Bench v2.1 (AA)4949.4%

    Terminal-Bench v2.1 (AA) v2.1 · Published board — Tests terminal-based work on the 89-task verified refresh using Terminus 2.

  • τ²-Bench Airline (OpenRouter run)3865.6%

    τ²-Bench Airline (OpenRouter run) published 2026-09-15 · Published board — Multi-turn service agents making tool calls under strict policy constraints. (OpenRouter's own reproducible run, as published on openrouter.ai/benchmarks.)

Coding

  • AA Coding Index5245.8

    AA Coding Index published 2026-09-19 · Published board — Artificial Analysis publishes this board without a version number; we keep the date each result was retained.

  • DesignArena Full-Stack111,039 Elo

    DesignArena Full-Stack published 2026-09-19 · Published board — Published Elo. Exact source attachment is retained; fewer than 200 battles excludes a row from radar normalization and anomaly peers.

Efficiency

Instruction-following

Knowledge

Long-context

  • AA-LCR v1.15054.0%

    AA-LCR v1.1 v1.1 · Published board — Tests reasoning across multiple long documents with corrected answer keys and grading.

Math

  • AIME 2025 (AA) v20258486.0%

    AIME 2025 (AA) v2025 · Published board — Advanced mathematical problem solving on AIME I and II 2025.

Reasoning

Science

Tool-use

  • τ²-Bench Telecom (AA)6370.5%

    τ²-Bench Telecom (AA) published 2026-09-10 · Published board — Tests dual-control telecom agents that coordinate tool use with a simulated user.

  • τ³-Banking (AA) v1.0.13913.4%

    τ³-Banking (AA) v1.0.1 · Published board — Tests banking support agents that retrieve policies and change account state through tools.

Missing coverage · 126 benchmark versions

No result does not mean a zero, or that the model was never tested. Collection failures and disputed versions retain their distinct status.

Variants / reasoning settings

Artificial Analysis snapshot 2026-09-19 · Data: Artificial Analysis · Data: Epoch AI (CC BY)

VariantAA CodingAA Intelligence
GLM-4.6 (Reasoning)45.818.5
GLM-4.6 (Non-reasoning)14.9
Token offers by platform · 4 offers (Adjusted $/task)

Click any underlined price to see how it is estimated and where each input comes from. How we calculate adjusted cost.

4 offers within the active global filters; “—” means the catalog is active but no public token price is available.

OpenRouter (4)

Venice
DeepInfra
Z.AI
Novita
GLM-4.6 (Reasoning) — benchmarks & cost | Benchmark Heaven