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GLM-5.3 Artificial Analysis Benchmarks

Z AI's GLM-5.3 (max), released on August 18, 2026, scores 60 on the Artificial Analysis Intelligence Index, well above the median of 35 for comparable reasoning models, and costs $1.40 per 1M input tokens and $4.40 per 1M output tokens via Z AI's API. The model supports text input and output with a 1M token context window, and its evaluation generated 170M output tokens, costing $1,238.50 in total.

read4 min views2 publishedAug 18, 2026
GLM-5.3 Artificial Analysis Benchmarks
Image: source

Model summary

Speed

GLM-5.3 (max) is amongst the leading models in intelligence and reasonably priced when comparing to other models of similar price. The model supports text input, outputs text, and has a 1M tokens context window.

GLM-5.3 (max) scores 60 on the Artificial Analysis Intelligence Index, placing it well above average among comparable models (median: 35). When evaluating the Intelligence Index, it generated 170M tokens, which is very verbose in comparison to the median of 72M.

Pricing for GLM-5.3 (max) is $1.40 per 1M input tokens (moderately priced, median: $1.75) and $4.40 per 1M output tokens (moderately priced, median: $10.00). In total, it cost $1238.50 to evaluate GLM-5.3 (max) on the Intelligence Index.

Reasoning Yes This page shows the reasoning version of this model. A non-reasoning variant may also exist.
Input modality Supports: text
Output modality Supports: text
Context window 1M ~1500 A4 pages of size 12 Arial font

Metrics are compared against models of the same class:

  • Non-reasoning models → compared only with other non-reasoning models
  • Reasoning models → compared across both reasoning and non-reasoning
  • Open weights models → compared only with other open weights models of the same size class:
- Tiny: ≤4B parameters
- Small: 4B–40B parameters
- Medium: 40B–150B parameters
- Large: >150B parameters
  • Proprietary models → compared across proprietary and open weights models of the same price range, using a blended 3:1 input/output price ratio:

  • <$0.15 per 1M tokens

  • $0.15–$1 per 1M tokens

  • $1 per 1M tokens Highlights

Speed

Intelligence #

Artificial Analysis Intelligence Index

Artificial Analysis Intelligence Index by Open Weights / Proprietary

Intelligence Evaluations

Agentic real-world work tasks, (Elo-500)/2000

[𝜏³-Banking](/evaluations/tau3-banking)Updated

Agentic tool use

Agentic coding & terminal use

Coding

Humanity's Last ExamUpdated Reasoning & knowledge

Scientific reasoning

Physics reasoning

AA-Omniscience AccuracyUpdated Knowledge

1 - hallucination rate

AA-LCRUpdated Long context reasoning

Agentic knowledge work, Elo

Agentic SaaS workflows

Legal agentic work, criterion pass rate

Agentic business operations

Quantitative analysis on spreadsheets & documents

Instruction following

Long-horizon agentic tasks

Kubernetes incident root-cause analysis

Visual reasoning

AA-Omniscience

AA-Omniscience Index

Intelligence Index Comparisons #

Intelligence Index vs. Cost per Intelligence Index Task

Token Use #

Output Tokens per Intelligence Index Task

Cost #

Cost per Intelligence Index Task

Cost to Run Artificial Analysis Intelligence Index

Pricing: Cache Hit, Input, and Output

Context Window #

Context Window

Frequently Asked Questions #

Common questions about GLM-5.3 (max)

GLM-5.3 (max) was released on August 18, 2026.

GLM-5.3 (max) was created by Z AI.

GLM-5.3 (max) scores 60 on the Artificial Analysis Intelligence Index, placing it well above average among other reasoning models in a similar price tier (median: 35).

GLM-5.3 (max) costs $1.40 per 1M input tokens (better than average, median: $1.75) and $4.40 per 1M output tokens (better than average, median: $10.00), based on Z AI's API. GLM-5.3 (max) costs $1.40 per 1M input tokens and $4.40 per 1M output tokens (based on Z AI's API). For a blended rate (7:2:1 cache hit/input/output ratio), this is $0.90 per 1M tokens. Pricing may vary by provider. Compare provider pricing

When evaluated on the Intelligence Index, GLM-5.3 (max) generated 170M output tokens, which is at the higher end compared to other reasoning models in a similar price tier (median: 72M).

Yes, GLM-5.3 (max) is a reasoning model. It uses extended thinking or chain-of-thought reasoning to work through complex problems before providing an answer.

GLM-5.3 (max) supports text input.

GLM-5.3 (max) supports text output.

No, GLM-5.3 (max) does not support image input. It can only process text.

No, GLM-5.3 (max) is not multimodal. It only supports text input.

GLM-5.3 (max) has a context window of 1.0M tokens. This determines how much text and conversation history the model can process in a single request.

No, GLM-5.3 (max) is proprietary. The model weights are not publicly available.

GLM-5.3 (max) has 753 billion parameters. GLM-5.3 (max) achieves a score of 60 on the Artificial Analysis Intelligence Index. This composite benchmark evaluates models across reasoning, knowledge, mathematics, and coding.

Yes, GLM-5.3 (max) is available via API through 1 provider. [Compare API providers](/models/glm-5-3/providers)

GLM-5.3 (max) is available through 1 API provider. [Compare providers](/models/glm-5-3/providers)
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