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AI Rankings

GLM-5.3-Flash: Score, Price and Context Window

Where GLM-5.3-Flash from Z.ai ranks, what it costs and how much text it can read, in plain numbers with the sources.

Data updated

  • Z.ai
  • Open weights
  • Released Aug 2026

Its score range overlaps with GPT-5.2, the model just above it, so a small gap in rank is not a meaningful difference.

Best for

  • Very long documents: its context window is 1M tokens, roughly 786,000 words.
  • Keeping costs low: it is among the cheapest quarter of models in the top half by score.
  • Running it yourself: its weights can be downloaded (read the licence terms first).

These lines are worked out from the numbers on this page, not from hands-on testing.

Key facts

Overall score
153.1
Rank 47 of 270. Likely range 150.8 to 155.5.
Human preference: chat
1476
Rank 29 of 166. 38,359 votes.
Human preference: coding
1525
Rank 23 of 166. 9,720 votes.
Human preference: web pages
1608
Rank 21 of 85. 19,680 votes.
Human preference: images
1271
Rank 29 of 85. 16,254 votes.
Price per million tokens
$0.15 in / $0.50 out
Blended $0.24. Cached input $0.03. List price from Zai, checked 26 Oct 2026.
Context window
1M tokens
About 786,000 words at once. One answer up to 128K tokens.
Weights
Open
The weights can be downloaded. Check the licence before commercial use.

Features listed by the price list: Image input, Tool use, Reasoning, Prompt caching.

How GLM-5.3-Flash stacks up

Each strip shows every model we track as faint bars. The dot is this model. Better is always to the right, even for price.
GLM-5.3-Flash compared with all models we trackOverall capability: 153.1. Better than 82% of the other 269 models. Human preference: chat: 1476. Better than 82% of the other 165 models. Human preference: coding: 1525. Better than 86% of the other 165 models. Human preference: web pages: 1608. Better than 76% of the other 84 models. Human preference: images: 1271. Better than 66% of the other 84 models. Price: $0.24 per 1M. Cheaper than 79% of the other 200 priced models. Context window: 1M tokens. Larger context window than 84% of the other 198 models.
  • Overall capability153.1

    Better than 82% of the other 269 modelsTop 25%

    Epoch Capabilities Index: one score that combines many tests.

  • Human preference: chat1476

    Better than 82% of the other 165 modelsTop 25%

    How often people pick its answers over another model's on Arena.

  • Human preference: coding1525

    Better than 86% of the other 165 modelsTop 25%

    How often people pick its answers to coding questions on Arena.

  • Human preference: web pages1608

    Better than 76% of the other 84 modelsTop 25%

    How often people pick the web pages and small apps it builds on Arena.

  • Human preference: images1271

    Better than 66% of the other 84 modelsUpper half

    How often people pick its answers about pictures on Arena.

  • Price$0.24 per 1M

    Cheaper than 79% of the other 200 priced modelsTop 25%

    Blended price per million tokens. Lower is better, so the cheapest models sit on the right.

  • Context window1M tokens

    Larger context window than 84% of the other 198 modelsTop 25%

    How much text it can read at once. Bigger suits long documents.

Compared with the other published models that have each measure. Data updated 26 Oct 2026.

Test results

Each test checks one kind of skill. Place shows where it stands among the models that took that test.
  • GPQA Diamond

    Very hard multiple-choice science questions in biology, physics and chemistry, written by experts and designed so a quick web search does not give the answer.

    90.2%

    Place 40 of 183

    tied with 1 other

  • OTIS Mock AIME

    Maths competition problems in the style of the US AIME exam, from the 2024 and 2025 sets. Every answer is a whole number.

    93.9%

    Place 46 of 174

  • ARC-AGI-2

    Visual puzzles where the AI must work out a new rule from a few examples and apply it. They test picking up a new idea quickly, not recalling facts.

  • DeepSWE

    Software engineering tasks scored as the share solved on the first try (pass@1), run with the open mini-SWE-agent setup.

  • FrontierMath (Tiers 1-3)

    Original, very hard maths problems written by mathematicians. Each has an exact answer and the problems are kept private so models cannot have memorised them. This is the Tiers 1 to 3 set, version 2.

    55.8%

    Place 46 of 87

    tied with 1 other

What it costs in everyday terms

List prices turned into amounts you can picture. Real bills depend on how you use it.
100 chats
$0.04
Cost of 100 chats assumes each chat sends 1,000 tokens (about 750 words) and gets 500 tokens (about 375 words) back.
A 300-page book
$0.01
Cost to read a 300-page book assumes about 100,000 input tokens and no reply. A real book varies with page size and language.
Blended price
$0.24 per 1M
Three parts input to one part output. Our own calculation for comparing models.

Assumptions: 100 chats of about 1,000 tokens in and 500 tokens back. a 300-page book of about 100,000 tokens, read once with no reply.

Questions about GLM-5.3-Flash

How much does GLM-5.3-Flash cost?
GLM-5.3-Flash costs $0.15 per million input tokens and $0.50 per million output tokens, using the list price from Zai as of 26 Oct 2026. That is about $0.04 for 100 chats of about 1,000 tokens in and 500 tokens back. Confirm on the maker's site before you buy, because prices change.
What is the context window of GLM-5.3-Flash?
GLM-5.3-Flash has a context window of 1M tokens, roughly 786,000 words of text read at once. A single answer can be up to 128K tokens long.
Is GLM-5.3-Flash open source?
GLM-5.3-Flash has open weights: its trained parameters can be downloaded. That is not always the same as open source, because licence terms differ, so read the licence before you use it commercially.
How good is GLM-5.3-Flash compared with other AI models?
On the Epoch Capabilities Index, GLM-5.3-Flash scores 153.1 (likely range 150.8 to 155.5), which ranks 47 of 270 models we track. On Arena's human-vote text board it is ranked 29 of 166. Scores close together are a tie in practice.
How does GLM-5.3-Flash compare with Gemini 3 Pro?
On quality, neither model leads clearly across the 8 measures both have. 2 measures are too close to call. GLM-5.3-Flash costs about 95% less than Gemini 3 Pro on a blended price of $0.24 against $4.50 per million tokens. See the full comparison for every measure.
How current are these numbers for GLM-5.3-Flash?
The newest data on this page is dated 26 Oct 2026. Scores come from Epoch AI and Arena, prices from the open LiteLLM price list.

Where this data comes from

  • Epoch AI: Benchmark data: Epoch AI, 'Capabilities & benchmarking', epoch.ai/benchmarks (CC BY 4.0). We match models across sources, rank them and show them in charts. Scores are not changed. Epoch AI does not endorse this site.
  • Arena (formerly LMArena): Human-preference ratings: Arena (arena.ai) leaderboard dataset, CC BY 4.0. We keep the latest published ratings, match them to models from other sources and rank them. Ratings are not changed. Arena does not endorse this site.
  • LiteLLM model price list: Prices and context windows: LiteLLM model price list (github.com/BerriAI/litellm, MIT licence). We use the model maker's own price entry when there is one. Prices change often, so always confirm on the maker's site before you buy.

Newest data on this page: 26 Oct 2026. Prices are list prices and change often, so confirm on the maker's site before you buy. Sponsors never change a score or an order. How we calculate this · Report a mistake

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