GLM-5.3 Flash

Z.ai (Zhipu AI)open-sourceOpen Source

Released 26 Aug 2026 under a straight MIT licence and, on price per unit of measured intelligence, the strongest value on the board. A 320B-parameter MoE with 18B active, scoring 42 on the Artificial Analysis Intelligence Index v4.3 — three points behind its own 753B flagship GLM-5.3, at $0.15/$0.50 against that model's $1.40/$4.40. That is roughly a tenth of the input cost for 93% of the score. It is also the open-weight model most teams can realistically self-host: 320B total is demanding but not rack-scale in the way Kimi K3's 2.8T is, and the 18B active count keeps inference cheap. 1M context, text and image in, text out, 117.2 tokens/second, 18 API providers. One caveat: Artificial Analysis flags it 'very verbose' at 180M output tokens across the index against a 140M median, so budget output tokens at roughly 1.3x what the headline rate implies.

Context Window

1M

tokens

Max Output

66K

tokens

Input Price

$0.15

per 1M tokens

Output Price

$0.5

per 1M tokens

Speed

117

tokens/sec

Released

Aug 2026

2026-08-26

Blended Cost

$0.33

per 1M tokens

Value Score

286.2

quality per $

Capabilities

ChatVisionFunction CallingCode GenerationReasoning

Benchmarks

Quality Index
93

Price vs Quality

6080100$1.00$10.00$100.00Blended cost per 1M tokens (log scale) →GPT-4o — $6.25/1M, quality 85GPT-4o Mini — $0.375/1M, quality 72o3 Mini — $2.75/1M, quality 88o3 — $5.00/1M, quality 94GPT-4.1 — $5.00/1M, quality 89Claude Opus 4 — $45.00/1M, quality 91Claude Sonnet 4 — $9.00/1M, quality 88Claude 3.5 Haiku — $2.40/1M, quality 75Gemini 2.5 Pro — $5.63/1M, quality 92Gemini 2.0 Flash — $0.250/1M, quality 74Llama 4 Maverick — $0.400/1M, quality 80Llama 4 Scout — $0.275/1M, quality 71Mistral Large 2 — $4.00/1M, quality 79Codestral — $0.600/1M, quality 76DeepSeek V3 — $0.685/1M, quality 86DeepSeek R1 — $1.37/1M, quality 91Grok 3 — $9.00/1M, quality 87Grok 3 Mini — $0.400/1M, quality 78Command R+ — $6.25/1M, quality 68Amazon Nova Pro — $2.00/1M, quality 70Qwen 2.5 72B — $0.600/1M, quality 80Qwen 2.5 Coder 32B — $0.300/1M, quality 74Sonar Pro — $9.00/1M, quality 78GPT-5.5 — $17.50/1M, quality 97GPT-5.5 Pro — $105.00/1M, quality 96Claude Opus 4.7 — $15.00/1M, quality 96Gemini 3.1 Pro — $7.00/1M, quality 96DeepSeek V4 Pro — $1.32/1M, quality 89DeepSeek V4 Flash — $0.210/1M, quality 84Qwen 3.6 Plus — $3.50/1M, quality 86Grok 4.3 — $1.88/1M, quality 93Kimi K2.6 — $2.11/1M, quality 92Kimi K3 — $9.00/1M, quality 97Claude Sonnet 4.6 — $9.00/1M, quality 90GLM-5.1 — $2.03/1M, quality 88Claude Opus 4.8 — $15.00/1M, quality 98Qwen 3.7 Max — $5.00/1M, quality 94Claude Fable 5 — $30.00/1M, quality 99MiniMax M3 — $1.50/1M, quality 89GPT-5.6 Sol — $17.50/1M, quality 98GPT-5.6 Terra — $7.00/1M, quality 93GPT-5.6 Luna — $0.700/1M, quality 83Gemini 3.6 Flash — $2.25/1M, quality 90Gemini 3.5 Flash-Lite — $1.40/1M, quality 79Claude Sonnet 5 — $9.00/1M, quality 93GLM-5.2 — $2.90/1M, quality 91Claude Opus 5 — $15.00/1M, quality 99Claude Mythos 5 — $30.00/1M, quality 99Grok 4.5 — $4.00/1M, quality 94Qwen3.8 Max — $4.00/1M, quality 96GPT-6 Astra — $30.00/1M, quality 99Claude Fable 5.1 — $30.00/1M, quality 99DeepSeek V4.1 Flash — $0.750/1M, quality 92GLM-5.3 — $2.90/1M, quality 96Muse Spark 1.3 — $2.75/1M, quality 97Grok 4.6 — $4.00/1M, quality 95Gemini 3.8 Flash — $2.25/1M, quality 93Claude Opus 5.5 — $12.00/1M, quality 100Claude Sonnet 5.5 — $6.00/1M, quality 99GPT-6.1 Sol — $6.00/1M, quality 98GPT-6 Sol — $6.00/1M, quality 97GPT-6 Luna — $0.300/1M, quality 89GLM-5.3 Flash — $0.325/1M, quality 93GLM-5.3 Flash
Cheaper is left, more capable is up. Nothing in the directory is both cheaper and at least as capable. Self-host models are left off the price axis — their cost depends on the hardware you run them on, not on tokens.

Context Window in Context

  • ▸ GLM-5.3 Flash1M
  • GPT-4.11M
  • Gemini 2.5 Pro1M
  • Gemini 2.0 Flash1M
  • Llama 4 Maverick1M
  • GPT-5.51M
  • GPT-5.5 Pro1M
  • Claude Opus 4.71M
Bar length is logarithmic — each full step is 10× the tokens. Shown against the models with the nearest context windows, not the directory extremes.

Open Source: Licensed under MIT

Todavía no está en nuestro gateway

GLM-5.3 Flash es de pesos abiertos, así que puedes ejecutarlo tú mismo. Swfte Connect convierte tu despliegue en un endpoint gestionado que habla la misma API que el resto de modelos de este directorio.

La petición
curl https://api.swfte.com/agents/v2/gateway/chat/completions \
  -H "Authorization: Bearer $SWFTE_API_KEY" \
  -H "Content-Type: application/json" \
  -d '{
    "model": "zhipu:glm-5.3-flash",
    "messages": [{"role": "user", "content": "Hello"}]
  }'
Despliega este modelo con Swfte Connect

About GLM-5.3 Flash

GLM-5.3 Flash is a open-source AI model by Z.ai (Zhipu AI), released on August 26, 2026. It supports a context window of 1000K tokens and can generate up to 66K output tokens.

At $0.15 per million input tokens and $0.5 per million output tokens, its blended cost of $0.33/1M tokens makes it one of the most affordable models available. Its value score of 286.2 reflects the balance of quality and cost.

GLM-5.3 Flash is available as an open-source model under the MIT license, meaning you can self-host it for predictable costs or use it through API providers like Swfte Connect.

Using GLM-5.3 Flash with Swfte

Access GLM-5.3 Flash through Swfte Connect, our unified LLM gateway. Connect gives you a single API for 50+ models, with automatic routing, cost optimization, and fallback handling. You can also try GLM-5.3 Flash in our AI Playground before integrating.

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