Z.ai's flagship. Reach for it on complex, long-horizon coding when DeepSeek V4.1 Flash falls short. It reads text only; when complex work involves images, use Kimi K3.1 Pro.

Price per 1M tokens
$1.40 in$4.40 out
$0.26 cache read
Context
1M
128K max output
Parameters
744B
40B active
  • Text only
  • Tool calling
  • Reasoning always on, default max

How it ranks

Against every model we serve, best first. About the scores

Artificial Analysis Intelligence Index v5by Artificial Analysis
  1. Kimi K3.1 Pro46
  2. DeepSeek V4.1 Flash33
  3. GLM 5.332

Not ranked, reported on another version: Kimi K3 (Intelligence v4.3: 44).

DeepSWEby Datacurve
  1. DeepSeek V4.1 Flash77%
  2. Kimi K3.1 Pro75.5%
  3. GLM 5.369%
  4. Kimi K368.5%
Terminal-Bench 4.0by tbench.ai
  1. Kimi K3.1 Pro67.2%
  2. DeepSeek V4.1 Flash42.3%
  3. GLM 5.341.9%

Not ranked, reported on another version: Kimi K3 (Terminal-Bench 2.1: 85%).

  • Artificial Analysis Intelligence Index v5 for GLM 5.3: independent measurement. Source
  • DeepSWE for GLM 5.3: independent measurement. Source
  • Terminal-Bench 4.0 for GLM 5.3: independent measurement. Source

Pricing

Input
$1.40 per 1M tokens
Output
$4.40 per 1M tokens
Cache read
$0.26 per 1M tokens

See all prices

Specs

Context window
1M tokens
Max output
128K tokens
Parameters
744B total, 40B active per token
Vision
No, text only
Tool calling
Yes
Reasoning
Always on (low, high, max)
Default effort
max
In production since
August 29, 2026

Quickstart

Pick your tool; the command already carries this model's id. More tools (Pi, Copilot, Zed, omp) in the setup guides.

OpenCode
Built in
Launch OpenCode on this model with the umans CLI. Umans AI is also built into OpenCode: run /connect and pick it.
Terminal
curl -fsSL https://api.code.umans.ai/cli/install.sh | bash   # once
umans opencode --model umans-glm-5.3

Or consider

GLM 5.3 API: pricing, context and benchmarks · Umans AI