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MoonshotAI: Kimi K3.1 Pro vs Z.ai: GLM 5.3 Prime

MoonshotAI: Kimi K3.1 Pro is 2.8% cheaper for the sample workload; MoonshotAI: Kimi K3.1 Pro has the larger context window.

MetricMoonshotAI: Kimi K3.1 ProZ.ai: GLM 5.3 Prime
Model IDmoonshotai/kimi-k3.1-proz-ai/glm-5.3-prime
Prompt price$2.00 / 1M tokens$2.80 / 1M tokens
Completion price$10.00 / 1M tokens$8.80 / 1M tokens
Context1,048,576 tokens1,000,000 tokens
Tool calling✓✓
Structured outputs✓–
Reasoning✓✓
Response format✓✓
Web search––
Input modalitiestext, image, videotext
Output modalitiestexttext
Added2026-10-232026-09-23

Sample workload

Chat app: 1,000 prompt + 500 completion tokens × 100 requests per day.

CostMoonshotAI: Kimi K3.1 ProZ.ai: GLM 5.3 Prime
Per day$0.70$0.72
Per 30 days$21.00$21.60

Difference: $0.0200 per day and $0.60 per 30 days.

Data updated 2026-10-30