GLM-5.3 vs Llama 4 Scout
Detailed pricing comparison and cost analysis.
Updated September 2026
Cost Simulator
| Feature | GLM-5.3 | Llama 4 Scout |
|---|---|---|
| Provider | Zhipu AI | Meta |
| Input Price (1M) | $1.40 | $0.10 |
| Output Price (1M) | $4.40 | $0.30 |
| Context Window | 1,000,000 | 10,000,000 |
Verdict
GLM-5.3 costs $1.40 per 1M input tokens and $4.40 per 1M output tokens. Llama 4 Scout costs $0.10 per 1M input tokens and $0.30 per 1M output tokens. Llama 4 Scout is 93% cheaper on input tokens than GLM-5.3. For output tokens, Llama 4 Scout is the more affordable option at $0.30/1M vs $4.40.
On context window, Llama 4 Scout supports 10,000,000 tokens — meaning it can fit more conversation history, documents, or code in a single request. This matters for RAG pipelines, long document analysis, and agentic workflows where context builds up over many turns.
When to choose GLM-5.3
- ✓ You are already integrated with Zhipu AI
When to choose Llama 4 Scout
- ✓ You need the lowest input token cost ($ 0.10/1M)
- ✓ Your workload is output-heavy — Llama 4 Scout generates text cheaper
- ✓ You need a larger context window (10,000,000 tokens)
- ✓ You are already integrated with Meta
Use the calculator above to simulate your specific workload and find the exact break-even point. For most applications, the cheapest model is the one that minimises your total monthly bill given your input-to-output token ratio.
Frequently Asked Questions
Is GLM-5.3 cheaper than Llama 4 Scout? ▼
Llama 4 Scout is cheaper on input tokens at $0.10/1M vs $1.40/1M for GLM-5.3 — a 93% saving.
What is the context window of GLM-5.3 vs Llama 4 Scout? ▼
GLM-5.3 has a 1,000,000-token context window. Llama 4 Scout has a 10,000,000-token context window. Llama 4 Scout supports the larger context, suitable for longer documents and agentic workflows.
Which model is better: GLM-5.3 or Llama 4 Scout? ▼
The best choice depends on your use case. For cost efficiency on input tokens, Llama 4 Scout is the cheaper option. For maximum context length, Llama 4 Scout supports 10,000,000 tokens. Use the comparison table above to find the right fit for your workload.