GLM-4.6 vs Llama 4 Scout

Benchmarks, API pricing and specs, head to head. Data updated 2026-06-10.

GLM-4.6

Z.ai (Zhipu) · Sep 2025

63.9

The budget coding-agent favorite of late 2025 — near-Sonnet coding utility with MIT weights and a $3/month plan.

Llama 4 Scout

Meta · Apr 2025

A 10M-token context window — still the largest ever shipped — in a 109B MoE that fits on a single H100.

The verdict

GLM-4.6 wins 2 of the 2 benchmarks these models share, against 0 for Llama 4 Scout. On price the gap is dramatic: Llama 4 Scout works out roughly 3.5x cheaper per blended million tokens. Llama 4 Scout also takes 10M of context versus 200K for GLM-4.6.

Benchmark head-to-head 20

GPQA Diamond
~81%57.2%
GLM-4.6Llama 4 Scout
MMLU-Pro
~82.8%74.3%
GLM-4.6Llama 4 Scout

Specs & pricing

GLM-4.6Llama 4 Scout
modhub Index63.9
Input price / 1M$0.6$0.18
Output price / 1M$2.2$0.59
Context window200K10M
Max output128K
Open weightsyes (MIT)yes (Llama 4 Community License)
Reasoning modelyesno
Multimodal inputtexttext, image
Knowledge cutoffJul 2025Aug 2024
ReleasedSep 2025Apr 2025
Example monthly cost*$9.30$2.68

* 10M input + 1.5M output tokens per month at list prices, no caching. Green = better value on that row.

Frequently asked questions

Which is better, GLM-4.6 or Llama 4 Scout?
GLM-4.6 wins 2 of the 2 benchmarks these models share, against 0 for Llama 4 Scout. On price the gap is dramatic: Llama 4 Scout works out roughly 3.5x cheaper per blended million tokens. Llama 4 Scout also takes 10M of context versus 200K for GLM-4.6.
Which is cheaper, GLM-4.6 or Llama 4 Scout?
GLM-4.6 costs $0.6/$2.2 per million input/output tokens, while Llama 4 Scout costs $0.18/$0.59. For a typical workload of 10M input and 1.5M output tokens per month, that's $9.30 versus $2.68.
Which model is better for coding, GLM-4.6 or Llama 4 Scout?
We don't yet track SWE-bench Verified results for both models; check their individual pages for coding-related scores.

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