GLM-4.6 vs OpenAI o3

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.

OpenAI o3

OpenAI · Apr 2025

68.9

OpenAI's dedicated 2025 reasoning model that pioneered thinking-with-images and agentic tool use within chain-of-thought.

The verdict

OpenAI o3 wins 3 of the 4 benchmarks these models share, against 1 for GLM-4.6. On price the gap is dramatic: GLM-4.6 works out roughly 3.5x cheaper per blended million tokens. And GLM-4.6 is open-weights (MIT), so it can be self-hosted — a structural advantage if data control or vendor independence matters.

Benchmark head-to-head 13

SWE-bench Verified
68%69.1%
GLM-4.6OpenAI o3
GPQA Diamond
~81%83.3%
GLM-4.6OpenAI o3
AIME 2025
~93.9%88.9%
GLM-4.6OpenAI o3
HLE
~17.2%20.3%
GLM-4.6OpenAI o3

Specs & pricing

GLM-4.6OpenAI o3
modhub Index63.968.9
Input price / 1M$0.6$2
Output price / 1M$2.2$8
Context window200K200K
Max output128K100K
Open weightsyes (MIT)no
Reasoning modelyesyes
Multimodal inputtexttext, image
Knowledge cutoffJul 2025May 2024
ReleasedSep 2025Apr 2025
Example monthly cost*$9.30$32.00

* 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 OpenAI o3?
OpenAI o3 wins 3 of the 4 benchmarks these models share, against 1 for GLM-4.6. On price the gap is dramatic: GLM-4.6 works out roughly 3.5x cheaper per blended million tokens. And GLM-4.6 is open-weights (MIT), so it can be self-hosted — a structural advantage if data control or vendor independence matters.
Which is cheaper, GLM-4.6 or OpenAI o3?
GLM-4.6 costs $0.6/$2.2 per million input/output tokens, while OpenAI o3 costs $2/$8. For a typical workload of 10M input and 1.5M output tokens per month, that's $9.30 versus $32.00.
Which model is better for coding, GLM-4.6 or OpenAI o3?
On SWE-bench Verified — the standard agentic-coding benchmark — OpenAI o3 scores 69.1% versus 68% for GLM-4.6, making OpenAI o3 the stronger pick for coding agents.

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