Output tokens cost $3.94 per million on GLM 5.2 and $15.00 per million on GPT 5.4 High. Input tokens cost $1.13 per million on GLM 5.2 and $2.50 per million on GPT 5.4 High. Cached input tokens are billed at $0.28 per million on GLM 5.2 and $0.25 per million on GPT 5.4 High. Context lengths are 1,000,000 tokens on GLM 5.2 and 400,000 tokens on GPT 5.4 High. On the LMArena coding leaderboard GLM 5.2 scores 1505 and GPT 5.4 High scores 1520.
GLM 5.2
GPT 5.4 HighGLM-5.2 is Z.ai’s flagship model for the era of long-horizon tasks. With a truly usable 1M-token context window, it can handle project-level engineering context, execute long-running tasks more reliably, follow engineering standards more consistently, and complete the full development workflow from requirements to multi-platform deployment in a single task.
GPT-5.4 supports configurable reasoning effort only through the /responses endpoint. To make higher-intensity reasoning available directly via the /chat interface, GPT-5.4-High is provided as a reasoning-enhanced variant of GPT-5.4 with reasoning_effort preset to high. It is designed for tasks that require deeper analysis, stronger result consistency, and greater controllability. By applying more aggressive reasoning strategies and more effective use of extended context, the model delivers clearer and more reliable responses, making it well suited for complex agent workflows, long-chain decision-making, and reliability-critical advanced applications.
Prices are per million tokens. Time to First Token and throughput are rolling averages measured on AIHubMix.
Promotional prices show the discounted rate; see each model page for promotion windows.
Daily traffic served through AIHubMix — how demand for each model is trending.
Measured on real AIHubMix traffic, hourly buckets. Gaps mean no traffic in that hour.
LMArena ratings by capability (Bradley-Terry, commonly called Elo). Higher is better.
Source: LMArena (arena.ai) leaderboard, imported by AIHubMix. Models without published ratings are omitted per chart.
Estimate your monthly bill for the same workload on each model.
Monthly = daily × 30. Discounted rates applied where a promotion is active.
GLM 5.2: $3.94/M output tokens; GPT 5.4 High: $15.00/M. Use the cost calculator above to estimate your own workload.
GPT 5.4 High: 1520; GLM 5.2: 1505 (LMArena coding leaderboard).
GLM 5.2 accepts 1,000,000 and GPT 5.4 High accepts 400,000 input tokens. Maximum output per request is 128,000 tokens on GLM 5.2 and 128,000 tokens on GPT 5.4 High.
GLM 5.2 accepts text input and supports thinking, tool calling, function calling and structured outputs; GPT 5.4 High accepts text and image input and supports thinking, function calling, web search, structured outputs and tool calling.
Yes. AIHubMix serves every model on this page behind one OpenAI-compatible endpoint, so switching between them is a one-line change to the model field — no second account, key or SDK.
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