Models

GLM 5.2 vs GPT 5.2 High

Compare GLM 5.2 from Z.AI and GPT 5.2 High from OpenAI on key metrics including benchmarks, price, context length, and other model features. Access both models and hundreds of others through the AIHubMix API.

Z.AIGLM 5.2OpenAIGPT 5.2 High
Z.AI logo
GLM 5.2
Z.AI · text → text

GLM-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.

Input$1.13 /M
Output$3.94 /M
OpenAI logo
GPT 5.2 High
OpenAI · text, image → text

GPT-5.2 supports configurable reasoning effort only through the /responses endpoint. To make higher-intensity reasoning available directly via the /chat interface, GPT-5.2-High is provided as a reasoning-enhanced variant of GPT-5.2 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.

Input$1.75 /M
Output$14.00 /M

Pricing & Specifications

Prices are per million tokens. Time to First Token and throughput are rolling averages measured on AIHubMix.

GLM 5.2
GPT 5.2 High
Input /M
$1.13
$1.75
Output /M
$3.94
$14.00
Cache read /M
$0.28
$0.18
Context length
1,000,000
400,000
Max output
128,000
128,000
Time to First Token
1.2 s
-
Throughput
35.8 tok/s
-
Modalities
text
textimage
Supported Parameters
thinkingtoolsfunction callingstructured outputs
thinkingfunction callingwebstructured outputstools
API Formats
chat_completions · claude_api
Released
June 16, 2026
-

Promotional prices show the discounted rate; see each model page for promotion windows.

Activity Past 30 Days

Daily traffic served through AIHubMix — how demand for each model is trending.

glm-5.2gpt-5.2-high

Tokens / day

-

Requests / day

-

Performance Past 3 Days

Measured on real AIHubMix traffic, hourly buckets. Gaps mean no traffic in that hour.

glm-5.2gpt-5.2-high

Throughput (tok/s)

-

TTFT (s)

-

Uptime (%)

-

LMArena Benchmarks

LMArena ratings by capability (Bradley-Terry, commonly called Elo). Higher is better.

Text
glm-5.2gpt-5.2-high
1360142014801540
Overall
14381470
Coding
14891505
Math
14581475
Hard prompts
14591488
Instruction following
14271462
Multi-turn
14431470
Creative writing
13881450
Longer query
14341479
Chinese
14711516
English
14451477

Source: LMArena (arena.ai) leaderboard, imported by AIHubMix. Models without published ratings are omitted per chart.

Cost calculator

Estimate your monthly bill for the same workload on each model.

GLM 5.2
$127 /mo
GPT 5.2 High
$315 /mo

Monthly = daily × 30. Discounted rates applied where a promotion is active.

FAQ

Which is cheaper: GLM 5.2, GPT 5.2 High?

GLM 5.2: $3.94/M output tokens; GPT 5.2 High: $14.00/M. Use the cost calculator above to estimate your own workload.

How do their coding arena scores compare?

GLM 5.2: 1505; GPT 5.2 High: 1489 (LMArena coding leaderboard).

How large is each context window?

GLM 5.2 accepts 1,000,000 and GPT 5.2 High accepts 400,000 input tokens. Maximum output per request is 128,000 tokens on GLM 5.2 and 128,000 tokens on GPT 5.2 High.

What inputs and capabilities does each model support?

GLM 5.2 accepts text input and supports thinking, tool calling, function calling and structured outputs; GPT 5.2 High accepts text and image input and supports thinking, function calling, web search, structured outputs and tool calling.

Can I call GLM 5.2 and GPT 5.2 High with the same API key?

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.

Popular comparisons

Related model match-ups readers also look at.