Models

GLM 5.2 vs GLM 5.3 Flash

Compare GLM 5.2 from Z.AI and GLM 5.3 Flash from Z.AI 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 5.2Z.AIGLM 5.3 Flash
36% off
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$1.1268$0.7212 /M
Output$3.9438$2.524 /M
Cache read$0.2817$0.1803 /M
50% off
Z.AI logo
GLM 5.3 Flash
Z.AI · text, image, video → text

GLM-5.3-Flash is a high-efficiency multimodal model from Z.AI. It supports a context window of roughly 1 million tokens, along with text, image, and video inputs, and includes tool-calling capabilities. It is primarily designed for coding agents, complex reasoning, and long-horizon software engineering tasks. Built on the existing GLM technology stack, the model has been further post-trained and optimized to deliver strong performance while placing greater emphasis on inference efficiency, responsiveness, and cost.The model is offered at a limited-time 50% discount; users are welcome to try it.

Input$0.1127$0.0563 /M
Output$0.3944$0.1972 /M
Cache read$0.0282$0.0141 /M

Pricing & Specifications

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

GLM 5.2
GLM 5.3 Flash
Input /M
$1.1268$0.721236%
$0.1127$0.056350%
Output /M
$3.9438$2.52436%
$0.3944$0.197250%
Cache read /M
$0.2817$0.180336%
$0.0282$0.014150%
Context length
1,000,000
1,000,000
Max output
128,000
128,000
Time to First Token
0.6 s
2.6 s
Throughput
35.9 tok/s
96.9 tok/s
Modalities
text
textimagevideo
Supported Parameters
thinkingtoolsfunction callingstructured outputs
thinkingtoolsfunction callingstructured outputs
API Formats
chat_completions · claude_api
Released
June 16, 2026
August 26, 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-5.2glm-5.3-flash

Tokens / day

-

Requests / day

-

Performance Past 3 Days

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

glm-5.2glm-5.3-flash

Throughput (tok/s)

-

TTFT (s)

-

Uptime (%)

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LMArena Benchmarks

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

Text
glm-5.2glm-5.3-flash
14001440148015201560
Overall
14721474
Coding
15091534
Math
14751476
Hard prompts
14921496
Instruction following
14651465
Multi-turn
14661469
Creative writing
14311451
Longer query
14771482
Chinese
15171532
English
14751480
WebDev Arena
glm-5.2glm-5.3-flash
1500156016201680
Overall
15871605
React
15991635
HTML
15301539
Gaming
16251666
Simulations
16121639
Data analytics
15391543

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 5.3 Flash
$13$6.34 /mo
GLM 5.2
$127$81.13 /mo

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

FAQ

Which is cheaper: GLM 5.2, GLM 5.3 Flash?

GLM 5.3 Flash: $0.1972/M output tokens; GLM 5.2: $2.524/M. Use the cost calculator above to estimate your own workload.

How do their coding arena scores compare?

GLM 5.3 Flash: 1534; GLM 5.2: 1509 (LMArena coding leaderboard).

Which responds faster?

GLM 5.2: 0.6s time to first token measured on AIHubMix; see the live performance charts above for how each model behaves across the day.

How large is each context window?

GLM 5.2 accepts 1,000,000 and GLM 5.3 Flash accepts 1,000,000 input tokens. Maximum output per request is 128,000 tokens on GLM 5.2 and 128,000 tokens on GLM 5.3 Flash.

Which one generates tokens faster?

GLM 5.3 Flash at 96.9 tok/s and GLM 5.2 at 35.9 tok/s, measured as output throughput on AIHubMix — a separate metric from time to first token.

What inputs and capabilities does each model support?

GLM 5.2 accepts text input and supports thinking, tool calling, function calling and structured outputs; GLM 5.3 Flash accepts text, image and video input and supports thinking, tool calling, function calling and structured outputs.

Can I call GLM 5.2 and GLM 5.3 Flash 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.

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