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GLM 5.2 vs MiniMax M3 vs DeepSeek V4 Pro

Reasoning specialists from Z.ai, MiniMax, and DeepSeek. The reasoning benchmarks lead the band; effort tiers are noted where a model exposes them.Last reviewed 2026-07-17.

GLM 5.2 vs MiniMax M3 vs DeepSeek V4 Pro

At a glance

Z.ai's frontier reasoning model for long-context agents and software engineering.

831.0M ctx$0.78/$2.44 per M#16/92

MiniMax's multimodal foundation model for long-horizon agentic work.

524K ctx$0.30/$1.20 per M

Open-source 1.6T-parameter MoE with 49B active, built for advanced reasoning and long-horizon agents.

821.0M ctx$0.43/$0.87 per M#21/92
Demos
All demos

No shared demos for these models yet.

AI Output
All AI outputs

No captured outputs for these models yet.

Benchmarks
See rankings
The paired significance test (McNemar, in "Measured on Idapt") appears only when exactly two models are pinned.
Reasoning
AgenticInsufficient data
Sources:Epoch ECI·Epoch AI·OpenRouter· as of 2026-07-10
Smarter2%
Capability
CapabilityECI2%83.4
Reasoning & Knowledge
Graduate Science2%91.9%Factual Recall38.1%
Math
Competition Math86.4%
Coding
Real-World Coding1%78.7%
Reasoning
CodingInsufficient data
AgenticInsufficient data
ReasoningInsufficient data
MathInsufficient data
Sources:OpenRouter
Cheaper3%
Capability
Capability—
Reasoning & Knowledge
Graduate Science—Factual Recall—
Math
Competition Math—
Coding
Real-World Coding—
Reasoning
AgenticInsufficient data
Sources:Epoch ECI·Epoch AI·OpenRouter· as of 2026-07-10
Capability
CapabilityECI81.6
Reasoning & Knowledge
Graduate Science89.6%Factual Recall50%57.0%
Math
Competition Math12%96.7%
Coding
Real-World Coding77.6%
Specs
1.0M
Context
131K
Max output
Jun 2026
Released
524K
Context
128K
Max output
May 2026
Released
1.0M
Context
256K
Max output
Apr 2026
Released
Capabilities
Vision
Audio
Reasoning
Vision
Audio
Reasoning
Vision
Audio
Reasoning
Pricing
Live pricing, shown before you run
Input$0.78/M tokens
Output$2.44/M tokens
Cache read$0.14/M tokens
Live pricing, shown before you run
Input31%$0.30/M tokens
Output$1.20/M tokens
Cache read$0.06/M tokens
Live pricing, shown before you run
Input$0.43/M tokens
Output27%$0.87/M tokens
Cache read94%$0.004/M tokens
Chat with GLM 5.2Go to model
Chat with MiniMax M3Go to model
Chat with DeepSeek V4 ProGo to model

Frequently asked

Which of GLM 5.2, MiniMax M3, and DeepSeek V4 Pro is the cheapest?

MiniMax M3 has the lowest blended list price. Per 1M tokens: GLM 5.2 at $0.78 in / $2.44 out; MiniMax M3 at $0.30 in / $1.20 out; DeepSeek V4 Pro at $0.43 in / $0.87 out.

Which of GLM 5.2, MiniMax M3, and DeepSeek V4 Pro has the largest context window?

GLM 5.2 leads with 1M tokens. The other two: MiniMax M3 at 524K, DeepSeek V4 Pro at 1M.

Do GLM 5.2, MiniMax M3, and DeepSeek V4 Pro support image input?

MiniMax M3 accept images; the others do not.

Where can I run GLM 5.2, MiniMax M3, and DeepSeek V4 Pro side by side?

This idapt comparison runs all three in aligned columns: the same prompt, plus benchmarks, specs, and prices per model. Open any model in chat from its column to keep working with it.

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