Model Comparison 2026

GPT-5.4 vs MiniMax M3

GPT-5.4
OpenAI · Balanced · Proprietary
$6.25/1M · 1.1M ctx
MiniMax M3
MiniMax · Balanced · Open weights
$0.57/1M · 1.0M ctx

Community Vote

Pick a winner in each dimension — change your vote anytime.

Output Quality
Correctness and depth of what it produces
Agentic Ability
Tool calls, instruction-following, and multi-step tasks
Speed
Tokens per second and time-to-first-token
Value for $
How much capability you get per dollar
Reliability
Consistent results — fewer refusals, loops, and format breaks

Specs & Pricing, Side by Side

Spec
GPT-5.4
MiniMax M3
Maker
OpenAI
MiniMax
Blended price / 1M
$6.25
$0.57
Input / output
$2.50 in · $15 out / 1M tokens
$0.30 in · $1.20 out / 1M tokens
Context window
1.1M
1.0M
Open weights
No
Yes
Tool use
Yes
Yes
Reasoning
Yes
Yes
Output Quality
9.2
8.4
Agentic Ability
9.1
8.7
Speed
7.6
7.8
Value for $
8.1
9.1
Reliability
8.6
8.6

Pricing and capabilities synced from the OpenRouter catalogue. Scores are editorial (0–10).

Verdict: GPT-5.4 or MiniMax M3?

Updated 2026-06-22

Choose GPT-5.4 if you want the OpenAI daily driver — strong and well-priced. Choose MiniMax M3 if you want open-weight autonomous agents that lean on tool use.

Editorially it's close: each model leads in 2 of our five dimensions. On price, GPT-5.4 runs about $6.25 per 1M tokens (blended) and is proprietary; MiniMax M3 is about $0.57 and open-weight.

Where GPT-5.4 falls short
  • A notch below 5.5 on the hardest tasks
  • Still pricier than open models
Full GPT-5.4 breakdown →
Where MiniMax M3 falls short
  • Below frontier on raw quality
  • Newer, less battle-tested than V3.2/GLM
Full MiniMax M3 breakdown →

The model is half the story — the agent is the other half

The model picks the moves; the agent runs the loop, the tools, and the guardrails. Once you've chosen a model, see which agent gets the most out of it.

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