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Home/GPT-5.2 Mini vs GPT-5.4
Winner: GPT-5.4OpenAI model comparison

GPT-5.2 Mini vs GPT-5.4

GPT-5.2 Mini wins on price ($1.2 vs $2.5/1M input). GPT-5.4 wins on coding (90 vs 78) and writing quality and context window (272K vs 128K). For most workflows, GPT-5.4 is the stronger default — best for agentic automation and desktop control workflows.

Last verified Sep 3, 2026/Model data modified Sep 3, 2026
Rankings refresh dailyScored on 6 criteriaNo paid rankings
OpenAIPremium
Input cost
$2.50/1M
Context
272k tokens
Speed
Balanced

Clear recommendation block

The safest GPT-5.2 Mini vs GPT-5.4 default, the cheaper option worth trying first, and the specialist pick — before you read the detail below.

Best overall model

GPT-5.4

View
Why this recommendation

GPT-5.4 is the strongest answer here for GPT-5.2 Mini vs GPT-5.4 — pick it when quality of output matters more than the $2.50/1M/1M input you pay for it.

OpenAIPremium
Best for
Agentic workflows, desktop automation, and complex multi-step reasoning
Price
$2.50/1M
Context
272k tokens
Best value model

GPT-5.2 Mini

View
Why this recommendation

GPT-5.2 Mini handles the same job for about 66% less per token. Start here and only move up if the output is not good enough.

OpenAIBalanced
Best for
Budget technical workflows and high-volume product integrations
Price
$1.20/1M
Context
128k tokens
Best for speed

GPT-5.2 Mini

View
Why this recommendation

GPT-5.2 Mini is the fastest of these for GPT-5.2 Mini vs GPT-5.4 — worth it when latency is what the reader notices, not the last few points of reasoning depth.

OpenAIBalanced
Best for
Budget technical workflows and high-volume product integrations
Price
$1.20/1M
Context
128k tokens

Why this page recommends it

GPT-5.4 leads on coding with a score of 90 vs 78 for GPT-5.2 Mini.

GPT-5.4 has the larger context window: 272K vs 128K for GPT-5.2 Mini.

GPT-5.2 Mini is cheaper at $1.2/1M input tokens vs $2.5/1M for GPT-5.4.

Decision notes

Go with GPT-5.4 if you want one model to handle coding and research — it targets agentic workflows, desktop automation, and complex multi-step reasoning.

Switch to GPT-5.2 Mini when your work is mostly budget technical workflows and high-volume product integrations; on that narrower brief it is the better tool.

GPT-5.2 Mini is the more cost-efficient option at $1.2/1M input — GPT-5.4 costs 2x more per input token, so the gap is worth taking seriously wherever token volume rather than peak quality drives the bill.

Interactive decision lab

Test the recommendation against your priority

Switch the scoring lens to see whether the GPT-5.2 Mini vs GPT-5.4 answer changes when cost, speed, or long-document depth leads the decision.

#1GPT-5.481 pts
#2GPT-5.2 Mini68 pts
Quality first

GPT-5.4

OpenAI / Premium / Sep 3, 2026

81

Best for agentic automation and desktop control workflows.

Ranks models by the broadest mix of coding, writing, research, and long-context usefulness.

Cost
$2.50/1M
$15.00/1M out
Speed
Balanced
3/5 score
Context
272k tokens
input window
View model
Data-backed recommendation
Avoid this pick if

You need the highest current coding benchmark scores — Claude Opus 4.7 and GPT-5.5 are newer premium picks.

Recommended comparisons

Where the GPT-5.2 Mini vs GPT-5.4 recommendation shifts once you weigh price or latency differently.

OpenAIBalancedWinner: GPT-5.4

GPT-5.2 Mini

Solid OpenAI budget option, though Gemini Flash offers better value.

Best use case
Budget technical workflows and high-volume product integrations
Input
$1.20/1M
Pricing
Balanced
Speed
Fast
Context
128k tokens
Budget codingFastOpenAI
OpenAIPremiumOption 2

GPT-5.4

Best for agentic automation and desktop control workflows.

Best use case
Agentic workflows, desktop automation, and complex multi-step reasoning
Input
$2.50/1M
Pricing
Premium
Speed
Balanced
Context
272k tokens
AgenticDesktop controlReasoning

Side-by-side specs

List prices and published scores — the numbers this page's pick is built from.

ModelInputOutputEst. monthContextSpeedCodingWritingResearch
GPT-5.4OpenAI$2.50/1M$15.00/1M$55272k tokensBalanced908888
GPT-5.2 MiniOpenAI$1.20/1M$4.80/1M$22128k tokensFast787268

Scores out of 100 — how we evaluate models. “Est. month” is 10M in / 2M out at list price: a ceiling, no discounts.

The case for each model

Why each one is on the shortlist for GPT-5.2 Mini vs GPT-5.4, what it is genuinely good at, and where we would steer you away from it.

GPT-5.4

Winner: GPT-5.4OpenAI

Ranked first here for GPT-5.2 Mini vs GPT-5.4: 90/100 on coding, with the widest margin of anything in this line-up.

OpenAI's latest flagship with unique desktop-control capabilities — it can see your screen, click, and navigate apps via the API.

Input
$2.50/1M
Output
$15.00/1M
Context
272k tokens
Speed
Balanced

What people actually use it for

  • Building agents that browse the web and operate desktop software autonomously via the API
  • Complex multi-step reasoning for financial modeling and decision analysis
  • Autonomous test-run-debug loops for coding with computer-use control

Where it wins

  • Only frontier model that can control a desktop via API (click, type, navigate)
  • Strong at multi-step agentic tasks and autonomous workflows
  • Competitive coding performance with 74.9% SWE-bench score

Where it falls down

  • Claude Opus 4.7 and GPT-5.5 now outperform it on current premium coding benchmarks
  • Smaller context window (272K) vs Gemini 3.1 Pro (2M) for research

Skip it if

You need the highest current coding benchmark scores — Claude Opus 4.7 and GPT-5.5 are newer premium picks.

Our verdict

Best choice when you need a model that can operate software autonomously at the older GPT-5.4 price tier. For current premium coding quality, Claude Opus 4.7 leads.

Full pricing, benchmark table and release notes on the GPT-5.4 page.

GPT-5.2 Mini

OpenAI

Where most budgets should land for GPT-5.2 Mini vs GPT-5.4 — about 66% less per token than GPT-5.4, and still 78/100 on the coding axis.

Lower-cost OpenAI model that keeps a solid balance of usefulness, speed, and affordability for everyday tasks.

Input
$1.20/1M
Output
$4.80/1M
Context
128k tokens
Speed
Fast

What people actually use it for

  • Generating SEO content, product listings, and internal summaries at volume
  • Lightweight coding assists for simple bug fixes and code completions
  • Powering chatbot interfaces where response speed matters more than depth

Where it wins

  • Cheaper than flagship models without becoming toy-grade
  • Good for edits, summaries, and repetitive operational prompts
  • Fast enough for embedded product experiences

Where it falls down

  • Weaker on nuanced reasoning than premium models
  • Gemini 3.1 Flash is now cheaper with a larger context window

Skip it if

Cost is your primary concern — Gemini 3.1 Flash offers more for less.

Our verdict

A decent budget OpenAI pick, but Gemini 3.1 Flash undercuts it on price with a larger context window.

Full pricing, benchmark table and release notes on the GPT-5.2 Mini page.

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FAQ

Is GPT-5.2 Mini better than GPT-5.4?

GPT-5.4 wins on more of the categories we score — coding, research, reasoning — so it is the better default of the two. GPT-5.2 Mini is the better pick when your work is mostly budget technical workflows and high-volume product integrations. Neither is universally "better": GPT-5.4 is aimed at agentic workflows and desktop automation, GPT-5.2 Mini at budget technical workflows and high-volume product integrations.

Which is cheaper — GPT-5.2 Mini or GPT-5.4?

GPT-5.2 Mini is cheaper at $1.2/1M input and $4.8/1M output. GPT-5.4 costs $2.5/1M input and $15/1M output.

Which has a larger context window — GPT-5.2 Mini or GPT-5.4?

GPT-5.4 has the larger context window at 272K tokens vs GPT-5.2 Mini's 128K. For large document analysis, GPT-5.4 is the stronger pick.

Is GPT-5.2 Mini or GPT-5.4 better for coding?

GPT-5.4 is better for coding with a score of 90 vs GPT-5.2 Mini's 78 (out of 100). GPT-6 Astra is the overall coding leader in this directory at 100/100.

Which is faster — GPT-5.2 Mini or GPT-5.4?

GPT-5.2 Mini is faster with a fast speed rating (score: 4) vs GPT-5.4's balanced rating (score: 3). Speed matters most for interactive and high-throughput work; for batch jobs the GPT-5.4 latency penalty is usually invisible.

What are the downsides of GPT-5.4?

Claude Opus 4.7 and GPT-5.5 now outperform it on current premium coding benchmarks. Smaller context window (272K) vs Gemini 3.1 Pro (2M) for research. Avoid it if you need the highest current coding benchmark scores — Claude Opus 4.7 and GPT-5.5 are newer premium picks. That is the main case for looking at GPT-5.2 Mini instead.

What are the downsides of GPT-5.2 Mini?

Weaker on nuanced reasoning than premium models. Gemini 3.1 Flash is now cheaper with a larger context window. Avoid it if cost is your primary concern — Gemini 3.1 Flash offers more for less. Against GPT-5.4 specifically, the gap shows up most on coding (90 vs 78).

What does a month of real work cost on GPT-5.2 Mini vs GPT-5.4?

Take a moderate workload of 10M input and 2M output tokens a month. GPT-5.2 Mini runs $21.60 (at $1.2/1M in and $4.8/1M out); GPT-5.4 runs $55.00 (at $2.5/1M in and $15/1M out). That is a $33.40/month difference — GPT-5.2 Mini is the cheaper of the two at this volume, and the gap scales linearly as you send more. Output tokens dominate the bill on both, so prompt length matters far less than response length.

Can I use GPT-5.2 Mini and GPT-5.4 together?

Yes, and for most teams that beats picking one. A common split is GPT-5.4 for agentic workflows and desktop automation, with GPT-5.2 Mini handling budget technical workflows and high-volume product integrations. Routing high-volume, low-stakes calls to GPT-5.2 Mini at $1.2/1M and reserving GPT-5.4 for the hard cases is usually the cheapest arrangement that does not cost you quality.