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Head-to-head comparison

GPT-5.2 Chat vs GPT-5.4 Mini

GPT-5.2 Chat (OpenAI) and GPT-5.4 Mini (OpenAI) compared on the ModelCap Index, API price, context window, provider availability, weight access and every public benchmark board they share. Figures are the same ones shown on the live rankings; nothing here is a hidden score.

Snapshot as of 17 August 2026

As of 17 August 2026, GPT-5.2 Chat holds the stronger ModelCap Index position (#9 vs #23); GPT-5.4 Mini is 3.1× cheaper per output token ($4.50/1M vs $14.00/1M); and GPT-5.4 Mini offers the longer context window (400K vs 128K tokens).

Which should you choose?

Choose GPT-5.2 Chat if…

  • you want the stronger overall ModelCap Index position — #9 against #23 (74.9 vs 64.8 points).
  • Arena coding is your yardstick — 1515 against 1497.

Choose GPT-5.4 Mini if…

  • API cost matters — $4.50/1M output tokens against $14.00/1M, about 3.1× cheaper.
  • your workload is prompt-heavy — input tokens cost $0.75/1M against $1.75/1M.
  • you need the longer context window — 400K tokens against 128K.
  • you want provider choice — 2 listed API providers against 1.
  • you want the more recently listed model — GPT-5.4 Mini was listed 17 March 2026, GPT-5.2 Chat 10 December 2025.

GPT-5.2 Chat vs GPT-5.4 Mini: specs, pricing and context

Specification comparison of GPT-5.2 Chat and GPT-5.4 Mini
FieldGPT-5.2 ChatOpenAIGPT-5.4 MiniOpenAI
ModelCap Index position#9#23
Index score74.964.8
EvidenceMeasuredMeasured
Input price / 1M tokens$1.75$0.75
Output price / 1M tokens$14.00$4.50
Context window128K tokens400K tokens
Max output tokens32K128K
API providers listed12
Weight accessAPI onlyAPI only
Input modalitiesFile, Image, TextFile, Image, Text
First listed10 December 202517 March 2026
PublisherOpenAIOpenAI

Evidence: 2 public benchmark observations across 2 boards · 4 public benchmark observations across 4 boards. Prices are the lowest listed API offer per million tokens observed on the OpenRouter catalogue.

Benchmark scores: GPT-5.2 Chat vs GPT-5.4 Mini

Public benchmark boards where GPT-5.2 Chat or GPT-5.4 Mini has a published result
BoardGPT-5.2 ChatGPT-5.4 MiniLeads
Arena codingArena (LMArena)15151508–152214971491–1503HighGPT-5.2 Chat
ARC-AGI-2ARC Prize Foundation—18.9%X-HighOnly one result
Artificial Analysis Intelligence IndexArtificial Analysis—40.9intelligence-indexOnly one result

Scores are the sources' own published figures for each model's best evaluated configuration; ModelCap never re-runs a benchmark.

Want a different pairing? Open the interactive comparison tool to swap either model for any current ranked language model.

GPT-5.2 Chat vs GPT-5.4 Mini: common questions

Is GPT-5.2 Chat better than GPT-5.4 Mini?

GPT-5.2 Chat ranks higher on the ModelCap Index as of 17 August 2026: #9 against #23. That is a capability ranking built from public benchmark evidence with published uncertainty; whether it is "better" for you also depends on price, context and where you can run it.

Is GPT-5.2 Chat cheaper than GPT-5.4 Mini?

GPT-5.4 Mini is cheaper on output tokens: $4.50/1M against $14.00/1M. Input tokens are $1.75/1M for GPT-5.2 Chat and $0.75/1M for GPT-5.4 Mini. Prices are the lowest listed API offer ModelCap observed, in USD per million tokens.

Which has the bigger context window, GPT-5.2 Chat or GPT-5.4 Mini?

GPT-5.4 Mini has the larger context window: 400K tokens against 128K.

Which is better for coding, GPT-5.2 Chat or GPT-5.4 Mini?

Arena coding: GPT-5.2 Chat 1515, GPT-5.4 Mini 1497 — GPT-5.2 Chat leads.

Are GPT-5.2 Chat and GPT-5.4 Mini open-weight models?

GPT-5.2 Chat: API only. GPT-5.4 Mini: API only. Open weights mean the checkpoint can be downloaded and self-hosted under its licence; API-only models are available solely through hosted endpoints.

Where can I run GPT-5.2 Chat and GPT-5.4 Mini?

ModelCap currently lists 1 API provider for GPT-5.2 Chat and 2 for GPT-5.4 Mini, from the OpenRouter catalogue snapshot the site serves; each model page lists the providers and their prices.

How current is this GPT-5.2 Chat vs GPT-5.4 Mini comparison?

Every figure comes from the sealed ModelCap dataset published 17 August 2026; the page re-renders within a minute of each data refresh, and the ModelCap Index positions are the same ones shown on the live rankings.

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