GPT-5.2 ProvsGPT-5.4 Pro

Both language models, compared at each maker’s own API list prices. Every figure links to its source.

Compare at your usage

Every model priced for the same request
Prompt per request
Batch
Service tier

8,000 tokens in, 2,000 out

GPT-5.2 Pro on OpenAI APIGPT-5.4 Pro on OpenAI API
Rate appliedBase rateBase rate
Inputper 1M tokens$21.00 $30.00
Outputper 1M tokens$168.00 $180.00
Cost per request$0.504$0.60
Per 1,000 requests$504.00$600.00

Every model is priced for the same request at its maker’s own list prices (each with its source and date), so bold marks the cheapest. A model that can’t serve the request is named, not ranked; a condition its seller doesn’t price says which rate was used.

Cost per request as prompts grow

2K tokens out, list price on each maker’s API. GPT-5.4 Pro charges $60.00 / $270.00 above 272K tokens. A line ends at the model’s context window.

0$5.00$10.00$15.000250K500K750K1Mprompt tokens per request272K8KGPT-5.4 Pro$0.60 at 8KGPT-5.2 Pro$0.504 at 8K
  • GPT-5.2 Pro · OpenAI API
  • GPT-5.4 Pro · OpenAI API

Where each stands among all scored models

Each line runs from the lowest to the highest score on the board; the tick is the median.

Epoch Capabilities Index#28 vs #16 of 118GPT-5.4 Pro: 160.2GPT-5.2 Pro: 157.2Epoch AI · FrontierMath Tiers 1–3#24 vs #15 of 84GPT-5.4 Pro: 82.5%GPT-5.2 Pro: 74%Epoch AI · Chess Puzzles#7 vs #8 of 85GPT-5.4 Pro: 59%GPT-5.2 Pro: 60%Epoch AI · FrontierMath Tier 4 v2#25 vs #17 of 65GPT-5.4 Pro: 58.5%GPT-5.2 Pro: 46%
  • GPT-5.2 Pro
  • GPT-5.4 Pro

Key differences

InputMaker’s official API · global · USD
$21.00 / 1M tokens OpenAI API pricing · as of Nov 2, 2026
$30.00 / 1M tokens OpenAI API pricing · as of Nov 2, 2026
OutputMaker’s official API · global · USD
$168.00 / 1M tokens OpenAI API pricing · as of Nov 2, 2026
$180.00 / 1M tokens OpenAI API pricing · as of Nov 2, 2026
Context
400,000 GPT-5.2 Pro · as of Nov 1, 2026
1,050,000 GPT-5.4 Pro model · as of Nov 1, 2026
InputMaker’s official API · global · USD · Batch
$10.50 / 1M tokens OpenAI API pricing · as of Nov 2, 2026
$15.00 / 1M tokens OpenAI API pricing · as of Nov 2, 2026
OutputMaker’s official API · global · USD · Batch
$84.00 / 1M tokens OpenAI API pricing · as of Nov 2, 2026
$90.00 / 1M tokens OpenAI API pricing · as of Nov 2, 2026

These differences use verified vendor specifications or each maker’s official API on the same region, currency, meter and billing conditions. Different conditions remain side by side in the full table; they do not establish which model is cheaper. Declared features describe support, not measured quality or a recommendation. Missing evidence does not mean a feature is unsupported.

Full comparison

GPT-5.2 Pro OpenAI GPT-5.4 Pro OpenAI
Overview
ReleasedDec 11, 2025 Mar 5, 2026
Open weights— —
Knowledge cutoffAug 2025 Aug 2025
Specs
Context400K 1.05M
Max input272K 922K
Max output128K 128K
Input modalitiesText, Image Text, Image
Output modalitiesText Text
ReasoningYes Yes
Reasoning effortsmedium, high, xhigh medium, high, xhigh
Tool useYes Yes
Structured output— —
Pricing · per 1M tokens
Input price$21.00Also priced under other conditions: Batch $30.00Also priced under other conditions: Prompts over 272K tokens, Batch, Flex tier
Output price$168.00Also priced under other conditions: Batch $180.00Also priced under other conditions: Prompts over 272K tokens, Batch, Flex tier
Blended price (3 input : 1 output)$57.75 $67.50
Pricing under conditions · per 1M tokens
Input price, long promptsNot offered $60.00Prompts over 272K tokens
Output price, long promptsNot offered $270.00Prompts over 272K tokens
Batch input price$10.50Batch $15.00Batch
Batch output price$84.00Batch $90.00Batch
Flex tier input priceNot offered $15.00Flex tier
Flex tier output priceNot offered $90.00Flex tier
Cited scores
Epoch Capabilities Index157.2 160.2
Epoch AI · GPQA Diamond— 94.6% xhigh effort
Epoch AI · FrontierMath Tiers 1–374% xhigh effort82.5% xhigh effort

Headline prices may come from different channels, regions or tiers. Check each source before choosing a model; missing facts stay blank.

Model details and sources

Cited scores

  • Epoch AI, 'Capabilities & benchmarking'. Published online at epoch.ai. Retrieved from 'https://epoch.ai/benchmarks'. Licensed CC BY 4.0. · Epoch AI Benchmarking Hub data · CC BY 4.0 · as of Nov 5, 2026
  • Epoch AI, 'Capabilities & benchmarking'. Published online at epoch.ai. Retrieved from 'https://epoch.ai/benchmarks'. Licensed CC BY 4.0. · Epoch AI Benchmarking Hub data · CC BY 4.0 · as of Oct 28, 2026
  • Epoch AI, 'Capabilities & benchmarking'. Published online at epoch.ai. Retrieved from 'https://epoch.ai/benchmarks'. Licensed CC BY 4.0. · Epoch AI Benchmarking Hub data · CC BY 4.0 · as of Nov 4, 2026