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AI Model Atlas / OpenAI

GPT-5 Pro (batch)

One million input tokens cost $7.50 and one million output tokens $60.00. Context window: 400k tokens, about 667 A4 pages.

Data from 11 November 2026 API identifier: openai/gpt-5-pro:batch

What it costs in practice

Pricing per million tokens doesn't mean anything to anyone, so I convert it to three tasks that people actually give to models. The usage assumptions are listed for each row so you can verify them.

TaskInputOutputCost
1500-word articlebrief plus finished text in English 1,500 tokens 2,200 tokens $0.14
100 chat queries700 tokens per question and 400 per answer 70,000 tokens 40,000 tokens $2.93
Hour of work with an agentagent reads repository and writes fixes 250,000 tokens 30,000 tokens $3.68
The calculation does not include tax, intermediary markup, or context caching, which with repeated prompts can cut input costs by several dozen percent.

Technical details

ProviderOpenAI
Modalitiesimage + text + files → text
Context window400k tokens (~667 A4 pages)
Maximum response128k tokens
Step-by-step reasoningyes
Tool callingyes
Forced JSON formatyes
Knowledge cutoff2024-09-30
Cache readno data
Content moderationyes, provider filters

How it compares to the rest

The database contains 469 models. In terms of input pricing GPT-5 Pro (batch) is more expensive than 95 percent of paid models. A longer context window is available in 223 models.

Input price history

2026-09-08 · $7.502026-11-11 · $7.50

The chart shows the price of a million input tokens on consecutive measurement days. History starts on the day I launched the atlas and grows with each day. I don't backfill data.

Alternatives at a similar price

Models from other providers whose cost for the same article comes out closest.

ModelInput / MOutput / M1500-word articleContext
Claude Fable 5.1Anthropic $10.00 $50.00 $0.13 1M
Claude Fable 5Anthropic $10.00 $50.00 $0.13 1M
Claude Fable 5.2Anthropic $8.00 $40.00 $0.10 1M
Claude Opus 4.1Anthropic $15.00 $75.00 $0.19 200k

Compare GPT-5 Pro (batch) with another model or go back to the full database 469 models.

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