GPT-5.1 (batch)
by OpenAI · openai/gpt-5.1:batch · #285 cheapest of 422 paid models
Prices updated Sep 19, 2026, 6:21 PM UTC · refreshed hourly
GPT-5.1 is the latest frontier-grade model in the GPT-5 series, offering stronger general-purpose reasoning, improved instruction adherence, and a more natural conversational style compared to GPT-5. It uses adaptive reasoning...
Compare vs:Claude Sonnet 5Claude Opus 4.6Claude Haiku 4.5Gemini 3.6 Flash
Pricing
Input
$0.625
per 1M tokens
Output
$5.00
per 1M tokens
Blended (3:1)
$1.72
3 input : 1 output
Cache read
$0.063
per 1M cached tokens
Cache write
—
per 1M tokens
Cache & batch economics
Effective prices for GPT-5.1 (batch) with prompt caching.
| Cache hit rate | Effective blended $/1M | Example request* | vs no cache |
|---|---|---|---|
| 0% | $1.72 | $0.0688 | — |
| 50% | $1.51 | $0.0406 | −41% |
| 90% | $1.34 | $0.0181 | −74% |
*Example: 100K sticky context + 2K new input + 1K output. Batch discount is an approximate 50% off list rates for this provider’s batch API. Confirm on the vendor’s pricing page.
What a request costs
| Workload | Input tokens | Output tokens | Cost / request | Cost / 1K requests |
|---|---|---|---|---|
| Short chat message | 500 | 300 | $0.001812 | $1.81 |
| Document summary | 8,000 | 1,000 | $0.01 | $10.00 |
| Codebase question (RAG) | 30,000 | 2,000 | $0.0287 | $28.75 |
| Long-context analysis | 150,000 | 5,000 | $0.1187 | $118.75 |
Performance
Intelligence Index
24.7
AA composite quality
Coding Index
49.4
Math Index
94
Agentic Index
—
Output speed
0 tok/s
median
Time to first token
0s
median
Time to first answer
0s
after reasoning tokens
Artificial Analysis benchmarks
| Benchmark | Score |
|---|---|
| MMLU-Pro | 87.0% |
| GPQA Diamond | 87.3% |
| Humanity's Last Exam | 28.5% |
| LiveCodeBench | 86.8% |
| AIME 2025 | 94.0% |
| IFBench | 72.9% |
| AA-LCR (Long Context Reasoning) | 80.0% |
| Terminal-Bench Hard | 45.5% |
| Terminal-Bench 2.1 | 52.4% |
| τ²-Bench (Telecom) | 81.9% |
| τ³-Bench Banking | 15.9% |
Design Arena Elo
| Category | Elo |
|---|---|
| Website | 1,199 |
| UI components | 1,181 |
| Data viz | 1,219 |
| SVG | 1,173 |
| 3D | 1,090 |
| Game dev | 1,202 |
| Code categories | 1,186 |
| ASCII art | 1,137 |
Specs
Context window
400K
tokens
Max output
128K
tokens
Input modalities
image, text, file
Tokenizer
GPT