GPT-5.4 Nano vs GPT-6.1 Sol: cost per task
GPT-5.4 Nano is cheaper on 14 of 14 tasks and about 7.7x cheaper on average (geometric mean). GPT-6.1 Sol has the higher LMArena Text score (1484 vs 1401).
| Task | GPT-5.4 Nano | GPT-6.1 Sol | Difference |
|---|---|---|---|
| Answer a chat question | 0.15¢ | 0.67¢ | 4.5x |
| Reply to a customer email | 0.02¢ | 0.18¢ | 10.5x |
| Write a 1,500-word blog post | 0.30¢ | 2.3¢ | 7.8x |
| Write 10 product descriptions | 0.13¢ | 1.2¢ | 9.2x |
| Translate 1,000 words | 0.20¢ | 1.6¢ | 8.0x |
| Proofread one page (500 words) | 0.11¢ | 0.81¢ | 7.4x |
| Summarize a 20-page PDF | 0.33¢ | 3.1¢ | 9.5x |
| Extract data from an invoice | 0.08¢ | 0.52¢ | 6.8x |
| Analyze a 200-row spreadsheet | 0.44¢ | 8.4¢ | 18.9x |
| Answer from 5 retrieved documents (RAG) | 0.12¢ | 1.2¢ | 10.2x |
| Classify 100 support tickets | 0.15¢ | 0.77¢ | 5.0x |
| Review 500 lines of code | 0.75¢ | 4.9¢ | 6.5x |
| Write a SQL query | 0.10¢ | 0.48¢ | 4.8x |
| Run a 50-step coding agent | 8.7¢ | 53¢ | 6.1x |
Specs and list prices
| GPT-5.4 Nano | GPT-6.1 Sol | |
|---|---|---|
| Input per 1M | $0.20 | $2.00 |
| Output per 1M | $1.25 | $10.00 |
| Cached input per 1M | $0.02 | $0.10 |
| Context | 400K | 1.05M |
| Providers | 4 | 8 |
| Reasoning | default | always |
| LMArena Text | 1401 | 1484 |
| Released | Mar 17, 2026 | Sep 29, 2026 |
FAQ
Is GPT-5.4 Nano or GPT-6.1 Sol cheaper?
GPT-5.4 Nano is cheaper on 14 of 14 tasks and about 7.7x cheaper on average (geometric mean). GPT-6.1 Sol has the higher LMArena Text score (1484 vs 1401).
How much does GPT-5.4 Nano cost compared to GPT-6.1 Sol per token?
GPT-5.4 Nano: $0.20 input and $1.25 output per 1M tokens. GPT-6.1 Sol: $2.00 input and $10.00 output. Token prices alone mislead - models use different numbers of tokens for the same task, which is what the task table shows.