text model comparison
GPT-4.1 vs GPT-6 Sol
GPT-4.1 and GPT-6 Sol are both current text models, from OpenAI. Both cost $2 per 1M input tokens. On Arena Text, GPT-4.1 scores 1415 Elo and GPT-6 Sol 1456 Elo (Arena, measured October 8, 2026). Both accept about 1.05M tokens of context (1,050,000 and 1,047,576).
Data verified October 12, 2026 · Dataset 2026-10-12
Side by side
Standard-tier prices in effect today. The better value in each row is highlighted.
| Fact | GPT-4.1 | GPT-6 Sol |
|---|---|---|
| Price per 1M input tokens | $2 | $2 |
| Price per 1M output tokens | $8 (better) | $10 |
| Cost of 10M input and 2M output tokens | $36 (better) | $40 |
| Arena Text | 1415 Elo (#36 of 39) | 1456 Elo (#26 of 39) (better) |
| GPQA Diamond | 66.9% (#35 of 37) | 94.3% (#7 of 37) (better) |
| FrontierMath Tiers 1-3 (v2) | 6% (#37 of 37) | 89.8% (#5 of 37) (better) |
| SimpleQA Verified | 31.1% (#29 of 34) | 60.7% (#14 of 34) (better) |
| Provider | OpenAI | OpenAI |
| Release date | April 14, 2025 | September 22, 2026 |
| Access | API only | API only |
| Context window | 1,047,576 tokens | 1,050,000 tokens |
| Max output | 32,768 tokens | 128,000 tokens |
| Input | text, image | text, image |
| Output | text | text |
When to choose each
GPT-4.1
Best for
- Long-context API trials using text and image inputs
Watch out for
- Not in the pinned LiveBench snapshot; its independent scores here come from Epoch AI's own GPQA Diamond, FrontierMath and SimpleQA Verified runs
GPT-6 Sol
Best for
- General production work that does not need Astra's capability or price
- Workloads kept under the 272,000-token threshold
Watch out for
- Prompts over 272,000 input tokens are rebilled for the whole request at $4 input and $15 output, so crossing the line roughly doubles input cost
- GPT-6.1 Sol lists the same base rates with half the cached-input price, so there is little reason to pick this one for a cache-heavy workload
GPT-4.1 vs GPT-6 Sol FAQ
Which is cheaper, GPT-4.1 or GPT-6 Sol?
Both cost $2 per 1M input tokens. For 10M input and 2M output tokens, GPT-4.1 costs $36 and GPT-6 Sol $40 at standard rates.
Which scores higher on independent benchmarks, GPT-4.1 or GPT-6 Sol?
GPT-6 Sol leads on Arena Text, 1456 Elo to 1415 Elo; GPT-6 Sol leads on GPQA Diamond, 94.3% to 66.9%; GPT-6 Sol leads on FrontierMath Tiers 1-3 (v2), 89.8% to 6%. Scores are independent evaluations, not either vendor's launch figures.
Which has the larger context window, GPT-4.1 or GPT-6 Sol?
Both accept about 1.05M tokens of context (1,050,000 and 1,047,576).
Related comparisons
Production evaluation
Choosing between GPT-4.1 and GPT-6 Sol?
Public benchmarks narrow the shortlist. We run both on your own tasks, data and cost limits, then build the routing and review controls to run the winner in production.
- A head-to-head evaluation on your real workload
- Routing between models by cost and difficulty