Compare / head-to-head
GPT-6.1 SolvsGPT-6 Astra
GPT-6.1 Sol and GPT-6 Astra do not yet share a public benchmark, so quality cannot be compared apples-to-apples. GPT-6.1 Sol is 5x cheaper per token. Both offer a 1.1M-token context window.
Benchmarks from cited public sources; pricing from official pages; status from official provider feeds.
Shared benchmarks
0
no overlap yet
Cheaper per token
GPT-6.1 Sol
5x cheaper, input + output
Larger context
Tie
both 1.1M tokens
Providers
OpenAI
same provider
GPT-6.1 Sol
OpenAI · released 2026-09-29
textvision
GPT-6 Astra
OpenAI · released 2026-09-03
textvision
Quality
Benchmark matrix
0 shared · 0 only GPT-6.1 Sol · 7 only GPT-6 Astra| Benchmark | GPT-6.1 Sol | GPT-6 Astra | Δ | Edge |
|---|---|---|---|---|
| Reported by both · 0 | ||||
| No public benchmark is reported for both models yet. | ||||
| Only GPT-6.1 Sol reports · 0 | ||||
| GPT-6.1 Sol reports nothing GPT-6 Astra does not. | ||||
| Only GPT-6 Astra reports · 7 | ||||
| GPQA Diamond | not reported | 96% ↗ | — | — |
| AutomationBench 1.0.6 | not reported | 41.4% ↗ | — | — |
| FrontierMath Tier 4 v2 (Epoch AI run) | not reported | 97.6% ↗epoch | — | — |
| FrontierMath Tiers 1-3 v2 (Epoch AI run) | not reported | 93.7% ↗epoch | — | — |
| OTIS Mock AIME 2024-2025 (Epoch AI run) | not reported | 100% ↗epoch | — | — |
| SimpleQA Verified | not reported | 75.6% ↗epoch | — | — |
| Terminal-Bench Science 0.1 | not reported | 64.6% ↗ | — | — |
Scores tagged "epoch" or "matharena" are independent runs, used only where the lab has not published its own; ⚠ marks rows MathArena flags as released after the competition. Higher is better on every row. Δ is GPT-6.1 Sol minus GPT-6 Astra in the benchmark's own unit. "Not reported" means the lab has not published that figure; it is not a zero. ↗ opens the source.
Specs & pricing
Side by side
Official pricing pages and model cards| Spec | GPT-6.1 Sol | GPT-6 Astra | Edge |
|---|---|---|---|
| Context window | 1.1M tokens | 1.1M tokens | Tie |
| Max output | 128K tokens | 128K tokens | Tie |
| Input price / 1M | $2 ↗ | $10 ↗ | GPT-6.1 Sol |
| Output price / 1M | $10 ↗ | $50 ↗ | GPT-6.1 Sol |
| Cached input / 1M | $0.1 ↗ | $1 ↗ | GPT-6.1 Sol |
| Input + output / 1M Lower is cheaper. List prices; batch, tool and regional fees excluded. | $12 | $60 | GPT-6.1 Sol |
| Modalities | text · vision | text · vision | Tie |
| Released | 2026-09-29 | 2026-09-03 | — |
| Cited benchmark scores | 0 | 8 | — |
Reliability
OpenAI status
Live from /statusMore matchups
GPT-6 Astra vs …
Models sharing the most benchmarksBuilt by Respan
Which one wins on your data?
Public benchmarks are a starting point. Run GPT-6.1 Sol and GPT-6 Astra on your own prompts with Respan evals, or route to either through one gateway key with automatic failover.