GPT-6 Sol vs GPT-5.6 Sol
OpenAI launched GPT-6 Sol on September 22, 2026 and framed it as a straight price cut on the model it succeeds: GPT-5.6 Sol at $4 per million input tokens and $20 output becomes GPT-6 Sol at $2 and $10, half on both sides, with cached input at $0.20 against $0.40. An OpenAI spokesperson told VentureBeat the new rates are permanent, which matters because the GPT-5.6 Sol rate is itself a promotion that OpenAI lists as running at least through November 21, 2026. GPT-5.6 Sol is not deprecated and its price did not change. The catch is a step in the rate card. GPT-6 Sol bills any request above 272,000 input tokens at 2x input and cache and 1.5x output for the whole request, $4, $0.40 cached, and $15, which is level with GPT-5.6 Sol on input and still cheaper on output, but it breaks any cost model that assumes one rate at every length. The window grows to 1,050,000 tokens with 128K output, and reasoning effort runs from none through max with medium as the default. On capability the independent evidence is thin and points one way: Cognition's FrontierCode v1.1 Main scores GPT-6 Sol at 49.3 against 47.5 for GPT-5.6 Sol, the Vals Index places it eighth at 62.57 percent, and Artificial Analysis scores it 48. OpenAI's own claim is that it makes about half as many mistakes as its predecessor. What GPT-6 Sol lacks is the stored academic record. GPT-5.6 Sol carries SWE-bench Verified at 96.2 and MMLU-Pro at 89.1 from Vals AI, plus vendor GPQA Diamond at 94.6 and BrowseComp at 90.4, and OpenAI reported none of those for GPT-6 Sol. Vals archived SWE-bench Verified, MMLU-Pro, and GPQA Diamond as saturated on September 1, so those columns will not fill in for the new model. OpenAI does report 60.5 on an offline OSWorld 2.0 set at xhigh effort, which it likens to Claude Opus 5 at medium effort; we cannot confirm that setup matches the run behind GPT-5.6 Sol's stored 62.6, so treat that pair as unconfirmed.
Head-to-Head Specs
| Spec | GPT-6 Sol | GPT-5.6 Sol |
|---|---|---|
| Provider | OpenAI | OpenAI |
| Input Price | $2.00/1M | $4.00/1M |
| Output Price | $10.00/1M | $20.00/1M |
| Context Window | 1.1M | 1M |
| Released | 2026-09 | 2026-07 |
| Capabilities | text, vision, tool-use, code, reasoning | text, vision, tool-use, code, reasoning |
Benchmark Scores
| Benchmark | GPT-6 Sol | GPT-5.6 Sol | Winner |
|---|---|---|---|
| FrontierCode v1.1 | 49.3 | 47.5 | GPT-6 |
See the full benchmark leaderboard for all models.
Category Breakdown
$2/$10 against $4/$20, exactly half on both sides
$0.20 per 1M against $0.40
OpenAI says the GPT-6 Sol rate is permanent; the GPT-5.6 Sol rate is a promotion through at least November 21, 2026
GPT-6 Sol rises to $4/$15 for the whole request, level with GPT-5.6 Sol on input and still cheaper on output
GPT-5.6 Sol bills one rate across its window; GPT-6 Sol has a step at 272K that a flat cost model will miss
Cognition measures 49.3 against 47.5, the only independent per-benchmark row both share in our data
GPT-5.6 Sol has SWE-bench Verified 96.2 and MMLU-Pro 89.1 from Vals AI plus vendor GPQA Diamond and BrowseComp cells; OpenAI reported none of those for GPT-6 Sol
OpenAI reports 60.5 for GPT-6 Sol on an offline set at xhigh against a stored 62.6 for GPT-5.6 Sol, and we cannot confirm the two runs match, so this is not a clean comparison
1,050,000 tokens against 1,000,000, with 128K max output on GPT-6 Sol
Choose GPT-6 Sol when:
- ▸New builds on OpenAI, at half the token rate with no promotion to expire
- ▸High-volume production traffic where the per-token saving lands straight on the invoice
- ▸Coding agents, given the independent FrontierCode lead
- ▸Long-context work, since even the 272K tier undercuts GPT-5.6 Sol on output
Choose GPT-5.6 Sol when:
- ▸Workloads validated against the GPT-5.6 Sol SWE-bench Verified and GPQA Diamond record
- ▸Pipelines with prompts and evals tuned to GPT-5.6 Sol and no time to re-test
- ▸Cost models that need one flat rate at every context length
- ▸Teams that want a model with months of production behavior on record
Frequently Asked Questions
Which is better, GPT-6 Sol or GPT-5.6 Sol?
It depends on your use case. GPT-6 Sol from OpenAI excels at new builds on openai, at half the token rate with no promotion to expire, while GPT-5.6 Sol from OpenAI is better for workloads validated against the gpt-5.6 sol swe-bench verified and gpqa diamond record. See the full comparison above for detailed benchmarks and pricing.
How much does GPT-6 Sol cost compared to GPT-5.6 Sol?
GPT-6 Sol costs $2.00 input and $10.00 output per 1M tokens. GPT-5.6 Sol costs $4.00 input and $20.00 output per 1M tokens.
What is the context window difference between GPT-6 Sol and GPT-5.6 Sol?
GPT-6 Sol supports 1.1M tokens, while GPT-5.6 Sol supports 1M tokens.