GPT-6 Sol vs GPT-6 Astra
The upgrade decision inside the GPT-6 line: Astra costs five times Sol for the same 1,050,000-token window, so the question is which work is hard enough to need it.
What the numbers say
- GPT-6 Sol is about 5.0x cheaper on output tokens (120 vs 600 credits per 1M).
- Both take the same 1.1M-token context window.
- GPT-6 Sol is the newer release (September 2026 vs September 2026).
Derived from the live registry Zeplik routes and bills against. Credits: 1 credit = $0.10, computed from the raw provider rate with a 1.20x margin.
Side by side
GPT-6 Sol
OpenAI
GPT-6 Sol is the cost-efficient high-end model in OpenAI's GPT-6 series, positioned below the flagship GPT-6 Astra and above the fast GPT-6 Luna tier.
- Provider
- OpenAI
- Context window
- 1.1M tokens
- Input price
- 24.0 credits / 1M tokens ($2.00 raw)
- Output price
- 120 credits / 1M tokens ($10.00 raw)
- Vision (image input)
- Yes
- Tool calling
- Yes
- Extended reasoning
- No
Best for
- Hard problems where answer quality matters more than cost: strategy, analysis, difficult writing
- Very long documents and codebases: a 1.1M-token window fits entire books or repositories in one conversation
- Working with images: screenshots, charts, photos and scanned documents alongside text
- Tool use and agents: reliably calls functions, so it can search, run skills and drive workflows
GPT-6 Astra
OpenAI
GPT-6 Astra is OpenAI's flagship model for demanding end-to-end work.
- Provider
- OpenAI
- Context window
- 1.1M tokens
- Input price
- 120 credits / 1M tokens ($10.00 raw)
- Output price
- 600 credits / 1M tokens ($50.00 raw)
- Vision (image input)
- Yes
- Tool calling
- Yes
- Extended reasoning
- No
Best for
- Hard problems where answer quality matters more than cost: strategy, analysis, difficult writing
- Very long documents and codebases: a 1.1M-token window fits entire books or repositories in one conversation
- Working with images: screenshots, charts, photos and scanned documents alongside text
- Tool use and agents: reliably calls functions, so it can search, run skills and drive workflows
Try both on Zeplik
The honest answer to most model debates is to run your own prompt on both. Zeplik puts GPT-6 Sol and GPT-6 Astra in the same chat, so you can switch mid-conversation and compare answers on the work you actually do.
Frequently asked questions
- What is the difference between GPT-6 Sol and GPT-6 Astra?
- GPT-6 Sol is about 5.0x cheaper on output tokens (120 vs 600 credits per 1M). Both take the same 1.1M-token context window. GPT-6 Sol is the newer release (September 2026 vs September 2026).
- Is GPT-6 Sol or GPT-6 Astra cheaper?
- GPT-6 Sol is cheaper: 120 credits per million output tokens against 600. 1 credit = $0.10, computed from the raw provider rate with a 1.20x margin.
- Which has the larger context window, GPT-6 Sol or GPT-6 Astra?
- Neither: both take 1.1M tokens.
- Can I use both GPT-6 Sol and GPT-6 Astra on Zeplik?
- Yes. Zeplik is a multi-model chat, so both sit behind one account and you can switch between them mid-conversation to compare answers on your own prompt.
- Do GPT-6 Sol and GPT-6 Astra need a paid plan?
- Both need a paid plan (Plus or above). Usage is then billed in credits from your monthly allowance.
Related comparisons
- Claude Opus 5.5 vs GPT-6 SolBoth shipped on the same day at adjacent tiers: whether Opus 5.5's depth is worth double GPT-6 Sol's price when their context windows are within five percent of each other.
- Claude Opus 5.5 vs GPT-6 AstraAnthropic's and OpenAI's deep-reasoning flagships, eighteen days apart -- and Astra asks two and a half times Opus 5.5's price for a window only five percent larger.
- GPT-6 Sol vs GPT-5.6 SolThe generational swap with no price to argue about: GPT-6 Sol replaces GPT-5.6 Sol at an identical $2 in and $10 out, with the same 1,050,000-token window.
- GPT-6 Astra vs GPT-5.6 SolThe upgrade decision almost every OpenAI user is actually making: GPT-6 Astra costs five times Sol per token for the same 1,050,000-token window, so the question is which work is hard enough to need it.
- GPT-6 Sol vs GPT-6 LunaGPT-6's capability tier against its value tier, twenty times apart on both input and output price with the same context window on each.
- GPT-6 Astra vs Claude Opus 5The new top-tier head-to-head: OpenAI's GPT-6 flagship against Anthropic's deepest model, which asks half the price for a comparable million-token window.
Explore Zeplik
- 467 AI skillsReady-to-run expert methods that run on GPT-6 Sol, GPT-6 Astra or any other model.
- 997 integrationsConnect Gmail, Slack, GitHub, Notion and hundreds more so the assistant can work in your apps.
- Simple pricingPlus, Pro and Max plans with a monthly credit allowance that works across every model.