GPT-6 Astra vs Gemini 3.1 Pro Preview
OpenAI's GPT-6 flagship against Gemini Pro, which costs a fifth as much per input token and accepts audio and video that Astra cannot read.
What the numbers say
- Gemini 3.1 Pro Preview is about 4.2x cheaper on output tokens (144 vs 600 credits per 1M).
- GPT-6 Astra is the newer release (September 2026 vs February 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 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
Gemini 3.1 Pro Preview
Gemini 3.1 Pro Preview is Google’s frontier reasoning model, delivering enhanced software engineering performance, improved agentic reliability, and more efficient token usage across complex workflows.
- Provider
- Context window
- 1.0M tokens
- Input price
- 24.0 credits / 1M tokens ($2.00 raw)
- Output price
- 144 credits / 1M tokens ($12.00 raw)
- Vision (image input)
- Yes
- Tool calling
- Yes
- Extended reasoning
- No
Best for
- High-volume everyday tasks where speed and cost matter: summaries, drafts, quick questions
- Very long documents and codebases: a 1.0M-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 Astra and Gemini 3.1 Pro Preview 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 Astra and Gemini 3.1 Pro Preview?
- Gemini 3.1 Pro Preview is about 4.2x cheaper on output tokens (144 vs 600 credits per 1M). GPT-6 Astra is the newer release (September 2026 vs February 2026).
- Is GPT-6 Astra or Gemini 3.1 Pro Preview cheaper?
- Gemini 3.1 Pro Preview is cheaper: 144 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 Astra or Gemini 3.1 Pro Preview?
- GPT-6 Astra, at 1.1M tokens against 1.0M.
- Can I use both GPT-6 Astra and Gemini 3.1 Pro Preview 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 Astra and Gemini 3.1 Pro Preview 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 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-5.6 Sol vs Gemini 3.1 Pro PreviewOpenAI against Google at the capability tier, with Gemini's huge context window as the wildcard.
- GPT-6 Sol vs GPT-6 AstraThe 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.
- Claude Sonnet 5 vs Gemini 3.1 Pro PreviewAnthropic's balanced flagship against Google's long-context capability tier.
- 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.
- Claude Opus 4.8 vs Gemini 3.1 Pro PreviewPremium-tier depth against premium-tier context: Opus quality versus Gemini scale.
Explore Zeplik
- 467 AI skillsReady-to-run expert methods that run on GPT-6 Astra, Gemini 3.1 Pro Preview 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.