Gemini 3.1 Pro Preview vs GPT-6 Sol
API pricing, context, and independently measured performance, side by side.
Gemini 3.1 Pro Preview
Google · released Feb 19, 2026
Best input$2.00 / MTok
Best output$12.00 / MTok
Context1.05M
Providers6
Fastest measured2.6s° TTFT · 305 tok/s
VisionToolsReasoningStructured outputPrompt caching
GPT-6 Sol
OpenAI · released Sep 22, 2026
Best input$2.00 / MTok
Best output$10.00 / MTok
Context1.05M
Providers7
Fastest measured—
VisionToolsReasoningStructured outputPrompt caching
Cheapest providers, measuredUSD / MTOK
| MODEL | PROVIDER | INPUT | OUTPUT | TTFT | TPS | SMOKE |
|---|---|---|---|---|---|---|
| Gemini 3.1 Pro Preview |  Google | $2.00 | $12.00 | 2.6s° | 305° tok/s | — |
| Gemini 3.1 Pro Preview |  Google AI Studio | $2.00 | $12.00 | 7.4s° | 318° tok/s | — |
| GPT-6 Sol |  OpenAI | $2.00 | $10.00 | — | — | — |
| GPT-6 Sol |  Azure | $2.00 | $10.00 | — | — | — |
| GPT-6 Sol |  Amazon Bedrock | $2.20 | $11.00 | — | — | — |
TTFT/TPS: ModelIndex-measured medians (P50, trailing 21d) · chat10k profile (~10K in / 200 out) · ° = measured via OpenRouter routing (adds a hop) · SMOKE: of 5 programmatic capability probes passed · methodology v1.1 — full details on each model page