Gemini 3.8 Flash vs Gemini 3.1 Ultra
Source-checked evaluation entries, evidence gaps and checked price quotes where available.
Gemini 3.8 Flash
Gemini 3.8 Flash (High) (preliminary). Board 2026-10-20; checked 2026-10-22.
Google pricing · checked 2026-10-22. Context tiers and cache-hit rates may differ.
Gemini 3.1 Ultra
No matching evaluation entry has been verified for this catalog row.
What the evidence supports
No verified Arena entry is available in this catalog for Gemini 3.1 Ultra. Missing evidence does not establish a tie or a capability winner.
The former composite, MMLU and cost-per-capability recommendations are withdrawn because their inputs included unsupported estimates. No upgrade or overall capability recommendation is made from those numbers.
Price quotes are from the selected provider registry checked 2026-10-22. Unverified legacy quotes are withheld. Use the token calculator for input, output, cache-hit and context-tier scenarios. Additional service charges and account-specific terms can change a bill. Missing pricing evidence does not mean free inference.
Before choosing a deployment
Use the exact configuration you would deploy on a fixed set of representative tasks. Record accepted answers, failures, end-to-end latency and total metered cost. Check licensing, hosting options and data requirements directly with each provider. This is a proposed evaluation procedure; AI Mastery has not run a head-to-head workload test for this pairing.
The leaderboard records the verified variants and withheld columns. The separate benchmark matrix contains dated provider disclosures and needs its own source/version review.