THE SCOREBOARD FOR WHAT'S NEXTAI + QUANTUM, SCORED. COMPARED. EXPLAINED.
AIQUANTUMSCORE.

Google / Gemini

Gemini 3.1 Pro Preview

Version gemini-3-1-pro-preview · Released 2026-02-19 · Preview

Compare this model ↗
Insufficient verified data73% coverage

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Coding37
Reasoning81
Math82
Research—
Agents0
Multimodal—
Speed—
Value34

01 / EVIDENCE

Benchmark breakdown

BenchmarkVersionMethodConfigurationResultTest dateVerifiedSource typeSource
LiveBench code_completion2026-06-25Public table; published model effort variantgemini-3.1-pro-preview-high78.261 %not published2026-09-30benchmark maintainerView source ↗
LiveBench code_generation2026-06-25Public table; published model effort variantgemini-3.1-pro-preview-high74.648 %not published2026-09-30benchmark maintainerView source ↗
LiveBench javascript2026-06-25Public table; published model effort variantgemini-3.1-pro-preview-high59.091 %not published2026-09-30benchmark maintainerView source ↗
LiveBench AMPS_Hard2026-06-25Public table; published model effort variantgemini-3.1-pro-preview-high98 %not published2026-09-30benchmark maintainerView source ↗
LiveBench olympiad2026-06-25Public table; published model effort variantgemini-3.1-pro-preview-high92.102 %not published2026-09-30benchmark maintainerView source ↗
LiveBench theory_of_mind2026-06-25Public table; published model effort variantgemini-3.1-pro-preview-high80.769 %not published2026-09-30benchmark maintainerView source ↗
LiveBench zebra_puzzle2026-06-25Public table; published model effort variantgemini-3.1-pro-preview-high85.25 %not published2026-09-30benchmark maintainerView source ↗

02 / COST

Price & speed

Input / 1M tokens $2.00

Output / 1M tokens $12.00

Cached input / 1M —

Batch input / 1M —

Batch output / 1M —

Speed No comparable observation yet

Price verified 2026-09-29

Price scope Prompts up to 200k tokens; higher long-context rate

Price source Official pricing ↗

02A / PERFORMANCE

Measured speed

No sourced speed measurement at a stated effort level yet.

03 / PROFILE

Capabilities

visiontool use

04 / CONTEXT

Strengths & limitations

Coverage: 73% · Limited evidence · 7 observations · 1 source domains (1 independent).

Why no Overall AIQuantumScore?

Qualified category evidence: coding, reasoning, math, agents. An overall score is withheld because only 1 independent source domains (minimum 2). Evidence still missing or lacking comparable overlap: research, multimodal, speed.

See the benchmark coverage matrix →

05 / HISTORY

Version & price history

Version gemini-3-1-pro-preview · released 2026-02-19.

2026-09-29: $2.00 input / $12.00 output per 1M tokens · Price source ↗

06 / SOURCES

Source records

DATED EVIDENCE

History

Standard API price history

2026-09-292026-09-29
  • 2026-09-29: 4.5 USD / 1M · 75% input / 25% output USD per 1M · source ↗

One observation; no trend can be inferred.

LiveBench code_completion / 2026-06-25 / %

2026-09-302026-09-30
  • 2026-09-30: 78.261 result · Public table; published model effort variant · evaluation date not published; verification date shown · source ↗

One observation; no trend can be inferred.

LiveBench code_generation / 2026-06-25 / %

2026-09-302026-09-30
  • 2026-09-30: 74.648 result · Public table; published model effort variant · evaluation date not published; verification date shown · source ↗

One observation; no trend can be inferred.

LiveBench javascript / 2026-06-25 / %

2026-09-302026-09-30
  • 2026-09-30: 59.091 result · Public table; published model effort variant · evaluation date not published; verification date shown · source ↗

One observation; no trend can be inferred.

LiveBench AMPS_Hard / 2026-06-25 / %

2026-09-302026-09-30
  • 2026-09-30: 98 result · Public table; published model effort variant · evaluation date not published; verification date shown · source ↗

One observation; no trend can be inferred.

LiveBench olympiad / 2026-06-25 / %

2026-09-302026-09-30
  • 2026-09-30: 92.102 result · Public table; published model effort variant · evaluation date not published; verification date shown · source ↗

One observation; no trend can be inferred.

LiveBench theory_of_mind / 2026-06-25 / %

2026-09-302026-09-30
  • 2026-09-30: 80.769 result · Public table; published model effort variant · evaluation date not published; verification date shown · source ↗

One observation; no trend can be inferred.

LiveBench zebra_puzzle / 2026-06-25 / %

2026-09-302026-09-30
  • 2026-09-30: 85.25 result · Public table; published model effort variant · evaluation date not published; verification date shown · source ↗

One observation; no trend can be inferred.

Category score history

No two comparable ranking snapshots have been recorded yet.

07 / EXPLORE

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