0.4%
ARC-AGI-3 semi-private
Models / Google
Gemini 3.1 · Released 2026-02-19
AA Intelligence Index 46.5. Listed on Artificial Analysis with API pricing $2/$12 per 1M tokens. Benchmark rows sync from the AA snapshot — see the ledger on this page.
Frontier model tracked on Artificial Analysis. Use the benchmark ledger below for sourced scores; we do not infer numbers beyond published rows.
Family profile
Best published score in each covered benchmark family.
4 tested benchmark families
Where Gemini 3.1 Pro Preview places on each public benchmark source that publishes a row. Rank counts every model with a latest row in the same test — not a universal quality score.
| Benchmark | Family | Rank | Score | Source | Date |
|---|---|---|---|---|---|
| SciCode | Coding | #2/ 180 | 59 | Artificial Analysis | 2026-09-01 |
| GPQA Diamond | Reasoning | #4/ 185 | 94 | Artificial Analysis | 2026-09-01 |
| Humanity's Last Exam | Reasoning | #9/ 180 | 47 | Artificial Analysis | 2026-09-01 |
| AA time to first token | Performance | #11/ 186 | Artificial Analysis | 2026-09-01 | |
| AA-LCR | Long context | #12/ 179 | 79 | Artificial Analysis | 2026-09-01 |
| IFBench | Reasoning | #15/ 127 | 77 | Artificial Analysis | 2026-09-01 |
| AA output speed | Performance | #33/ 187 | Artificial Analysis | 2026-09-01 | |
| Terminal-Bench | Agentic | #39/ 184 | 74 | Artificial Analysis | 2026-09-01 |
| Artificial Analysis Intelligence Index | Reasoning | #40/ 187 | 48 | Artificial Analysis | 2026-09-01 |
| τ³-Bench Banking | Agentic | #55/ 106 | 21 | Artificial Analysis | 2026-09-01 |
The three highest-scoring models with pages in each capability family. Where Gemini 3.1 Pro Preview shows up, it's highlighted.
Benchmark rows added to the public ledger for Gemini 3.1 Pro Preview in the last 120 days. Older rows live in the full table below.
| Benchmark | Family | Score | Source | Days ago |
|---|---|---|---|---|
| AA-LCR | Long context | 79% | Artificial Analysis | 5 |
| AA output speed | Performance | 113 t/s | Artificial Analysis | 5 |
| AA time to first token | Performance | 22.68s | Artificial Analysis | 5 |
| Artificial Analysis Intelligence Index | Reasoning | 47.7% | Artificial Analysis | 5 |
| GPQA Diamond | Reasoning | 94.1% | Artificial Analysis | 5 |
| Humanity's Last Exam | Reasoning | 47% | Artificial Analysis | 5 |
| IFBench | Reasoning | 77.14% | Artificial Analysis | 5 |
| SciCode | Coding | 58.9% | Artificial Analysis | 5 |
| τ³-Bench Banking | Agentic | 21.44% | Artificial Analysis | 5 |
| Terminal-Bench | Agentic | 73.78% | Artificial Analysis | 5 |
A high composite that hides a weak family is a trap. These bars surface the families where this model hasn't been publicly tested, and where it leads.
Hover any dot for name, score, and input price. Keyboard: tab through the top twelve, or use the ranking below.
Every catalog benchmark for Gemini 3.1 Pro Preview. Scores link to the original source; gaps mean no public row exists yet.
13 of 37 catalog benchmarks have a sourced row for Gemini 3.1 Pro Preview.
0.4%
ARC-AGI-3 semi-private
47.7%
AA Intelligence Index v4.1
94.1%
GPQA Diamond (AA run)
47%
HLE (AA run)
77.14%
IFBench (AA run)
36.9%
FrontierMath Tiers 1-3 (v2) best Epoch run
58.9%
SciCode (AA run)
73.78%
Terminal-Bench v2.1 (AA run)
53.42%
Vals Index
21.44%
τ³-Bench Banking (AA run)
79%
AA-LCR (AA run)
113 t/s
Median output tokens/s (1k prompt, default provider)
22.68s
Median time to first token (1k prompt, default provider)