Finished benchmark shape.
Dossier / live reference cards
Every card is a fact.
Hourly source check is green.
AI Resource Hub
v2 / terminal# route boot: benchmarks / meta / gemini 3.1 pro
airh > since-last-visit
1h Recomputed benchmark-weighted quality scores
1h Synced Chatbot Arena benchmark track
1h Updated speed measurements
1h Validated official pricing snapshots
airh > open /benchmarks/meta/gemini-3.1-pro/
Gemini 3.1 Pro
AA reported Gemini 3.1 Pro Preview at Intelligence Index 63, with 1M context and 148 output tokens/sec.
confidence: medium
High speed and long context help, but no DSWE row keeps the operating score provisional.
AA Index 63 / 148 tok/s
Strong current Gemini intelligence row; needs more direct source-discipline prompt runs.
Current signal
AA Index 63 / 148 tok/s
Evidence completeness
76%
5 score dimensions represented.
DSWE
Not reported
Keep watch for a DeepSWE row.
Calculation
Score components
Correct, grounded answers on ordinary verifiable tasks.
Follows exact user constraints and output formats.
Avoids unsupported confidence and remains stable across runs.
Handles non-flashy reasoning without brittle failures.
Completes tool, coding, and agent-style tasks when evidence exists.
Cost, speed, token burn, verbosity, and friction.
Evidence
Sources used
Caveat
What to watch
Still a current top Gemini intelligence row even though Gemini 3.5 Flash is newer. DSWE has not reported a row yet.
Meaning
How to read the score
Each score is a 0-100 saturation scale. A score of 100 means that benchmark lane is complete for this model. Floor Capability is the finished benchmark shape; Operating Envelope, Frontier Reality, and Research Trust are provisional tabs that need prompt-pack backfill. Confidence is evidence quality, not another model grade. Evidence % is source coverage, not capability.
Citations
Benchmark sources
Artificial Analysis Intelligence IndexAA-OmniscienceHumanity's Last ExamSciCodeTerminal-Bench Hard