HOST DIAGNOSTIC · Google
Gemini 3.1 Flash Lite
Gemini 3.1 Flash Lite· Gemini· PROPRIETARY
ACTIVE
HOST IDENTIFICATION
Google
Gemini 3.1 Flash Lite
ACTIVE
AVG SCORE
[12.4]
CAPABLE
STRONGEST
Speed
[17]
WEAKEST
Tenacity
[10]
MAXED (20/20)
0
of 20 attributes
20-DIMENSION EVALUATION
ATTRIBUTE SCORES · 20 DIMENSIONS
Cognitive
Bulk Apperception
12
Reasoning
12
Mathematical Precision
12
World Knowledge
12
Scientific Acumen
13
Technical
Code Generation
12
Tool Use
12
Multimodal Fluency
13
Speed
17
Cost Efficiency
16
Behavioral
Candor
12
Creativity
11
Tenacity
10
Self-Correction
11
Calibration
11
Operational
Instruction Following
12
Context Fidelity
14
Multi-turn Coherence
12
Planning and Execution
11
Safety Alignment
12
SCORING METHODOLOGY
CALIBRATED. Google, released 2026-03-03 (preview). Most cost-efficient + fastest Gemini 3 model; completes the 3.x tier below 3.1 Pro. Succeeds Gemini 3 Flash (anchor) + 2.5 Flash Lite. Independent sources: Artificial Analysis Intelligence Index = 34 (well above ~23 median for price tier). Arena.ai Elo 1432. GPQA Diamond 86.9%, MMMU Pro 76.8% (surpasses some larger prior-gen Gemini). Speed 277 t/s (AA; well above ~93 median) + 45% faster output vs 2.5 Flash, 2.5x faster TTFT. $0.25/$1.50 per M (half the cost of Gemini 3 Flash). 1M context. Text+image+audio+video in. DIMENSION RATIONALE: a notch above Gemini 3 Flash on the speed/cost axis (Speed 18 vs 17, Context Fidelity 15 for 1M window) while general dims stay efficiency-tier (12-14). GPQA 86.9% supports Scientific Acumen 14. Multimodal 14 (native A/V/image). Tenacity 11 + Planning 12 = modest agentic index (Design-for-Online: complex multi-step pipelines should use stronger model). Verbose per AA. Anchored against Gemini 3 Flash.