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Gemini 3.1 Flash Lite Preview vs Inkling Small (medium)

Inkling Small (medium) leads on average score with 6.6 vs 6.4. Gemini 3.1 Flash Lite Preview has the lower benchmark cost at $0.052 vs $0.113. Gemini 3.1 Flash Lite Preview is faster at 1.56s vs 6.30s, with pass rates of 57.6% vs 53.0%.

Last updated at: 2026-08-15

Rank
#153
Total Output Tokens
14,161
Response Time (avg)
1.56s
Total Cost
$0.052
Rank
#146
Total Output Tokens
56,269
Response Time (avg)
6.30s
Total Cost
$0.113
Recommended model Gemini 3.1 Flash Lite Preview

Its score stays close to the best score here (6.4 vs 6.6), while costing about 2.2x less than Inkling Small (medium).

Detailed comparison

Metric Gemini 3.1 Flash Lite Preview Gemini 3.1 Flash Lite Preview none Release: 2026-03-03 Inkling Small Inkling Small medium Release: 2026-08-01
Score 6.4 6.6
Rank #153 #146
Reliability 10.0 10.0
Consistency 9.7 9.0
Attempts 66/66 66/66
Tests Correct
Attempt pass rate 57.6% 53.0%
Flaky tests 1 3
Total Runs 66 66
Cost per result 0.430 1.177
Total Cost $0.052 $0.113
Input Price $0.250 / 1M $0.450 / 1M
Output Price $1.500 / 1M $1.200 / 1M
Total Input Tokens 120,955 100,255
Output Tokens 14,161 6,422
Reasoning Tokens 0 49,847
Response Time (avg) 1.56s 6.30s
Response Time (max) 9.27s 17.26s
Response Time (total) 34.32s 138.60s
Parameters ~150B total (~10B active) 276B total (12B active)
Availability Closed Closed

Model generation showcase

Hamster playing table tennis

Prompt: Create a detailed SVG illustration of a hamster playing table tennis.

#153 Gemini 3.1 Flash Lite Preview

none
Cost
$0.003
Time
4.7s
Tokens
1,827 tok

#146 Thinking Machines: Inkling Small

medium
Cost
$0.003
Time
13.4s
Tokens
1,753 tok

Top Models by Score

Score vs Total Cost

Response Time (avg)

Score vs Response Time (avg)

Total Output Tokens

Score vs Total Output Tokens

Category Breakdown

Coding Score Consistency Attempt pass rate Flaky tests Tests Correct Response Time (avg) Input Tokens Output Tokens Reasoning Tokens
Gemini 3.1 Flash Lite Preview 5.5 10.0 33.3% 0 967ms 8,128 670 0
Inkling Small 7.8 10.0 66.7% 0 10.49s 7,374 434 13,783

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