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Gemini 3.1 Flash Lite Preview (low) vs Inkling Small (medium)

The average score is effectively tied at 6.6 vs 6.6. Inkling Small (medium) has the lower benchmark cost at $0.113 vs $0.646. Inkling Small (medium) is faster at 6.30s vs 16.67s, with pass rates of 63.6% vs 53.0%.

Last updated at: 2026-08-15

Rank
#145
Total Output Tokens
412,179
Response Time (avg)
16.67s
Total Cost
$0.646
Rank
#146
Total Output Tokens
56,269
Response Time (avg)
6.30s
Total Cost
$0.113
Recommended model Inkling Small (medium)

It has the best score here (6.6), while costing about 5.7x less than Gemini 3.1 Flash Lite Preview (low).

Detailed comparison

Metric Gemini 3.1 Flash Lite Preview Gemini 3.1 Flash Lite Preview low Release: 2026-03-03 Inkling Small Inkling Small medium Release: 2026-08-01
Score 6.6 6.6
Rank #145 #146
Reliability 10.0 10.0
Consistency 10.0 9.0
Attempts 66/66 66/66
Tests Correct
Attempt pass rate 63.6% 53.0%
Flaky tests 0 3
Total Runs 66 66
Cost per result 4.613 1.177
Total Cost $0.646 $0.113
Input Price $0.250 / 1M $0.450 / 1M
Output Price $1.500 / 1M $1.200 / 1M
Total Input Tokens 110,196 100,255
Output Tokens 14,717 6,422
Reasoning Tokens 397,462 49,847
Response Time (avg) 16.67s 6.30s
Response Time (max) 309.35s 17.26s
Response Time (total) 366.69s 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.

#145 Gemini 3.1 Flash Lite Preview

low
Cost
$0.002
Time
3.7s
Tokens
1,203 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 1.39s 8,138 660 1,060
Inkling Small 7.8 10.0 66.7% 0 10.49s 7,374 434 13,783

Quick Compare

Switch Comparison Pair

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