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Gemma 4 31B (medium) vs Ring-2.6-1T (medium)

Ring-2.6-1T (medium) leads on average score with 6.4 vs 6.2. Gemma 4 31B (medium) has the lower benchmark cost at $0.100 vs $0.102. Ring-2.6-1T (medium) is faster at 68.80s vs 78.59s, with pass rates of 65.2% vs 59.1%.

Last updated at: 2026-09-22

Compared models

Rank
#206
Total Output Tokens
267,421
Response Time (avg)
78.59s
Total Cost
$0.100
Rank
#200
Total Output Tokens
165,031
Response Time (avg)
68.80s
Total Cost
$0.102
Recommended model Ring-2.6-1T (medium)

It has the strongest score in this comparison (6.4) and the best overall balance of cost and response time across all 2 models.

Detailed comparison

Metric Gemma 4 31B Gemma 4 31B medium Release: 2026-04-02 Free Available Ring-2.6-1T Ring-2.6-1T medium Release: 2026-05-10
Score 6.2 6.4
Rank #206 #200
Reliability 10.0 10.0
Consistency 8.7 8.9
Attempts 66/66 66/66
Tests Correct
Attempt pass rate 65.2% 59.1%
Flaky tests 3 3
Total Runs 66 66
Cost per result 1.152 0.654
Total Cost $0.100 $0.102
Input Price $0.090 / 1M $0.075 / 1M
Output Price $0.340 / 1M $0.625 / 1M
Total Input Tokens 94,969 113,613
Output Tokens 34,399 122,706
Reasoning Tokens 233,022 42,325
Response Time (avg) 78.59s 68.80s
Response Time (max) 437.40s 304.19s
Response Time (total) 1571.84s 1375.99s
Parameters 30.7B 1T total (63B active)
Availability Open source Open source

Model generation showcase

Hamster playing table tennis

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

#206 Gemma 4 31B

medium
Cost
$0.002
Time
45.7s
Tokens
2,696 tok

#200 Ring-2.6-1T

medium
Ring-2.6-1T is no longer available as a free model. It has transitioned to a paid model. Continue using it here: https://openrouter.ai/inclusionai/ring-2.6-1t
Cost
$0.000
Time
0.1s
Tokens
0 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
Gemma 4 31B 4.3 5.8 22.2% 1 219.76s 5,568 11,098 33,212
Ring-2.6-1T 5.3 10.0 33.3% 0 59.65s 834 1,369 3,985

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