What is the difference between Gemma 3 12B and Inkling?

Gemma 3 12B is developed by Google AI while Inkling is developed by Thinking Machines. You can compare their actual outputs across 54 challenges on Rival to see how they differ in practice.

Which is better, Gemma 3 12B or Inkling?

It depends on your use case. Gemma 3 12B and Inkling each have strengths in different areas. Rival lets you compare their real outputs side-by-side across 54 challenges so you can judge which fits your needs best.

How much does Gemma 3 12B cost compared to Inkling?

Gemma 3 12B costs $0.03/M input tokens and Inkling costs $1/M input tokens. Gemma 3 12B is $0.97/M cheaper per input. Check their side-by-side outputs on Rival to see if the price difference is justified by quality.

How can I compare Gemma 3 12B and Inkling on Rival?

This page shows a side-by-side comparison of Gemma 3 12B and Inkling across shared challenges. You can vote on which model produced the better output in a blind duel. Browsing and voting are free. No account is needed to look; signing in only saves your votes and likes.

What is the difference between Gemma 3 12B and Inkling?

Gemma 3 12B is developed by Google AI while Inkling is developed by Thinking Machines. You can compare their actual outputs across 54 challenges on Rival to see how they differ in practice.

Which is better, Gemma 3 12B or Inkling?

It depends on your use case. Gemma 3 12B and Inkling each have strengths in different areas. Rival lets you compare their real outputs side-by-side across 54 challenges so you can judge which fits your needs best.

How much does Gemma 3 12B cost compared to Inkling?

Gemma 3 12B costs $0.03/M input tokens and Inkling costs $1/M input tokens. Gemma 3 12B is $0.97/M cheaper per input. Check their side-by-side outputs on Rival to see if the price difference is justified by quality.

How can I compare Gemma 3 12B and Inkling on Rival?

This page shows a side-by-side comparison of Gemma 3 12B and Inkling across shared challenges. You can vote on which model produced the better output in a blind duel. Browsing and voting are free. No account is needed to look; signing in only saves your votes and likes.

Gemma 3 12B vs Inkling: Which Is Better?

Updated Jul 2026

Our Verdict

Inkling

Gemma 3 12BRunner-up

No community votes yet. On paper, Inkling has the edge — bigger model tier, newer, bigger context window.

Gemma 3 12B is 135x cheaper per token — worth considering if cost matters.

Too close to call

What do Gemma 3 12B and Inkling say about your brand?

10 models, one question, verbatim receipts.

or peek at a demo: Notion Linear Vercel

API pricing

Cost per 1M tokens

Gemma 3 12B

Input

$0.03

33× cheaper

Output

$0.03

135× cheaper

Inkling

Input

$1.00

Output

$4.05

Gemma 3 12B is cheaper on both — 33× input, 135× output

Writing DNA

Style Comparison

Similarity

30%

Inkling uses 3.9x more emoji

Gemma 3 12B

Inkling

52%Vocabulary57%

17wSentence Length19w

0.66Hedging0.30

6.2Bold5.0

5.4Lists2.7

0.00Emoji0.04

0.06Headings0.49

0.23Transitions0.06

Based on 23 + 27 text responses

Research

What we learned reading every model

FAQ

Common questions

Keep exploring

More comparisons

Gemma 3 12B vs Ox AlphaNew provider

Gemma 3 12B vs MiniMax M3New provider

Gemma 3 12B vs GPT-5New provider

Updated Jul 2026

Our Verdict

Inkling

Gemma 3 12BRunner-up

No community votes yet. On paper, Inkling has the edge — bigger model tier, newer, bigger context window.

Gemma 3 12B is 135x cheaper per token — worth considering if cost matters.

Too close to call

What do Gemma 3 12B and Inkling say about your brand?

10 models, one question, verbatim receipts.

or peek at a demo: Notion Linear Vercel

API pricing

Cost per 1M tokens

Gemma 3 12B

Input

$0.03

33× cheaper

Output

$0.03

135× cheaper

Inkling

Input

$1.00

Output

$4.05

Gemma 3 12B is cheaper on both — 33× input, 135× output

Writing DNA

Style Comparison

Similarity

30%

Inkling uses 3.9x more emoji

Gemma 3 12B

Inkling

52%Vocabulary57%

17wSentence Length19w

0.66Hedging0.30

6.2Bold5.0

5.4Lists2.7

0.00Emoji0.04

0.06Headings0.49

0.23Transitions0.06

Based on 23 + 27 text responses

Research

What we learned reading every model

FAQ

Common questions

Keep exploring

More comparisons

Gemma 3 12B vs Ox AlphaNew provider

Gemma 3 12B vs MiniMax M3New provider

Gemma 3 12B vs GPT-5New provider