What is the difference between Z.AI: GLM 4 32B and Thinking Machines: Inkling?

Z.AI: GLM 4 32B is developed by Zhipu AI while Thinking Machines: Inkling is developed by Thinking Machines. Z.AI: GLM 4 32B has a 128K token context window vs Thinking Machines: Inkling's 1.0M. You can compare their actual outputs across 54 challenges on Rival to see how they differ in practice.

Which is better, Z.AI: GLM 4 32B or Thinking Machines: Inkling?

It depends on your use case. Z.AI: GLM 4 32B and Thinking Machines: 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 Z.AI: GLM 4 32B cost compared to Thinking Machines: Inkling?

Z.AI: GLM 4 32B costs $0.1/M input tokens and Thinking Machines: Inkling costs $1/M input tokens. Z.AI: GLM 4 32B is $0.90/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 Z.AI: GLM 4 32B and Thinking Machines: Inkling on Rival?

This page shows a side-by-side comparison of Z.AI: GLM 4 32B and Thinking Machines: 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 Z.AI: GLM 4 32B and Thinking Machines: Inkling?

Z.AI: GLM 4 32B is developed by Zhipu AI while Thinking Machines: Inkling is developed by Thinking Machines. Z.AI: GLM 4 32B has a 128K token context window vs Thinking Machines: Inkling's 1.0M. You can compare their actual outputs across 54 challenges on Rival to see how they differ in practice.

Which is better, Z.AI: GLM 4 32B or Thinking Machines: Inkling?

It depends on your use case. Z.AI: GLM 4 32B and Thinking Machines: 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 Z.AI: GLM 4 32B cost compared to Thinking Machines: Inkling?

Z.AI: GLM 4 32B costs $0.1/M input tokens and Thinking Machines: Inkling costs $1/M input tokens. Z.AI: GLM 4 32B is $0.90/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 Z.AI: GLM 4 32B and Thinking Machines: Inkling on Rival?

This page shows a side-by-side comparison of Z.AI: GLM 4 32B and Thinking Machines: 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.

Z.AI: GLM 4 32B vs Thinking Machines: Inkling: Which Is Better?

Updated Jul 2026

Our Verdict

Thinking Machines: Inkling

Z.AI: GLM 4 32BRunner-up

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

Z.AI: GLM 4 32B is 40x cheaper per token — worth considering if cost matters.

Too close to call

API pricing

Cost per 1M tokens

Z.AI: GLM 4 32B

Input

$0.10

10× cheaper

Output

$0.10

40× cheaper

Thinking Machines: Inkling

Input

$1.00

Output

$4.05

Z.AI: GLM 4 32B is cheaper on both — 10× input, 40× output

Writing DNA

Style Comparison

Similarity

41%

Thinking Machines: Inkling uses 3.9x more emoji

Z.AI: GLM 4 32B

Thinking Machines: Inkling

53%Vocabulary57%

15wSentence Length19w

0.83Hedging0.30

5.8Bold5.0

4.6Lists2.7

0.00Emoji0.04

0.35Headings0.49

0.04Transitions0.06

Based on 17 + 27 text responses

Research

What we learned reading every model

Z.AI: GLM 4 32B and Thinking Machines: Inkling have opinions about your brand too.Ask 10 models what they tell people about you. Verbatim receipts.Run the mirror

FAQ

Common questions

Keep exploring

More comparisons

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Z.AI: GLM 4 32B vs GPT-5New provider

Z.AI: GLM 4 32B vs Gemini 3.5 FlashNew provider

Updated Jul 2026

Our Verdict

Thinking Machines: Inkling

Z.AI: GLM 4 32BRunner-up

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

Z.AI: GLM 4 32B is 40x cheaper per token — worth considering if cost matters.

Too close to call

API pricing

Cost per 1M tokens

Z.AI: GLM 4 32B

Input

$0.10

10× cheaper

Output

$0.10

40× cheaper

Thinking Machines: Inkling

Input

$1.00

Output

$4.05

Z.AI: GLM 4 32B is cheaper on both — 10× input, 40× output

Writing DNA

Style Comparison

Similarity

41%

Thinking Machines: Inkling uses 3.9x more emoji

Z.AI: GLM 4 32B

Thinking Machines: Inkling

53%Vocabulary57%

15wSentence Length19w

0.83Hedging0.30

5.8Bold5.0

4.6Lists2.7

0.00Emoji0.04

0.35Headings0.49

0.04Transitions0.06

Based on 17 + 27 text responses

Research

What we learned reading every model

Z.AI: GLM 4 32B and Thinking Machines: Inkling have opinions about your brand too.Ask 10 models what they tell people about you. Verbatim receipts.Run the mirror

FAQ

Common questions

Keep exploring

More comparisons

Z.AI: GLM 4 32B vs MiniMax M3New provider

Z.AI: GLM 4 32B vs GPT-5New provider

Z.AI: GLM 4 32B vs Gemini 3.5 FlashNew provider