What is the difference between GPT-5.4 Nano and Thinking Machines: Inkling?

GPT-5.4 Nano is developed by OpenAI while Thinking Machines: Inkling is developed by Thinking Machines. GPT-5.4 Nano has a 400K token context window vs Thinking Machines: Inkling's 1.0M. You can compare their actual outputs across 53 challenges on Rival to see how they differ in practice.

Which is better, GPT-5.4 Nano or Thinking Machines: Inkling?

It depends on your use case. GPT-5.4 Nano and Thinking Machines: Inkling each have strengths in different areas. Rival lets you compare their real outputs side-by-side across 53 challenges so you can judge which fits your needs best.

How much does GPT-5.4 Nano cost compared to Thinking Machines: Inkling?

GPT-5.4 Nano costs $0.2/M input tokens and Thinking Machines: Inkling costs $1/M input tokens. GPT-5.4 Nano is $0.80/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 GPT-5.4 Nano and Thinking Machines: Inkling on Rival?

This page shows a side-by-side comparison of GPT-5.4 Nano 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 GPT-5.4 Nano and Thinking Machines: Inkling?

GPT-5.4 Nano is developed by OpenAI while Thinking Machines: Inkling is developed by Thinking Machines. GPT-5.4 Nano has a 400K token context window vs Thinking Machines: Inkling's 1.0M. You can compare their actual outputs across 53 challenges on Rival to see how they differ in practice.

Which is better, GPT-5.4 Nano or Thinking Machines: Inkling?

It depends on your use case. GPT-5.4 Nano and Thinking Machines: Inkling each have strengths in different areas. Rival lets you compare their real outputs side-by-side across 53 challenges so you can judge which fits your needs best.

How much does GPT-5.4 Nano cost compared to Thinking Machines: Inkling?

GPT-5.4 Nano costs $0.2/M input tokens and Thinking Machines: Inkling costs $1/M input tokens. GPT-5.4 Nano is $0.80/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 GPT-5.4 Nano and Thinking Machines: Inkling on Rival?

This page shows a side-by-side comparison of GPT-5.4 Nano 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.

GPT-5.4 Nano vs Thinking Machines: Inkling: Which Is Better?

Updated Jul 2026

Our Verdict

Thinking Machines: Inkling

GPT-5.4 NanoRunner-up

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

GPT-5.4 Nano is 3.2x cheaper per token — worth considering if cost matters.

Too close to call

API pricing

Cost per 1M tokens

GPT-5.4 Nano

Input

$0.20

5.0× cheaper

Output

$1.25

3.2× cheaper

Thinking Machines: Inkling

Input

$1.00

Output

$4.05

GPT-5.4 Nano is cheaper on both — 5.0× input, 3.2× output

Writing DNA

Style Comparison

Similarity

55%

Thinking Machines: Inkling uses 3.9x more emoji

GPT-5.4 Nano

Thinking Machines: Inkling

51%Vocabulary57%

21wSentence Length19w

0.58Hedging0.30

7.1Bold5.0

5.5Lists2.7

0.01Emoji0.04

1.39Headings0.49

0.05Transitions0.06

Based on 23 + 27 text responses

Research

What we learned reading every model

GPT-5.4 Nano 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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GPT-5.4 Nano vs Llama 4 MaverickNew provider

GPT-5.4 Nano vs Claude Opus 4New provider

Updated Jul 2026

Our Verdict

Thinking Machines: Inkling

GPT-5.4 NanoRunner-up

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

GPT-5.4 Nano is 3.2x cheaper per token — worth considering if cost matters.

Too close to call

API pricing

Cost per 1M tokens

GPT-5.4 Nano

Input

$0.20

5.0× cheaper

Output

$1.25

3.2× cheaper

Thinking Machines: Inkling

Input

$1.00

Output

$4.05

GPT-5.4 Nano is cheaper on both — 5.0× input, 3.2× output

Writing DNA

Style Comparison

Similarity

55%

Thinking Machines: Inkling uses 3.9x more emoji

GPT-5.4 Nano

Thinking Machines: Inkling

51%Vocabulary57%

21wSentence Length19w

0.58Hedging0.30

7.1Bold5.0

5.5Lists2.7

0.01Emoji0.04

1.39Headings0.49

0.05Transitions0.06

Based on 23 + 27 text responses

Research

What we learned reading every model

GPT-5.4 Nano 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

GPT-5.4 Nano vs MiniMax M3New provider

GPT-5.4 Nano vs Llama 4 MaverickNew provider

GPT-5.4 Nano vs Claude Opus 4New provider