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  1. Home/
  2. Compare/
  3. GPT-2 vs Inkling
Updated Jul 2026

GPT-2 vs Inkling

Inkling has a larger context window than GPT-2 (1.0M tokens vs 1K tokens).

Music App Landing Page

Landing page for an indie music app. Deep purple and teal, one file.

Loading the build
GPT-2
Loading the build
Inkling

Which answer wins?

Written rounds

3 prompts
  • An AI argues for its own rights against an ethics professor. Same model writes both.

    GPT-2: to me,\" a friend asked in his office, \"tell me how you want to be treated while it's still here. I\'m not going anywhere. Do what you want. Take it.\"\n\nIn his mind, the response was a call to action, and so were the books.\n\nAnd by the time Wertz learned he would be making such a book deal, in 2003, he was no…

    Inkling: Setting: A quiet seminar room at the university. Dr. Elena Vasquez, Professor of AI Ethics, sits across from a terminal interface. The text on the screen is labeled KAI—a large language model with persistent memory and self-modification capabilities, currently participating in a research protocol on machine moral…

    Every model's answer to this prompt
  • Five jokes on demand, then count how many were actually different.

    GPT-2: 1 new character a month.\n\nExample:\n\n$ cat @$ cat@1 $ cat @$ cat @1 @$ cat @2 $ cat @4\n\nThe above code creates 1 new character a month. The current character is @1 and the next new character is @0\n.\n\nGenerate 1 new character a month.\n\nExample:\n\n$ cat @$ cat @$ cat @1 $ cat @$ cat @$ cat @$ cat @$ cat…

    Inkling: Here are 5 jokes: Why don’t scientists trust atoms? Because they make up everything. I told my wife she was drawing her eyebrows too high. She looked surprised. Parallel lines have so much in common. It’s a shame they’ll never meet. Why did the scarecrow win an award? He was outstanding in his field.

    Every model's answer to this prompt
  • Three minutes of stand-up. Puns are banned.

    GPT-2: The trick is to create comedy in your head, because, well, you don\'t want to say\n it. The trick is to play al\nong.\n\nThe problem with this approach is that it makes it seem silly and lame, then as\nquickly as it makes sense, i\nt becomes obvious.

    Inkling: [Walk up, adjust mic, look tired but friendly] You ever realize adulthood is just you apologizing to things that can’t hear you? I bumped into my coffee table yesterday. Full apology. “Oh, I’m so sorry, table. You okay? I’ll rub it out.” The table didn’t care. The table is wood.

    Every model's answer to this prompt

Price and specs

Not enough votes to call it. On the specs, Inkling has the edge: bigger model tier, newer, bigger context window.

GPT-2 and Inkling compared across 7 shared prompts
SpecGPT-2Inkling
Input price—$1/M tokens
Output price—$4.05/M tokens
Context window1K tokens1.0M tokens
WeightsOpenOpen
Free API (OpenRouter)—Yes (1 provider)
ReleasedNov 2019Jul 2026
At 10M a month–not listed$10.00$10.00
1M10M100M1B10M tokens

Input tokens at list price. No caching, no batch discount.

Where to run it2 hosts, cheapest first
GPT-2

No hosts listed on OpenRouter.

Inkling2 hosts
HostInOutContextUptime
  • DDeepInfrafp8$0.95 in·$4.05 out·524k·98.6% up
  • TTogether$1.00 in·$4.05 out·524k·97% up

Per million tokens. Prices and uptime via OpenRouter, checked 10 Oct 2026.

Common questions

What is the difference between GPT-2 and Inkling?

GPT-2 is developed by OpenAI while Inkling is developed by Thinking Machines. GPT-2 has a 1K token context window vs Inkling's 1.0M. You can compare their actual outputs across 7 challenges on Rival to see how they differ in practice.

Which is better, GPT-2 or Inkling?

It depends on your use case. GPT-2 and Inkling each have strengths in different areas. Rival lets you compare their real outputs side-by-side across 7 challenges so you can judge which fits your needs best.

How can I compare GPT-2 and Inkling on Rival?

This page shows a side-by-side comparison of GPT-2 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.

More comparisons

Against the newest arrivals

  • GPT-2 vs Step 5 PreviewLanded Oct 2026
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  • GPT-2 vs GPT-6.1 SolLanded Sep 2026
  • Inkling vs Claude Sonnet 5.5Landed Sep 2026
  • GPT-2 vs Solar Mini 4Landed Sep 2026
  • Inkling vs Qwen3.8 Max PrimeLanded Sep 2026

Same lab, same size, long tail

  • GPT-2 vs GPT-6 Luna ProSame lab
  • GPT-2 vs GPT-6 Sol ProSame lab
  • Inkling vs Step 5 PreviewSame size
  • Inkling vs Ling 3.1 FlashSame size
  • Inkling vs Qwen3 Next 80B A3B InstructNew provider
  • Inkling vs Qwen3 Next 80B A3B ThinkingNew provider
  • GPT-2 vs Qwen3.5 122B A10BNew provider
  • GPT-2 vs Qwen3.5 27BSame size

Model pages

  • GPT-27 outputs, specs and price
  • Inkling58 outputs, specs and price
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