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GPT-5.2 vs Inkling-Small

GPT-5.2 has a slight edge in benchmark performance. Inkling-Small is 9.2x cheaper per token.

OpenAI · Thinking Machines Lab · Updated for 2026

Which is better?

GPT-5.2 outperforms in 6 benchmarks (ARC-AGI, ARC-AGI v2, CharXiv-R, GPQA, Humanity's Last Exam, MMMU-Pro), while Inkling-Small is better at 4 benchmarks (BrowseComp, MCP Atlas, SWE-Bench Verified, Toolathlon). GPT-5.2 has a slight edge in benchmark performance.

On price, Inkling-Small is roughly 9.2x cheaper per token on a blended 3:1 input/output basis, which adds up quickly at production volume.

GPT-5.2 also accepts a larger context window (400,000 input tokens), making it the stronger choice for long documents and large codebases.

Based on current benchmark, pricing, and model metadata for 2026.

Choose GPT-5.2

  • you want the strongest raw capability — it leads on 6 of 10 shared benchmarks
  • you process long inputs — it offers a 400,000 token context window

Choose Inkling-Small

  • cost matters — it's about 9.2x cheaper per token
  • you want the most recent training data — it shipped Jul 2026
  • you need open weights you can self-host or fine-tune

At a glance

The differences that matter most.

Benchmark wins
6 of 10
4 of 10
Input price
$1.75 / M
$0.30 / M
Output price
$14.00 / M
$1.20 / M
Context window
400,000
256,000
Released
Dec 2025
Jul 2026
License
Proprietary
Apache 2.0

Performance Benchmarks

Comparative analysis across standard metrics

10 benchmarks

GPT-5.2 outperforms in 6 benchmarks (ARC-AGI, ARC-AGI v2, CharXiv-R, GPQA, Humanity's Last Exam, MMMU-Pro), while Inkling-Small is better at 4 benchmarks (BrowseComp, MCP Atlas, SWE-Bench Verified, Toolathlon).

GPT-5.2 has a slight edge in benchmark performance.

Tue Aug 25 2026 • llm-stats.com

Arena Performance

Playground indexes and blind preference scores

Pricing Analysis

Price comparison per million tokens

Inkling-Small costs less

For input processing, GPT-5.2 ($1.75/1M tokens) is 5.8x more expensive than Inkling-Small ($0.30/1M tokens).

For output processing, GPT-5.2 ($14.00/1M tokens) is 11.7x more expensive than Inkling-Small ($1.20/1M tokens).

In conclusion, GPT-5.2 is more expensive than Inkling-Small.*

* Using a 3:1 ratio of input to output tokens

Lowest available price from all providers
Tue Aug 25 2026 • llm-stats.com
OpenAI
GPT-5.2
Input tokens$1.75
Output tokens$14.00
Best providerOpenAI
Thinking Machines Lab
Inkling-Small
Input tokens$0.30
Output tokens$1.20
Best providerUnknown Organization
Notice missing or incorrect data?Start an Issue

Context Window

Maximum input and output token capacity

GPT-5.2 accepts 400,000 input tokens compared to Inkling-Small's 256,000 tokens. Inkling-Small can generate longer responses up to 256,000 tokens, while GPT-5.2 is limited to 128,000 tokens.

OpenAI
GPT-5.2
Input400,000 tokens
Output128,000 tokens
Thinking Machines Lab
Inkling-Small
Input256,000 tokens
Output256,000 tokens
Tue Aug 25 2026 • llm-stats.com

Input Capabilities

Supported data types and modalities

Both GPT-5.2 and Inkling-Small support multimodal inputs.

They are both capable of processing various types of data, offering versatility in application.

GPT-5.2

Text
Images
Audio
Video

Inkling-Small

Text
Images
Audio
Video

License

Usage and distribution terms

GPT-5.2 is licensed under a proprietary license, while Inkling-Small uses Apache 2.0.

License differences may affect how you can use these models in commercial or open-source projects.

GPT-5.2

Proprietary

Closed source

Inkling-Small

Apache 2.0

Open weights

Release Timeline

When each model was launched

GPT-5.2 was released on 2025-12-11, while Inkling-Small was released on 2026-07-30.

Inkling-Small is 8 months newer than GPT-5.2.

GPT-5.2

Dec 11, 2025

8 months ago

Inkling-Small

Jul 30, 2026

3 weeks ago

7mo newer

Knowledge Cutoff

When training data ends

GPT-5.2 has a documented knowledge cutoff of 2025-08-25, while Inkling-Small's cutoff date is not specified.

We can confirm GPT-5.2's training data extends to 2025-08-25, but cannot make a direct comparison without Inkling-Small's cutoff date.

GPT-5.2

Aug 2025

Inkling-Small

Provider Availability

GPT-5.2 is available from OpenAI. Inkling-Small is available from Thinking Machines Lab.

GPT-5.2

openai logo
OpenAI
Input Price:Input: $1.75/1MOutput Price:Output: $14.00/1M

Inkling-Small

thinking-machines logo
Unknown Organization
Input Price:Input: $0.30/1MOutput Price:Output: $1.20/1M
* Prices shown are per million tokens

Outputs Comparison

Notice missing or incorrect data?Start an Issue discussion

Judge for yourself.

Run your own prompts against GPT-5.2 and Inkling-Small side-by-side, then vote on the output you prefer.

GPT-5.2
✓ Preferred
Inkling-Small
Open in Playground

FAQ

Common questions about GPT-5.2 vs Inkling-Small.

Which is better, GPT-5.2 or Inkling-Small?

GPT-5.2 has a slight edge in benchmark performance. GPT-5.2 is made by OpenAI and Inkling-Small is made by Thinking Machines Lab. The best choice depends on your use case — compare their benchmark scores, pricing, and capabilities above.

How does GPT-5.2 compare to Inkling-Small in benchmarks?

GPT-5.2 scores AIME 2025: 100.0%, HMMT 2025: 99.4%, Tau2 Telecom: 98.7%, Graphwalks BFS <128k: 94.0%, GPQA: 92.4%. Inkling-Small scores AIME 2026: 95.5%, VoiceBench Avg: 90.1%, GPQA: 89.5%, Global-MMLU-Lite: 86.7%, ARC-AGI: 84.0%.

Is GPT-5.2 cheaper than Inkling-Small?

Inkling-Small is 5.8x cheaper for input tokens. GPT-5.2 costs $1.75/M input and $14.00/M output via openai. Inkling-Small costs $0.30/M input and $1.20/M output via thinking-machines.

What are the context window sizes for GPT-5.2 and Inkling-Small?

GPT-5.2 supports 400K tokens and Inkling-Small supports 256K tokens. A larger context window lets you process longer documents, conversations, or codebases in a single request.

What are the main differences between GPT-5.2 and Inkling-Small?

Key differences include context window (400K vs 256K), input pricing ($1.75 vs $0.30/M), licensing (Proprietary vs Apache 2.0). See the full comparison above for benchmark-by-benchmark results.

Who makes GPT-5.2 and Inkling-Small?

GPT-5.2 is developed by OpenAI and Inkling-Small is developed by Thinking Machines Lab.