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GPT-5.2 vs Inkling-Small

GPT-5.2 and Inkling-Small are closely matched at 41.1 and 38.1 on the LLM Stats Score. Inkling-Small is 9.2x cheaper per token.

OpenAI · Thinking Machines Lab · Updated for 2026

Which is better?

GPT-5.2 and Inkling-Small are closely matched on the overall LLM Stats Score at 41.1 and 38.1.

In the 10 individual benchmarks reported for both models, GPT-5.2 wins 6; this is a narrower head-to-head signal than the composite indexes.

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 LLM Stats indexes, shared benchmarks, pricing, and model metadata for 2026.

Choose GPT-5.2

  • you value its reported benchmark strengths — it wins 6 of 10 exact shared results
  • 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.

Core performance indexes
41.1
#64
38.1
#77
40.5
#61
37.7
#77
23.3
#88
28.5
#67
14.4
#103
22.7
#70
Cost, coverage & limits
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

Capability indexes

Additional strengths measured across groups of related public benchmarks

4 shared
Index
GPT-5.2
Inkling-Small
37.8#29
33.8#54
27.7#40
20.1#80
17.9#78
19.0#70
30.9#32
17.4#86
Conservative TrueSkill rating · higher is betterHow scores work

Individual benchmarks

24 reported for GPT-5.2 · 24 for Inkling-Small

10 shared

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.

Sun Oct 11 2026 • llm-stats.com

Human preference

Blind head-to-head votes and playground 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
Sun Oct 11 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?

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
Sun Oct 11 2026 • llm-stats.com

Input capabilities

Documented input modalities across available providers

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

10 months ago

Inkling-Small

Jul 30, 2026

2 months 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, DeepInfra.

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
deepinfra logo
Deepinfra
Input Price:Input: $0.45/1MOutput Price:Output: $1.20/1M
* Prices shown are per million tokens

Outputs Comparison

Notice missing or incorrect data?

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 and Inkling-Small are closely matched on the LLM Stats Score at 41.1 and 38.1. 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 capability indexes, individual benchmarks, pricing, and limits 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 LLM Stats Score (41.1 vs 38.1), 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.