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GPT-5.2 Pro vs Inkling 2 Small

GPT-5.2 Pro and Inkling 2 Small are closely matched at 42.4 and 47.2 on the LLM Stats Score. Inkling 2 Small is 121.6x cheaper per token.

OpenAI · Thinking Machines Lab · Updated for 2026

Which is better?

GPT-5.2 Pro and Inkling 2 Small are closely matched on the overall LLM Stats Score at 42.4 and 47.2.

In the 3 individual benchmarks reported for both models, Inkling 2 Small wins 2; this is a narrower head-to-head signal than the composite indexes.

On price, Inkling 2 Small is roughly 121.6x cheaper per token on a blended 3:1 input/output basis, which adds up quickly at production volume.

GPT-5.2 Pro 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 Pro

  • you process long inputs — it offers a 400,000 token context window

Choose Inkling 2 Small

  • you value its reported benchmark strengths — it wins 2 of 3 exact shared results
  • cost matters — it's about 121.6x cheaper per token
  • you want the most recent training data — it shipped Nov 2026

At a glance

The differences that matter most.

Core performance indexes
42.4
#68
47.2
#39
41.0
#68
47.9
#24
17.6
#102
33.5
#40
Cost, coverage & limits
Benchmark wins
1 of 3
2 of 3
Input price
$21.00 / M
$0.30 / M
Output price
$168.00 / M
$1.00 / M
Context window
400,000
256,000

Capability indexes

Additional strengths measured across groups of related public benchmarks

1 shared
Index
GPT-5.2 Pro
Inkling 2 Small
24.2#72
29.4#45
Conservative TrueSkill rating · higher is betterHow scores work

Individual benchmarks

7 reported for GPT-5.2 Pro · 11 for Inkling 2 Small

3 shared

GPT-5.2 Pro outperforms in 1 benchmarks (GPQA), while Inkling 2 Small is better at 2 benchmarks (BrowseComp, Humanity's Last Exam).

Inkling 2 Small shows notably better performance in the majority of benchmarks.

Sun Nov 08 2026 • llm-stats.com

Human preference

Blind head-to-head votes and playground preference scores

Pricing Analysis

Price comparison per million tokens

Inkling 2 Small costs less

For input processing, GPT-5.2 Pro ($21.00/1M tokens) is 70.0x more expensive than Inkling 2 Small ($0.30/1M tokens).

For output processing, GPT-5.2 Pro ($168.00/1M tokens) is 168.0x more expensive than Inkling 2 Small ($1.00/1M tokens).

In conclusion, GPT-5.2 Pro is more expensive than Inkling 2 Small.*

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

Lowest available price from all providers
Sun Nov 08 2026 • llm-stats.com
OpenAI
GPT-5.2 Pro
Input tokens$21.00
Output tokens$168.00
Best providerOpenAI
Thinking Machines Lab
Inkling 2 Small
Input tokens$0.30
Output tokens$1.00
Best providerUnknown Organization
Notice missing or incorrect data?

Context Window

Maximum input and output token capacity

GPT-5.2 Pro accepts 400,000 input tokens compared to Inkling 2 Small's 256,000 tokens. Only GPT-5.2 Pro specifies output context (128,000 tokens).

OpenAI
GPT-5.2 Pro
Input400,000 tokens
Output128,000 tokens
Thinking Machines Lab
Inkling 2 Small
Input256,000 tokens
Output- tokens
Sun Nov 08 2026 • llm-stats.com

Input capabilities

Documented input modalities across available providers

Both GPT-5.2 Pro and Inkling 2 Small support multimodal inputs.

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

GPT-5.2 Pro

Text
Images
Audio
Video

Inkling 2 Small

Text
Images
Audio
Video

License

Usage and distribution terms

Both models are licensed under proprietary licenses.

Both models have usage restrictions defined by their respective organizations.

GPT-5.2 Pro

Proprietary

Closed source

Inkling 2 Small

Proprietary

Closed source

Release Timeline

When each model was launched

GPT-5.2 Pro was released on 2025-12-11, while Inkling 2 Small was released on 2026-11-05.

Inkling 2 Small is 11 months newer than GPT-5.2 Pro.

GPT-5.2 Pro

Dec 11, 2025

11 months ago

Inkling 2 Small

Nov 5, 2026

3 days ago

10mo newer

Knowledge Cutoff

When training data ends

Neither model specifies a knowledge cutoff date.

Unable to compare the recency of their training data.

No cutoff dates available

Provider Availability

GPT-5.2 Pro is available from OpenAI. Inkling 2 Small is available from Thinking Machines Lab.

GPT-5.2 Pro

openai logo
OpenAI
Input Price:Input: $21.00/1MOutput Price:Output: $168.00/1M

Inkling 2 Small

thinking-machines logo
Unknown Organization
Input Price:Input: $0.30/1MOutput Price:Output: $1.00/1M
* Prices shown are per million tokens

Outputs Comparison

Notice missing or incorrect data?

Judge for yourself.

Run your own prompts against GPT-5.2 Pro and Inkling 2 Small side-by-side, then vote on the output you prefer.

GPT-5.2 Pro
✓ Preferred
Inkling 2 Small
Open in Playground

FAQ

Common questions about GPT-5.2 Pro vs Inkling 2 Small.

Which is better, GPT-5.2 Pro or Inkling 2 Small?

GPT-5.2 Pro and Inkling 2 Small are closely matched on the LLM Stats Score at 42.4 and 47.2. GPT-5.2 Pro is made by OpenAI and Inkling 2 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 Pro compare to Inkling 2 Small in benchmarks?

GPT-5.2 Pro scores AIME 2025: 100.0%, HMMT 2025: 100.0%, GPQA: 93.2%, ARC-AGI: 90.5%, BrowseComp: 77.9%. Inkling 2 Small scores GPQA: 93.0%, BrowseComp: 90.2%, CharXiv-R: 85.6%, MCP Atlas: 85.0%, SWE-Bench Verified: 82.2%.

Is GPT-5.2 Pro cheaper than Inkling 2 Small?

Inkling 2 Small is 70.0x cheaper for input tokens. GPT-5.2 Pro costs $21.00/M input and $168.00/M output via openai. Inkling 2 Small costs $0.30/M input and $1.00/M output via thinking-machines.

What are the context window sizes for GPT-5.2 Pro and Inkling 2 Small?

GPT-5.2 Pro supports 400K tokens and Inkling 2 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 Pro and Inkling 2 Small?

Key differences include LLM Stats Score (42.4 vs 47.2), context window (400K vs 256K), input pricing ($21.00 vs $0.30/M). See the full comparison above for benchmark-by-benchmark results.

Who makes GPT-5.2 Pro and Inkling 2 Small?

GPT-5.2 Pro is developed by OpenAI and Inkling 2 Small is developed by Thinking Machines Lab.