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Inkling 2 Small vs o3

Inkling 2 Small leads the LLM Stats Score 47.1 to 30.3. Inkling 2 Small is 7.4x cheaper per token.

Thinking Machines Lab · OpenAI · Updated for 2026

Which is better?

Inkling 2 Small leads the overall LLM Stats Score 47.1 to 30.3, ranking #41 overall.

In the 6 individual benchmarks reported for both models, Inkling 2 Small wins 6; this is a narrower head-to-head signal than the composite indexes.

On price, Inkling 2 Small is roughly 7.4x cheaper per token on a blended 3:1 input/output basis, which adds up quickly at production volume.

Inkling 2 Small also accepts a larger context window (256,000 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 Inkling 2 Small

  • overall performance matters — it scores 47.1 and ranks #41 on LLM Stats
  • your work emphasizes reasoning and coding — it leads those capability indexes
  • you value its reported benchmark strengths — it wins 6 of 6 exact shared results
  • cost matters — it's about 7.4x cheaper per token
  • you process long inputs — it offers a 256,000 token context window
  • you want the most recent training data — it shipped Nov 2026

Choose o3

  • you want predictable pricing at $2.00/M input and $8.00/M output

At a glance

The differences that matter most.

Core performance indexes
47.1
#41
30.3
#149
47.8
#26
30.0
#150
36.2
#35
14.9
#161
33.3
#39
2.7
#201
Cost, coverage & limits
Benchmark wins
6 of 6
0 of 6
Input price
$0.30 / M
$2.00 / M
Output price
$1.00 / M
$8.00 / M
Context window
256,000
200,000

Capability indexes

Additional strengths measured across groups of related public benchmarks

3 shared
Index
Inkling 2 Small
o3
29.2#47
21.4#86
28.3#28
10.1#155
28.9#44
24.9#69
Conservative TrueSkill rating · higher is betterHow scores work

Individual benchmarks

11 reported for Inkling 2 Small · 22 for o3

6 shared

Inkling 2 Small outperforms in 6 benchmarks (BrowseComp, CharXiv-R, GPQA, Humanity's Last Exam, MMMU-Pro, SWE-Bench Verified), while o3 is better at 0 benchmarks.

Inkling 2 Small significantly outperforms across most benchmarks.

Mon Nov 09 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, Inkling 2 Small ($0.30/1M tokens) is 6.7x cheaper than o3 ($2.00/1M tokens).

For output processing, Inkling 2 Small ($1.00/1M tokens) is 8.0x cheaper than o3 ($8.00/1M tokens).

In conclusion, o3 is more expensive than Inkling 2 Small.*

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

Lowest available price from all providers
Mon Nov 09 2026 • llm-stats.com
Thinking Machines Lab
Inkling 2 Small
Input tokens$0.30
Output tokens$1.00
Best providerUnknown Organization
OpenAI
o3
Input tokens$2.00
Output tokens$8.00
Best providerOpenAI
Notice missing or incorrect data?

Context Window

Maximum input and output token capacity

Inkling 2 Small accepts 256,000 input tokens compared to o3's 200,000 tokens. Only o3 specifies output context (100,000 tokens).

Thinking Machines Lab
Inkling 2 Small
Input256,000 tokens
Output- tokens
OpenAI
o3
Input200,000 tokens
Output100,000 tokens
Mon Nov 09 2026 • llm-stats.com

Input capabilities

Documented input modalities across available providers

Both Inkling 2 Small and o3 support multimodal inputs.

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

Inkling 2 Small

Text
Images
Audio
Video

o3

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.

Inkling 2 Small

Proprietary

Closed source

o3

Proprietary

Closed source

Release Timeline

When each model was launched

Inkling 2 Small was released on 2026-11-05, while o3 was released on 2025-04-16.

Inkling 2 Small is 19 months newer than o3.

Inkling 2 Small

Nov 5, 2026

4 days ago

1.6yr newer
o3

Apr 16, 2025

1.6 years ago

Knowledge Cutoff

When training data ends

o3 has a documented knowledge cutoff of 2024-05-31, while Inkling 2 Small's cutoff date is not specified.

We can confirm o3's training data extends to 2024-05-31, but cannot make a direct comparison without Inkling 2 Small's cutoff date.

Inkling 2 Small

—

o3

May 2024

Provider Availability

Inkling 2 Small is available from Thinking Machines Lab. o3 is available from OpenAI.

Inkling 2 Small

thinking-machines logo
Unknown Organization
Input Price:Input: $0.30/1MOutput Price:Output: $1.00/1M

o3

openai logo
OpenAI
Input Price:Input: $2.00/1MOutput Price:Output: $8.00/1M
* Prices shown are per million tokens

Outputs Comparison

Notice missing or incorrect data?

Judge for yourself.

Run your own prompts against Inkling 2 Small and o3 side-by-side, then vote on the output you prefer.

Inkling 2 Small
✓ Preferred
o3
Open in Playground

FAQ

Common questions about Inkling 2 Small vs o3.

Which is better, Inkling 2 Small or o3?

Inkling 2 Small leads the LLM Stats Score 47.1 to 30.3. Inkling 2 Small is made by Thinking Machines Lab and o3 is made by OpenAI. The best choice depends on your use case — compare their capability indexes, individual benchmarks, pricing, and limits above.

How does Inkling 2 Small compare to o3 in benchmarks?

Inkling 2 Small scores GPQA: 93.0%, BrowseComp: 90.2%, CharXiv-R: 85.6%, MCP Atlas: 85.0%, SWE-Bench Verified: 82.2%. o3 scores COLLIE: 98.4%, AIME 2024: 91.6%, ARC-AGI: 88.0%, MathVista: 86.8%, AIME 2025: 86.4%.

Is Inkling 2 Small cheaper than o3?

Inkling 2 Small is 6.7x cheaper for input tokens. Inkling 2 Small costs $0.30/M input and $1.00/M output via thinking-machines. o3 costs $2.00/M input and $8.00/M output via openai.

What are the context window sizes for Inkling 2 Small and o3?

Inkling 2 Small supports 256K tokens and o3 supports 200K tokens. A larger context window lets you process longer documents, conversations, or codebases in a single request.

What are the main differences between Inkling 2 Small and o3?

Key differences include LLM Stats Score (47.1 vs 30.3), context window (256K vs 200K), input pricing ($0.30 vs $2.00/M). See the full comparison above for benchmark-by-benchmark results.

Who makes Inkling 2 Small and o3?

Inkling 2 Small is developed by Thinking Machines Lab and o3 is developed by OpenAI.