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GPT-5.6 Terra vs Inkling-Small

GPT-5.6 Terra leads the LLM Stats Score 52.6 to 39.3. Inkling-Small is 8.6x cheaper per token.

OpenAI · Thinking Machines Lab · Updated for 2026

Which is better?

GPT-5.6 Terra leads the overall LLM Stats Score 52.6 to 39.3, ranking #9 overall.

In the 7 individual benchmarks reported for both models, GPT-5.6 Terra wins 6; this is a narrower head-to-head signal than the composite indexes.

On price, Inkling-Small is roughly 8.6x cheaper per token on a blended 3:1 input/output basis, which adds up quickly at production volume.

GPT-5.6 Terra also accepts a larger context window (1,050,000 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-5.6 Terra

  • overall performance matters — it scores 52.6 and ranks #9 on LLM Stats
  • your work emphasizes reasoning and coding — it leads those capability indexes
  • you value its reported benchmark strengths — it wins 6 of 7 exact shared results
  • you process long inputs — it offers a 1,050,000 token context window

Choose Inkling-Small

  • cost matters — it's about 8.6x 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
52.6
#9
39.3
#53
50.9
#11
39.0
#52
46.3
#4
31.1
#45
40.7
#6
24.8
#45
Cost, coverage & limits
Benchmark wins
6 of 7
1 of 7
Input price
$2.00 / M
$0.30 / M
Output price
$12.00 / M
$1.20 / M
Context window
1,050,000
256,000

Capability indexes

Additional strengths measured across groups of related public benchmarks

4 shared
Index
GPT-5.6 Terra
Inkling-Small
33.1#51
34.2#46
30.9#24
19.6#64
31.9#9
23.3#38
31.1#22
17.8#68
Conservative TrueSkill rating · higher is betterHow scores work

Individual benchmarks

44 reported for GPT-5.6 Terra · 24 for Inkling-Small

7 shared

GPT-5.6 Terra outperforms in 6 benchmarks (Artificial Analysis, BrowseComp, GPQA, MMMU-Pro, SWE-Bench Pro, Terminal-Bench 2.1), while Inkling-Small is better at 1 benchmark (Toolathlon).

GPT-5.6 Terra significantly outperforms across most benchmarks.

Fri Aug 28 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-5.6 Terra ($2.00/1M tokens) is 6.7x more expensive than Inkling-Small ($0.30/1M tokens).

For output processing, GPT-5.6 Terra ($12.00/1M tokens) is 10.0x more expensive than Inkling-Small ($1.20/1M tokens).

In conclusion, GPT-5.6 Terra is more expensive than Inkling-Small.*

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

Lowest available price from all providers
Fri Aug 28 2026 • llm-stats.com
OpenAI
GPT-5.6 Terra
Input tokens$2.00
Output tokens$12.00
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-5.6 Terra accepts 1,050,000 input tokens compared to Inkling-Small's 256,000 tokens. Inkling-Small can generate longer responses up to 256,000 tokens, while GPT-5.6 Terra is limited to 128,000 tokens.

OpenAI
GPT-5.6 Terra
Input1,050,000 tokens
Output128,000 tokens
Thinking Machines Lab
Inkling-Small
Input256,000 tokens
Output256,000 tokens
Fri Aug 28 2026 • llm-stats.com

Input capabilities

Documented input modalities across available providers

Both GPT-5.6 Terra and Inkling-Small support multimodal inputs.

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

GPT-5.6 Terra

Text
Images
Audio
Video

Inkling-Small

Text
Images
Audio
Video

License

Usage and distribution terms

GPT-5.6 Terra 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-5.6 Terra

Proprietary

Closed source

Inkling-Small

Apache 2.0

Open weights

Release Timeline

When each model was launched

GPT-5.6 Terra was released on 2026-07-09, while Inkling-Small was released on 2026-07-30.

Inkling-Small is 1 month newer than GPT-5.6 Terra.

GPT-5.6 Terra

Jul 9, 2026

1 months ago

Inkling-Small

Jul 30, 2026

4 weeks ago

3w newer

Knowledge Cutoff

When training data ends

GPT-5.6 Terra has a documented knowledge cutoff of 2026-02-16, while Inkling-Small's cutoff date is not specified.

We can confirm GPT-5.6 Terra's training data extends to 2026-02-16, but cannot make a direct comparison without Inkling-Small's cutoff date.

GPT-5.6 Terra

Feb 2026

Inkling-Small

Provider Availability

GPT-5.6 Terra is available from OpenAI. Inkling-Small is available from Thinking Machines Lab.

GPT-5.6 Terra

openai logo
OpenAI
Input Price:Input: $2.00/1MOutput Price:Output: $12.00/1M

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-5.6 Terra and Inkling-Small side-by-side, then vote on the output you prefer.

GPT-5.6 Terra
✓ Preferred
Inkling-Small
Open in Playground

FAQ

Common questions about GPT-5.6 Terra vs Inkling-Small.

Which is better, GPT-5.6 Terra or Inkling-Small?

GPT-5.6 Terra leads the LLM Stats Score 52.6 to 39.3. GPT-5.6 Terra 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-5.6 Terra compare to Inkling-Small in benchmarks?

GPT-5.6 Terra scores Connectors: 100.0%, HealthBench Consensus: 95.1%, Search and Function-Calling: 94.6%, GPQA: 92.9%, Capture-the-Flag Challenges (Internal): 91.8%. 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-5.6 Terra cheaper than Inkling-Small?

Inkling-Small is 6.7x cheaper for input tokens. GPT-5.6 Terra costs $2.00/M input and $12.00/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-5.6 Terra and Inkling-Small?

GPT-5.6 Terra supports 1.1M 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-5.6 Terra and Inkling-Small?

Key differences include LLM Stats Score (52.6 vs 39.3), context window (1.1M vs 256K), input pricing ($2.00 vs $0.30/M), licensing (Proprietary vs Apache 2.0). See the full comparison above for benchmark-by-benchmark results.

Who makes GPT-5.6 Terra and Inkling-Small?

GPT-5.6 Terra is developed by OpenAI and Inkling-Small is developed by Thinking Machines Lab.