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GPT-6 Astra vs Inkling

GPT-6 Astra leads the LLM Stats Score 60.3 to 37.5. Inkling is 11.6x cheaper per token.

OpenAI · Thinking Machines Lab · Updated for 2026

Which is better?

GPT-6 Astra leads the overall LLM Stats Score 60.3 to 37.5, ranking #1 overall.

In the 1 individual benchmarks reported for both models, GPT-6 Astra wins 1; this is a narrower head-to-head signal than the composite indexes.

On price, Inkling is roughly 11.6x cheaper per token on a blended 3:1 input/output basis, which adds up quickly at production volume.

GPT-6 Astra 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-6 Astra

  • overall performance matters — it scores 60.3 and ranks #1 on LLM Stats
  • your work emphasizes reasoning and coding — it leads those capability indexes
  • you value its reported benchmark strengths — it wins 1 of 1 exact shared results
  • you process long inputs — it offers a 1,050,000 token context window
  • you want the most recent training data — it shipped Sep 2026

Choose Inkling

  • cost matters — it's about 11.6x cheaper per token
  • you need open weights you can self-host or fine-tune

At a glance

The differences that matter most.

Core performance indexes
60.3
#1
37.5
#66
58.2
#1
37.3
#66
48.5
#1
27.5
#58
46.4
#1
20.7
#58
Cost, coverage & limits
Benchmark wins
1 of 1
0 of 1
Input price
$10.00 / M
$0.95 / M
Output price
$50.00 / M
$4.05 / M
Context window
1,050,000
524,288

Capability indexes

Additional strengths measured across groups of related public benchmarks

4 shared
Index
GPT-6 Astra
Inkling
35.9#42
29.2#87
41.7#1
15.8#88
36.1#1
19.1#60
39.0#2
19.6#69
Conservative TrueSkill rating · higher is betterHow scores work

Individual benchmarks

22 reported for GPT-6 Astra · 16 for Inkling

1 shared

GPT-6 Astra outperforms in 1 benchmarks (Humanity's Last Exam (with tools, text-only)), while Inkling is better at 0 benchmarks.

GPT-6 Astra significantly outperforms across most benchmarks.

Wed Sep 09 2026 • llm-stats.com

Human preference

Blind head-to-head votes and playground preference scores

Pricing Analysis

Price comparison per million tokens

Inkling costs less

For input processing, GPT-6 Astra ($10.00/1M tokens) is 10.5x more expensive than Inkling ($0.95/1M tokens).

For output processing, GPT-6 Astra ($50.00/1M tokens) is 12.3x more expensive than Inkling ($4.05/1M tokens).

In conclusion, GPT-6 Astra is more expensive than Inkling.*

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

Lowest available price from all providers
Wed Sep 09 2026 • llm-stats.com
OpenAI
GPT-6 Astra
Input tokens$10.00
Output tokens$50.00
Best providerOpenAI
Thinking Machines Lab
Inkling
Input tokens$0.95
Output tokens$4.05
Best providerDeepinfra
Notice missing or incorrect data?Start an Issue

Context Window

Maximum input and output token capacity

GPT-6 Astra accepts 1,050,000 input tokens compared to Inkling's 524,288 tokens. Inkling can generate longer responses up to 524,288 tokens, while GPT-6 Astra is limited to 128,000 tokens.

OpenAI
GPT-6 Astra
Input1,050,000 tokens
Output128,000 tokens
Thinking Machines Lab
Inkling
Input524,288 tokens
Output524,288 tokens
Wed Sep 09 2026 • llm-stats.com

Input capabilities

Documented input modalities across available providers

Both GPT-6 Astra and Inkling support multimodal inputs.

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

GPT-6 Astra

Text
Images
Audio
Video

Inkling

Text
Images
Audio
Video

License

Usage and distribution terms

GPT-6 Astra is licensed under a proprietary license, while Inkling uses Apache 2.0.

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

GPT-6 Astra

Proprietary

Closed source

Inkling

Apache 2.0

Open weights

Release Timeline

When each model was launched

GPT-6 Astra was released on 2026-09-04, while Inkling was released on 2026-07-21.

GPT-6 Astra is 2 months newer than Inkling.

GPT-6 Astra

Sep 4, 2026

5 days ago

1mo newer
Inkling

Jul 21, 2026

1 months ago

Knowledge Cutoff

When training data ends

GPT-6 Astra has a documented knowledge cutoff of 2026-04-30, while Inkling's cutoff date is not specified.

We can confirm GPT-6 Astra's training data extends to 2026-04-30, but cannot make a direct comparison without Inkling's cutoff date.

GPT-6 Astra

Apr 2026

Inkling

Provider Availability

GPT-6 Astra is available from OpenAI. Inkling is available from DeepInfra.

GPT-6 Astra

openai logo
OpenAI
Input Price:Input: $10.00/1MOutput Price:Output: $50.00/1M

Inkling

deepinfra logo
Deepinfra
Input Price:Input: $0.95/1MOutput Price:Output: $4.05/1M
* 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-6 Astra and Inkling side-by-side, then vote on the output you prefer.

GPT-6 Astra
✓ Preferred
Inkling
Open in Playground

FAQ

Common questions about GPT-6 Astra vs Inkling.

Which is better, GPT-6 Astra or Inkling?

GPT-6 Astra leads the LLM Stats Score 60.3 to 37.5. GPT-6 Astra is made by OpenAI and Inkling 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-6 Astra compare to Inkling in benchmarks?

GPT-6 Astra scores ExploitBench: 100.0%, ARC-AGI-3: 99.9%, ARC-AGI: 98.5%, FrontierMath Tier 4 (v2): 97.6%, GPQA: 96.0%. Inkling scores AIME 2026: 97.1%, VoiceBench Avg: 91.4%, Global-MMLU-Lite: 88.7%, IFBench: 79.8%, CharXiv-R: 78.1%.

Is GPT-6 Astra cheaper than Inkling?

Inkling is 10.5x cheaper for input tokens. GPT-6 Astra costs $10.00/M input and $50.00/M output via openai. Inkling costs $0.95/M input and $4.05/M output via deepinfra.

What are the context window sizes for GPT-6 Astra and Inkling?

GPT-6 Astra supports 1.1M tokens and Inkling supports 524K tokens. A larger context window lets you process longer documents, conversations, or codebases in a single request.

What are the main differences between GPT-6 Astra and Inkling?

Key differences include LLM Stats Score (60.3 vs 37.5), context window (1.1M vs 524K), input pricing ($10.00 vs $0.95/M), licensing (Proprietary vs Apache 2.0). See the full comparison above for benchmark-by-benchmark results.

Who makes GPT-6 Astra and Inkling?

GPT-6 Astra is developed by OpenAI and Inkling is developed by Thinking Machines Lab.