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Inkling 2 Small vs Nova Pro

Inkling 2 Small leads the LLM Stats Score 47.2 to 11.7. Inkling 2 Small is 2.9x cheaper per token.

Thinking Machines Lab · Amazon · Updated for 2026

Which is better?

Inkling 2 Small leads the overall LLM Stats Score 47.2 to 11.7, ranking #39 overall.

In the 1 individual benchmarks reported for both models, Inkling 2 Small wins 1; this is a narrower head-to-head signal than the composite indexes.

On price, Inkling 2 Small is roughly 2.9x cheaper per token on a blended 3:1 input/output basis, which adds up quickly at production volume.

Nova Pro also accepts a larger context window (300,000 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 47.2 and ranks #39 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
  • cost matters — it's about 2.9x cheaper per token
  • you want the most recent training data — it shipped Nov 2026

Choose Nova Pro

  • you process long inputs — it offers a 300,000 token context window

At a glance

The differences that matter most.

Core performance indexes
47.2
#39
11.7
#294
47.9
#24
11.3
#289
36.3
#35
10.0
#198
33.5
#40
10.1
#152
Cost, coverage & limits
Benchmark wins
1 of 1
0 of 1
Input price
$0.30 / M
$0.80 / M
Output price
$1.00 / M
$3.20 / M
Context window
256,000
300,000

Capability indexes

Additional strengths measured across groups of related public benchmarks

2 shared
Index
Inkling 2 Small
Nova Pro
29.4#45
5.5#179
28.9#42
8.1#151
Conservative TrueSkill rating · higher is betterHow scores work

Individual benchmarks

11 reported for Inkling 2 Small · 27 for Nova Pro

1 shared

Inkling 2 Small outperforms in 1 benchmarks (GPQA), while Nova Pro 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 2.7x cheaper than Nova Pro ($0.80/1M tokens).

For output processing, Inkling 2 Small ($1.00/1M tokens) is 3.2x cheaper than Nova Pro ($3.20/1M tokens).

In conclusion, Nova Pro 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
Amazon
Nova Pro
Input tokens$0.80
Output tokens$3.20
Best providerAWS Bedrock
Notice missing or incorrect data?

Context Window

Maximum input and output token capacity

Nova Pro accepts 300,000 input tokens compared to Inkling 2 Small's 256,000 tokens. Only Nova Pro specifies output context (300,000 tokens).

Thinking Machines Lab
Inkling 2 Small
Input256,000 tokens
Output- tokens
Amazon
Nova Pro
Input300,000 tokens
Output300,000 tokens
Mon Nov 09 2026 • llm-stats.com

Input capabilities

Documented input modalities across available providers

Both Inkling 2 Small and Nova Pro support multimodal inputs.

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

Inkling 2 Small

Text
Images
Audio
Video

Nova Pro

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

Nova Pro

Proprietary

Closed source

Release Timeline

When each model was launched

Inkling 2 Small was released on 2026-11-05, while Nova Pro was released on 2024-11-20.

Inkling 2 Small is 24 months newer than Nova Pro.

Inkling 2 Small

Nov 5, 2026

4 days ago

2.0yr newer
Nova Pro

Nov 20, 2024

2.0 years ago

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

Inkling 2 Small is available from Thinking Machines Lab. Nova Pro is available from Bedrock.

Inkling 2 Small

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

Nova Pro

bedrock logo
AWS Bedrock
Input Price:Input: $0.80/1MOutput Price:Output: $3.20/1M
* 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 Nova Pro side-by-side, then vote on the output you prefer.

Inkling 2 Small
✓ Preferred
Nova Pro
Open in Playground

FAQ

Common questions about Inkling 2 Small vs Nova Pro.

Which is better, Inkling 2 Small or Nova Pro?

Inkling 2 Small leads the LLM Stats Score 47.2 to 11.7. Inkling 2 Small is made by Thinking Machines Lab and Nova Pro is made by Amazon. 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 Nova Pro 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%. Nova Pro scores ARC-C: 94.8%, GSM8k: 94.8%, DocVQA: 93.5%, IFEval: 92.1%, ChartQA: 89.2%.

Is Inkling 2 Small cheaper than Nova Pro?

Inkling 2 Small is 2.7x cheaper for input tokens. Inkling 2 Small costs $0.30/M input and $1.00/M output via thinking-machines. Nova Pro costs $0.80/M input and $3.20/M output via bedrock.

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

Inkling 2 Small supports 256K tokens and Nova Pro supports 300K 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 Nova Pro?

Key differences include LLM Stats Score (47.2 vs 11.7), context window (256K vs 300K), input pricing ($0.30 vs $0.80/M). See the full comparison above for benchmark-by-benchmark results.

Who makes Inkling 2 Small and Nova Pro?

Inkling 2 Small is developed by Thinking Machines Lab and Nova Pro is developed by Amazon.