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Grok-4 Fast Non-Reasoning vs Inkling 2 Small

Comparing Grok-4 Fast Non-Reasoning and Inkling 2 Small across benchmarks, pricing, and capabilities.

xAI · Thinking Machines Lab · Updated for 2026

Which is better?

Grok-4 Fast Non-Reasoning and Inkling 2 Small trade strengths across price, capabilities, and technical limits. The better choice depends on the workload.

On price, Grok-4 Fast Non-Reasoning is roughly 1.7x cheaper per token on a blended 3:1 input/output basis, which adds up quickly at production volume.

Grok-4 Fast Non-Reasoning also accepts a larger context window (2,000,000 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 Grok-4 Fast Non-Reasoning

  • cost matters — it's about 1.7x cheaper per token
  • you process long inputs — it offers a 2,000,000 token context window

Choose Inkling 2 Small

  • you want the most recent training data — it shipped Nov 2026

At a glance

The differences that matter most.

Benchmark wins
—
—
Input price
$0.20 / M
$0.30 / M
Output price
$0.50 / M
$1.00 / M
Context window
2,000,000
256,000

Individual benchmarks

0 reported for Grok-4 Fast Non-Reasoning · 11 for Inkling 2 Small

No common benchmarks found

Grok-4 Fast Non-Reasoning and Inkling 2 Smalldon't have any common benchmark datasets to compare. They may have been evaluated on different testing suites.

Human preference

Blind head-to-head votes and playground preference scores

Pricing Analysis

Price comparison per million tokens

Grok-4 Fast Non-Reasoning costs less

For input processing, Grok-4 Fast Non-Reasoning ($0.20/1M tokens) is 1.5x cheaper than Inkling 2 Small ($0.30/1M tokens).

For output processing, Grok-4 Fast Non-Reasoning ($0.50/1M tokens) is 2.0x cheaper than Inkling 2 Small ($1.00/1M tokens).

In conclusion, Inkling 2 Small is more expensive than Grok-4 Fast Non-Reasoning.*

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

Lowest available price from all providers
Mon Nov 09 2026 • llm-stats.com
xAI
Grok-4 Fast Non-Reasoning
Input tokens$0.20
Output tokens$0.50
Best providerxAI
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

Grok-4 Fast Non-Reasoning accepts 2,000,000 input tokens compared to Inkling 2 Small's 256,000 tokens. Only Grok-4 Fast Non-Reasoning specifies output context (30,000 tokens).

xAI
Grok-4 Fast Non-Reasoning
Input2,000,000 tokens
Output30,000 tokens
Thinking Machines Lab
Inkling 2 Small
Input256,000 tokens
Output- tokens
Mon Nov 09 2026 • llm-stats.com

Input capabilities

Documented input modalities across available providers

Both Grok-4 Fast Non-Reasoning and Inkling 2 Small support multimodal inputs.

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

Grok-4 Fast Non-Reasoning

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.

Grok-4 Fast Non-Reasoning

Proprietary

Closed source

Inkling 2 Small

Proprietary

Closed source

Release Timeline

When each model was launched

Grok-4 Fast Non-Reasoning was released on 2025-08-28, while Inkling 2 Small was released on 2026-11-05.

Inkling 2 Small is 14 months newer than Grok-4 Fast Non-Reasoning.

Grok-4 Fast Non-Reasoning

Aug 28, 2025

1.2 years ago

Inkling 2 Small

Nov 5, 2026

3 days ago

1.2yr 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

Grok-4 Fast Non-Reasoning is available from xAI. Inkling 2 Small is available from Thinking Machines Lab.

Grok-4 Fast Non-Reasoning

xai logo
xAI
Input Price:Input: $0.20/1MOutput Price:Output: $0.50/1M

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 Grok-4 Fast Non-Reasoning and Inkling 2 Small side-by-side, then vote on the output you prefer.

Grok-4 Fast Non-Reasoning
✓ Preferred
Inkling 2 Small
Open in Playground

FAQ

Common questions about Grok-4 Fast Non-Reasoning vs Inkling 2 Small.

Which is better, Grok-4 Fast Non-Reasoning or Inkling 2 Small?

Grok-4 Fast Non-Reasoning (xAI) and Inkling 2 Small (Thinking Machines Lab) each have strengths in different areas. Compare their benchmark scores, pricing, context windows, and capabilities above to determine which fits your needs.

How does Grok-4 Fast Non-Reasoning compare to Inkling 2 Small 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%.

Is Grok-4 Fast Non-Reasoning cheaper than Inkling 2 Small?

Grok-4 Fast Non-Reasoning is 1.5x cheaper for input tokens. Grok-4 Fast Non-Reasoning costs $0.20/M input and $0.50/M output via xai. Inkling 2 Small costs $0.30/M input and $1.00/M output via thinking-machines.

What are the context window sizes for Grok-4 Fast Non-Reasoning and Inkling 2 Small?

Grok-4 Fast Non-Reasoning supports 2.0M 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 Grok-4 Fast Non-Reasoning and Inkling 2 Small?

Key differences include context window (2.0M vs 256K), input pricing ($0.20 vs $0.30/M). See the full comparison above for benchmark-by-benchmark results.

Who makes Grok-4 Fast Non-Reasoning and Inkling 2 Small?

Grok-4 Fast Non-Reasoning is developed by xAI and Inkling 2 Small is developed by Thinking Machines Lab.