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Gemini 2.0 Flash-Lite vs Inkling 2 Small

Inkling 2 Small leads the LLM Stats Score 47.1 to 11.8. Gemini 2.0 Flash-Lite is 3.7x cheaper per token.

Google · Thinking Machines Lab · Updated for 2026

Which is better?

Inkling 2 Small leads the overall LLM Stats Score 47.1 to 11.8, ranking #41 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, Gemini 2.0 Flash-Lite is roughly 3.7x cheaper per token on a blended 3:1 input/output basis, which adds up quickly at production volume.

Gemini 2.0 Flash-Lite also accepts a larger context window (1,048,576 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 Gemini 2.0 Flash-Lite

  • cost matters — it's about 3.7x cheaper per token
  • you process long inputs — it offers a 1,048,576 token context window

Choose Inkling 2 Small

  • overall performance matters — it scores 47.1 and ranks #41 on LLM Stats
  • your work emphasizes reasoning — it leads those capability indexes
  • you value its reported benchmark strengths — it wins 1 of 1 exact shared results
  • you want the most recent training data — it shipped Nov 2026

At a glance

The differences that matter most.

Gemini 2.0 Flash-Lite
Google
Inkling 2 Small
Thinking Machines Lab
Core performance indexes
LLM Stats Score
11.8
#295
47.1
#41
Reasoning
11.9
#286
47.8
#26
Cost, coverage & limits
Benchmark wins
0 of 1
1 of 1
Input price
$0.07 / M
$0.30 / M
Output price
$0.30 / M
$1.00 / M
Context window
1,048,576
256,000

Capability indexes

Additional strengths measured across groups of related public benchmarks

1 shared
Index
Gemini 2.0 Flash-Lite
Inkling 2 Small
Vision
1.3#207
29.2#47
Conservative TrueSkill rating · higher is betterHow scores work

Individual benchmarks

13 reported for Gemini 2.0 Flash-Lite · 11 for Inkling 2 Small

1 shared

Gemini 2.0 Flash-Lite outperforms in 0 benchmarks, while Inkling 2 Small is better at 1 benchmark (GPQA).

Inkling 2 Small significantly outperforms across most benchmarks.

Tue Nov 10 2026 • llm-stats.com

Human preference

Blind head-to-head votes and playground preference scores

Pricing Analysis

Price comparison per million tokens

Gemini 2.0 Flash-Lite costs less

For input processing, Gemini 2.0 Flash-Lite ($0.07/1M tokens) is 4.3x cheaper than Inkling 2 Small ($0.30/1M tokens).

For output processing, Gemini 2.0 Flash-Lite ($0.30/1M tokens) is 3.3x cheaper than Inkling 2 Small ($1.00/1M tokens).

In conclusion, Inkling 2 Small is more expensive than Gemini 2.0 Flash-Lite.*

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

Lowest available price from all providers
Tue Nov 10 2026 • llm-stats.com
Google
Gemini 2.0 Flash-Lite
Input tokens$0.07
Output tokens$0.30
Best providerGoogle
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

Gemini 2.0 Flash-Lite accepts 1,048,576 input tokens compared to Inkling 2 Small's 256,000 tokens. Only Gemini 2.0 Flash-Lite specifies output context (8,192 tokens).

Google
Gemini 2.0 Flash-Lite
Input1,048,576 tokens
Output8,192 tokens
Thinking Machines Lab
Inkling 2 Small
Input256,000 tokens
Output- tokens
Tue Nov 10 2026 • llm-stats.com

Input capabilities

Documented input modalities across available providers

Both Gemini 2.0 Flash-Lite and Inkling 2 Small support multimodal inputs.

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

Gemini 2.0 Flash-Lite

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.

Gemini 2.0 Flash-Lite

Proprietary

Closed source

Inkling 2 Small

Proprietary

Closed source

Release Timeline

When each model was launched

Gemini 2.0 Flash-Lite was released on 2025-02-05, while Inkling 2 Small was released on 2026-11-05.

Inkling 2 Small is 21 months newer than Gemini 2.0 Flash-Lite.

Gemini 2.0 Flash-Lite

Feb 5, 2025

1.8 years ago

Inkling 2 Small

Nov 5, 2026

4 days ago

1.7yr newer

Knowledge Cutoff

When training data ends

Gemini 2.0 Flash-Lite has a documented knowledge cutoff of 2024-06-01, while Inkling 2 Small's cutoff date is not specified.

We can confirm Gemini 2.0 Flash-Lite's training data extends to 2024-06-01, but cannot make a direct comparison without Inkling 2 Small's cutoff date.

Gemini 2.0 Flash-Lite

Jun 2024

Inkling 2 Small

—

Provider Availability

Gemini 2.0 Flash-Lite is available from Google. Inkling 2 Small is available from Thinking Machines Lab.

Gemini 2.0 Flash-Lite

google logo
Google
Input Price:Input: $0.07/1MOutput Price:Output: $0.30/1M

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 Gemini 2.0 Flash-Lite and Inkling 2 Small side-by-side, then vote on the output you prefer.

Gemini 2.0 Flash-Lite
✓ Preferred
Inkling 2 Small
Open in Playground

FAQ

Common questions about Gemini 2.0 Flash-Lite vs Inkling 2 Small.

Which is better, Gemini 2.0 Flash-Lite or Inkling 2 Small?

Inkling 2 Small leads the LLM Stats Score 47.1 to 11.8. Gemini 2.0 Flash-Lite is made by Google and Inkling 2 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 Gemini 2.0 Flash-Lite compare to Inkling 2 Small in benchmarks?

Gemini 2.0 Flash-Lite scores MATH: 86.8%, FACTS Grounding: 83.6%, Global-MMLU-Lite: 78.2%, MMLU-Pro: 71.6%, MMMU: 68.0%. Inkling 2 Small scores GPQA: 93.0%, BrowseComp: 90.2%, CharXiv-R: 85.6%, MCP Atlas: 85.0%, SWE-Bench Verified: 82.2%.

Is Gemini 2.0 Flash-Lite cheaper than Inkling 2 Small?

Gemini 2.0 Flash-Lite is 4.3x cheaper for input tokens. Gemini 2.0 Flash-Lite costs $0.07/M input and $0.30/M output via google. Inkling 2 Small costs $0.30/M input and $1.00/M output via thinking-machines.

What are the context window sizes for Gemini 2.0 Flash-Lite and Inkling 2 Small?

Gemini 2.0 Flash-Lite supports 1.0M 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 Gemini 2.0 Flash-Lite and Inkling 2 Small?

Key differences include LLM Stats Score (11.8 vs 47.1), context window (1.0M vs 256K), input pricing ($0.07 vs $0.30/M). See the full comparison above for benchmark-by-benchmark results.

Who makes Gemini 2.0 Flash-Lite and Inkling 2 Small?

Gemini 2.0 Flash-Lite is developed by Google and Inkling 2 Small is developed by Thinking Machines Lab.

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