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Gemini 3.8 Flash vs Inkling

Gemini 3.8 Flash leads the LLM Stats Score 51.2 to 37.5. Gemini 3.8 Flash is 1.1x cheaper per token.

Google · Thinking Machines Lab · Updated for 2026

Which is better?

Gemini 3.8 Flash leads the overall LLM Stats Score 51.2 to 37.5, ranking #12 overall.

In the 3 individual benchmarks reported for both models, Gemini 3.8 Flash wins 3; this is a narrower head-to-head signal than the composite indexes.

On price, Gemini 3.8 Flash is roughly 1.1x cheaper per token on a blended 3:1 input/output basis, which adds up quickly at production volume.

Gemini 3.8 Flash 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 3.8 Flash

  • overall performance matters — it scores 51.2 and ranks #12 on LLM Stats
  • your work emphasizes reasoning and coding — it leads those capability indexes
  • you value its reported benchmark strengths — it wins 3 of 3 exact shared results
  • cost matters — it's about 1.1x cheaper per token
  • you process long inputs — it offers a 1,048,576 token context window
  • you want the most recent training data — it shipped Sep 2026

Choose Inkling

  • you need open weights you can self-host or fine-tune

At a glance

The differences that matter most.

Core performance indexes
51.2
#12
37.5
#66
47.5
#23
37.3
#66
39.3
#14
27.5
#58
36.1
#16
20.7
#58
Cost, coverage & limits
Benchmark wins
3 of 3
0 of 3
Input price
$0.75 / M
$0.95 / M
Output price
$3.75 / M
$4.05 / M
Context window
1,048,576
524,288

Capability indexes

Additional strengths measured across groups of related public benchmarks

3 shared
Index
Gemini 3.8 Flash
Inkling
34.1#14
15.8#88
26.9#25
19.1#60
35.3#11
19.6#69
Conservative TrueSkill rating · higher is betterHow scores work

Individual benchmarks

13 reported for Gemini 3.8 Flash · 16 for Inkling

3 shared

Gemini 3.8 Flash outperforms in 3 benchmarks (CharXiv-R, GDPval-AA, Terminal-Bench 2.1), while Inkling is better at 0 benchmarks.

Gemini 3.8 Flash 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

Gemini 3.8 Flash costs less

For input processing, Gemini 3.8 Flash ($0.75/1M tokens) is 1.3x cheaper than Inkling ($0.95/1M tokens).

For output processing, Gemini 3.8 Flash ($3.75/1M tokens) is 1.1x cheaper than Inkling ($4.05/1M tokens).

In conclusion, Inkling is more expensive than Gemini 3.8 Flash.*

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

Lowest available price from all providers
Wed Sep 09 2026 • llm-stats.com
Google
Gemini 3.8 Flash
Input tokens$0.75
Output tokens$3.75
Best providerGoogle
Thinking Machines Lab
Inkling
Input tokens$0.95
Output tokens$4.05
Best providerDeepinfra
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Context Window

Maximum input and output token capacity

Gemini 3.8 Flash accepts 1,048,576 input tokens compared to Inkling's 524,288 tokens. Inkling can generate longer responses up to 524,288 tokens, while Gemini 3.8 Flash is limited to 65,536 tokens.

Google
Gemini 3.8 Flash
Input1,048,576 tokens
Output65,536 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 Gemini 3.8 Flash and Inkling support multimodal inputs.

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

Gemini 3.8 Flash

Text
Images
Audio
Video

Inkling

Text
Images
Audio
Video

License

Usage and distribution terms

Gemini 3.8 Flash 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.

Gemini 3.8 Flash

Proprietary

Closed source

Inkling

Apache 2.0

Open weights

Release Timeline

When each model was launched

Gemini 3.8 Flash was released on 2026-09-02, while Inkling was released on 2026-07-21.

Gemini 3.8 Flash is 1 month newer than Inkling.

Gemini 3.8 Flash

Sep 2, 2026

1 weeks ago

1mo newer
Inkling

Jul 21, 2026

1 months ago

Knowledge Cutoff

When training data ends

Gemini 3.8 Flash has a documented knowledge cutoff of 2026-03-31, while Inkling's cutoff date is not specified.

We can confirm Gemini 3.8 Flash's training data extends to 2026-03-31, but cannot make a direct comparison without Inkling's cutoff date.

Gemini 3.8 Flash

Mar 2026

Inkling

Provider Availability

Gemini 3.8 Flash is available from Google. Inkling is available from DeepInfra.

Gemini 3.8 Flash

google logo
Google
Input Price:Input: $0.75/1MOutput Price:Output: $3.75/1M

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 Gemini 3.8 Flash and Inkling side-by-side, then vote on the output you prefer.

Gemini 3.8 Flash
✓ Preferred
Inkling
Open in Playground

FAQ

Common questions about Gemini 3.8 Flash vs Inkling.

Which is better, Gemini 3.8 Flash or Inkling?

Gemini 3.8 Flash leads the LLM Stats Score 51.2 to 37.5. Gemini 3.8 Flash is made by Google 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 Gemini 3.8 Flash compare to Inkling in benchmarks?

Gemini 3.8 Flash scores Terminal-Bench 2.1: 89.4%, LVBench: 87.1%, CharXiv-R: 86.2%, LABBench2: 86.2%, DeepSWE 1.1: 73.7%. Inkling scores AIME 2026: 97.1%, VoiceBench Avg: 91.4%, Global-MMLU-Lite: 88.7%, IFBench: 79.8%, CharXiv-R: 78.1%.

Is Gemini 3.8 Flash cheaper than Inkling?

Gemini 3.8 Flash is 1.3x cheaper for input tokens. Gemini 3.8 Flash costs $0.75/M input and $3.75/M output via google. Inkling costs $0.95/M input and $4.05/M output via deepinfra.

What are the context window sizes for Gemini 3.8 Flash and Inkling?

Gemini 3.8 Flash supports 1.0M 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 Gemini 3.8 Flash and Inkling?

Key differences include LLM Stats Score (51.2 vs 37.5), context window (1.0M vs 524K), input pricing ($0.75 vs $0.95/M), licensing (Proprietary vs Apache 2.0). See the full comparison above for benchmark-by-benchmark results.

Who makes Gemini 3.8 Flash and Inkling?

Gemini 3.8 Flash is developed by Google and Inkling is developed by Thinking Machines Lab.