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Inkling vs MAI-Code-1.1-Flash

Inkling and MAI-Code-1.1-Flash are closely matched at 37.2 and 27.8 on the LLM Stats Score. MAI-Code-1.1-Flash is 3.8x cheaper per token.

Thinking Machines Lab · Microsoft · Updated for 2026

Which is better?

Inkling and MAI-Code-1.1-Flash are closely matched on the overall LLM Stats Score at 37.2 and 27.8.

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

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

Inkling also accepts a larger context window (524,288 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

  • you value its reported benchmark strengths — it wins 2 of 2 exact shared results
  • you process long inputs — it offers a 524,288 token context window
  • you need open weights you can self-host or fine-tune

Choose MAI-Code-1.1-Flash

  • cost matters — it's about 3.8x cheaper per token
  • you want the most recent training data — it shipped Aug 2026

At a glance

The differences that matter most.

Core performance indexes
37.2
#75
27.8
#146
37.0
#78
27.5
#142
26.9
#69
18.8
#117
19.9
#69
10.6
#121
Cost, coverage & limits
Benchmark wins
2 of 2
0 of 2
Input price
$0.95 / M
$0.20 / M
Output price
$4.05 / M
$1.20 / M
Context window
524,288
256,000

Individual benchmarks

16 reported for Inkling · 2 for MAI-Code-1.1-Flash

2 shared

Inkling outperforms in 2 benchmarks (SWE-Bench Verified, Terminal-Bench 2.1), while MAI-Code-1.1-Flash is better at 0 benchmarks.

Inkling significantly outperforms across most benchmarks.

Fri Oct 02 2026 • llm-stats.com

Human preference

Blind head-to-head votes and playground preference scores

Pricing Analysis

Price comparison per million tokens

MAI-Code-1.1-Flash costs less

For input processing, Inkling ($0.95/1M tokens) is 4.7x more expensive than MAI-Code-1.1-Flash ($0.20/1M tokens).

For output processing, Inkling ($4.05/1M tokens) is 3.4x more expensive than MAI-Code-1.1-Flash ($1.20/1M tokens).

In conclusion, Inkling is more expensive than MAI-Code-1.1-Flash.*

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

Lowest available price from all providers
Fri Oct 02 2026 • llm-stats.com
Thinking Machines Lab
Inkling
Input tokens$0.95
Output tokens$4.05
Best providerDeepinfra
Microsoft
MAI-Code-1.1-Flash
Input tokens$0.20
Output tokens$1.20
Best providerUnknown Organization
Notice missing or incorrect data?

Model Size

Parameter count comparison

837.0B diff

Inkling has 837.0B more parameters than MAI-Code-1.1-Flash, making it 606.5% larger.

Thinking Machines Lab
Inkling
975.0Bparameters
Microsoft
MAI-Code-1.1-Flash
138.0Bparameters
975.0B
Inkling
138.0B
MAI-Code-1.1-Flash

Context Window

Maximum input and output token capacity

Inkling accepts 524,288 input tokens compared to MAI-Code-1.1-Flash's 256,000 tokens. Only Inkling specifies output context (524,288 tokens).

Thinking Machines Lab
Inkling
Input524,288 tokens
Output524,288 tokens
Microsoft
MAI-Code-1.1-Flash
Input256,000 tokens
Output- tokens
Fri Oct 02 2026 • llm-stats.com

Input capabilities

Documented input modalities across available providers

Both Inkling and MAI-Code-1.1-Flash support multimodal inputs.

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

Inkling

Text
Images
Audio
Video

MAI-Code-1.1-Flash

Text
Images
Audio
Video

License

Usage and distribution terms

Inkling is licensed under Apache 2.0, while MAI-Code-1.1-Flash uses a proprietary license.

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

Inkling

Apache 2.0

Open weights

MAI-Code-1.1-Flash

Proprietary

Closed source

Release Timeline

When each model was launched

Inkling was released on 2026-07-21, while MAI-Code-1.1-Flash was released on 2026-08-11.

MAI-Code-1.1-Flash is 1 month newer than Inkling.

Inkling

Jul 21, 2026

2 months ago

MAI-Code-1.1-Flash

Aug 11, 2026

1 months ago

3w 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

Inkling is available from DeepInfra. MAI-Code-1.1-Flash is available from GitHub Copilot.

Inkling

deepinfra logo
Deepinfra
Input Price:Input: $0.95/1MOutput Price:Output: $4.05/1M

MAI-Code-1.1-Flash

github-copilot logo
Unknown Organization
Input Price:Input: $0.20/1MOutput Price:Output: $1.20/1M
* Prices shown are per million tokens

Outputs Comparison

Notice missing or incorrect data?

Judge for yourself.

Run your own prompts against Inkling and MAI-Code-1.1-Flash side-by-side, then vote on the output you prefer.

Inkling
✓ Preferred
MAI-Code-1.1-Flash
Open in Playground

FAQ

Common questions about Inkling vs MAI-Code-1.1-Flash.

Which is better, Inkling or MAI-Code-1.1-Flash?

Inkling and MAI-Code-1.1-Flash are closely matched on the LLM Stats Score at 37.2 and 27.8. Inkling is made by Thinking Machines Lab and MAI-Code-1.1-Flash is made by Microsoft. The best choice depends on your use case — compare their capability indexes, individual benchmarks, pricing, and limits above.

How does Inkling compare to MAI-Code-1.1-Flash in benchmarks?

Inkling scores AIME 2026: 97.1%, VoiceBench Avg: 91.4%, Global-MMLU-Lite: 88.7%, IFBench: 79.8%, CharXiv-R: 78.1%. MAI-Code-1.1-Flash scores SWE-Bench Verified: 72.6%, Terminal-Bench 2.1: 62.9%.

Is Inkling cheaper than MAI-Code-1.1-Flash?

MAI-Code-1.1-Flash is 4.7x cheaper for input tokens. Inkling costs $0.95/M input and $4.05/M output via deepinfra. MAI-Code-1.1-Flash costs $0.20/M input and $1.20/M output via github-copilot.

What are the context window sizes for Inkling and MAI-Code-1.1-Flash?

Inkling supports 524K tokens and MAI-Code-1.1-Flash 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 Inkling and MAI-Code-1.1-Flash?

Key differences include LLM Stats Score (37.2 vs 27.8), context window (524K vs 256K), input pricing ($0.95 vs $0.20/M), licensing (Apache 2.0 vs Proprietary). See the full comparison above for benchmark-by-benchmark results.

Who makes Inkling and MAI-Code-1.1-Flash?

Inkling is developed by Thinking Machines Lab and MAI-Code-1.1-Flash is developed by Microsoft.