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Inkling vs Seed 1.8

Inkling leads the LLM Stats Score 37.5 to 34.2. Seed 1.8 is 2.5x cheaper per token.

Thinking Machines Lab · ByteDance · Updated for 2026

Which is better?

Inkling leads the overall LLM Stats Score 37.5 to 34.2, ranking #66 overall.

In the 4 individual benchmarks reported for both models, Inkling wins 4; this is a narrower head-to-head signal than the composite indexes.

On price, Seed 1.8 is roughly 2.5x 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

  • overall performance matters — it scores 37.5 and ranks #66 on LLM Stats
  • your work emphasizes reasoning — it leads those capability indexes
  • you value its reported benchmark strengths — it wins 4 of 4 exact shared results
  • you process long inputs — it offers a 524,288 token context window
  • you want the most recent training data — it shipped Jul 2026
  • you need open weights you can self-host or fine-tune

Choose Seed 1.8

  • cost matters — it's about 2.5x cheaper per token

At a glance

The differences that matter most.

Core performance indexes
37.5
#66
34.2
#91
37.3
#66
33.5
#93
27.5
#58
19.8
#99
20.7
#58
14.9
#86
Cost, coverage & limits
Benchmark wins
4 of 4
0 of 4
Input price
$0.95 / M
$0.25 / M
Output price
$4.05 / M
$2.00 / M
Context window
524,288
256,000

Capability indexes

Additional strengths measured across groups of related public benchmarks

4 shared
Index
Inkling
Seed 1.8
29.2#87
32.5#57
15.8#88
24.1#51
19.1#60
6.6#142
19.6#69
27.4#38
Conservative TrueSkill rating · higher is betterHow scores work

Individual benchmarks

16 reported for Inkling · 57 for Seed 1.8

4 shared

Inkling outperforms in 4 benchmarks (CharXiv-R, Humanity's Last Exam (with tools, text-only), MMMU-Pro, SWE-Bench Verified), while Seed 1.8 is better at 0 benchmarks.

Inkling 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

Seed 1.8 costs less

For input processing, Inkling ($0.95/1M tokens) is 3.8x more expensive than Seed 1.8 ($0.25/1M tokens).

For output processing, Inkling ($4.05/1M tokens) is 2.0x more expensive than Seed 1.8 ($2.00/1M tokens).

In conclusion, Inkling is more expensive than Seed 1.8.*

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

Lowest available price from all providers
Wed Sep 09 2026 • llm-stats.com
Thinking Machines Lab
Inkling
Input tokens$0.95
Output tokens$4.05
Best providerDeepinfra
ByteDance
Seed 1.8
Input tokens$0.25
Output tokens$2.00
Best providerDeepinfra
Notice missing or incorrect data?Start an Issue

Context Window

Maximum input and output token capacity

Inkling accepts 524,288 input tokens compared to Seed 1.8's 256,000 tokens. Inkling can generate longer responses up to 524,288 tokens, while Seed 1.8 is limited to 256,000 tokens.

Thinking Machines Lab
Inkling
Input524,288 tokens
Output524,288 tokens
ByteDance
Seed 1.8
Input256,000 tokens
Output256,000 tokens
Wed Sep 09 2026 • llm-stats.com

Input capabilities

Documented input modalities across available providers

Both Inkling and Seed 1.8 support multimodal inputs.

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

Inkling

Text
Images
Audio
Video

Seed 1.8

Text
Images
Audio
Video

License

Usage and distribution terms

Inkling is licensed under Apache 2.0, while Seed 1.8 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

Seed 1.8

Proprietary

Closed source

Release Timeline

When each model was launched

Inkling was released on 2026-07-21, while Seed 1.8 was released on 2026-02-17.

Inkling is 5 months newer than Seed 1.8.

Inkling

Jul 21, 2026

1 months ago

5mo newer
Seed 1.8

Feb 17, 2026

6 months 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 is available from DeepInfra. Seed 1.8 is available from DeepInfra.

Inkling

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

Seed 1.8

deepinfra logo
Deepinfra
Input Price:Input: $0.25/1MOutput Price:Output: $2.00/1M
* 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 Inkling and Seed 1.8 side-by-side, then vote on the output you prefer.

Inkling
✓ Preferred
Seed 1.8
Open in Playground

FAQ

Common questions about Inkling vs Seed 1.8.

Which is better, Inkling or Seed 1.8?

Inkling leads the LLM Stats Score 37.5 to 34.2. Inkling is made by Thinking Machines Lab and Seed 1.8 is made by ByteDance. The best choice depends on your use case — compare their capability indexes, individual benchmarks, pricing, and limits above.

How does Inkling compare to Seed 1.8 in benchmarks?

Inkling scores AIME 2026: 97.1%, VoiceBench Avg: 91.4%, Global-MMLU-Lite: 88.7%, IFBench: 79.8%, CharXiv-R: 78.1%. Seed 1.8 scores CountBench: 96.3%, AIME 2025: 94.3%, VLMsAreBlind: 93.0%, MMLU: 92.3%, AI2D: 89.1%.

Is Inkling cheaper than Seed 1.8?

Seed 1.8 is 3.8x cheaper for input tokens. Inkling costs $0.95/M input and $4.05/M output via deepinfra. Seed 1.8 costs $0.25/M input and $2.00/M output via deepinfra.

What are the context window sizes for Inkling and Seed 1.8?

Inkling supports 524K tokens and Seed 1.8 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 Seed 1.8?

Key differences include LLM Stats Score (37.5 vs 34.2), context window (524K vs 256K), input pricing ($0.95 vs $0.25/M), licensing (Apache 2.0 vs Proprietary). See the full comparison above for benchmark-by-benchmark results.

Who makes Inkling and Seed 1.8?

Inkling is developed by Thinking Machines Lab and Seed 1.8 is developed by ByteDance.