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GLM-5 vs Inkling

GLM-5 and Inkling are closely matched at 36.8 and 37.1 on the LLM Stats Score. GLM-5 is 1.1x cheaper per token.

Zhipu AI · Thinking Machines Lab · Updated for 2026

Which is better?

GLM-5 and Inkling are closely matched on the overall LLM Stats Score at 36.8 and 37.1.

The models split the 2 individual benchmarks reported for both models evenly.

On price, GLM-5 is roughly 1.1x 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 GLM-5

  • cost matters — it's about 1.1x cheaper per token

Choose Inkling

  • you process long inputs — it offers a 524,288 token context window
  • you want the most recent training data — it shipped Jul 2026

At a glance

The differences that matter most.

Core performance indexes
36.8
#89
37.1
#86
37.2
#86
36.8
#90
25.6
#84
26.0
#83
19.4
#85
19.9
#82
Cost, coverage & limits
Benchmark wins
1 of 2
1 of 2
Input price
$1.00 / M
$0.95 / M
Output price
$3.20 / M
$4.05 / M
Context window
200,000
524,288

Capability indexes

Additional strengths measured across groups of related public benchmarks

1 shared
Index
GLM-5
Inkling
17.5#88
16.6#95
Conservative TrueSkill rating · higher is betterHow scores work

Individual benchmarks

5 reported for GLM-5 · 16 for Inkling

2 shared

GLM-5 outperforms in 1 benchmarks (SWE-Bench Verified), while Inkling is better at 1 benchmark (MCP Atlas).

Both models are evenly matched across the benchmarks.

Sat Oct 24 2026 • llm-stats.com

Human preference

Blind head-to-head votes and playground preference scores

Pricing Analysis

Price comparison per million tokens

GLM-5 costs less

For input processing, GLM-5 ($1.00/1M tokens) is 1.1x more expensive than Inkling ($0.95/1M tokens).

For output processing, GLM-5 ($3.20/1M tokens) is 1.3x cheaper than Inkling ($4.05/1M tokens).

In conclusion, Inkling is more expensive than GLM-5.*

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

Lowest available price from all providers
Sat Oct 24 2026 • llm-stats.com
Zhipu AI
GLM-5
Input tokens$1.00
Output tokens$3.20
Best providerFriendliAI
Thinking Machines Lab
Inkling
Input tokens$0.95
Output tokens$4.05
Best providerDeepinfra
Notice missing or incorrect data?

Model Size

Parameter count comparison

231.0B diff

Inkling has 231.0B more parameters than GLM-5, making it 31.0% larger.

Zhipu AI
GLM-5
744.0Bparameters
Thinking Machines Lab
Inkling
975.0Bparameters
744.0B
GLM-5
975.0B
Inkling

Context Window

Maximum input and output token capacity

Inkling accepts 524,288 input tokens compared to GLM-5's 200,000 tokens. Inkling can generate longer responses up to 524,288 tokens, while GLM-5 is limited to 128,000 tokens.

Zhipu AI
GLM-5
Input200,000 tokens
Output128,000 tokens
Thinking Machines Lab
Inkling
Input524,288 tokens
Output524,288 tokens
Sat Oct 24 2026 • llm-stats.com

Input capabilities

Documented input modalities across available providers

Inkling supports multimodal inputs, whereas GLM-5 does not.

Inkling can handle both text and other forms of data like images, making it suitable for multimodal applications.

GLM-5

Text
Images
Audio
Video

Inkling

Text
Images
Audio
Video

License

Usage and distribution terms

GLM-5 is licensed under MIT, while Inkling uses Apache 2.0.

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

GLM-5

MIT

Open weights

Inkling

Apache 2.0

Open weights

Release Timeline

When each model was launched

GLM-5 was released on 2026-02-11, while Inkling was released on 2026-07-21.

Inkling is 5 months newer than GLM-5.

GLM-5

Feb 11, 2026

8 months ago

Inkling

Jul 21, 2026

3 months ago

5mo 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

GLM-5 is available from FriendliAI, ZAI. Inkling is available from DeepInfra.

GLM-5

friendli logo
FriendliAI
Input Price:Input: $1.00/1MOutput Price:Output: $3.20/1M
z logo
Unknown Organization
Input Price:Input: $1.00/1MOutput Price:Output: $3.20/1M

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?

Judge for yourself.

Run your own prompts against GLM-5 and Inkling side-by-side, then vote on the output you prefer.

GLM-5
✓ Preferred
Inkling
Open in Playground

FAQ

Common questions about GLM-5 vs Inkling.

Which is better, GLM-5 or Inkling?

GLM-5 and Inkling are closely matched on the LLM Stats Score at 36.8 and 37.1. GLM-5 is made by Zhipu AI 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 GLM-5 compare to Inkling in benchmarks?

GLM-5 scores t2-bench: 89.7%, SWE-Bench Verified: 77.8%, BrowseComp: 75.9%, MCP Atlas: 67.8%, Terminal-Bench 2.0: 56.2%. Inkling scores AIME 2026: 97.1%, VoiceBench Avg: 91.4%, Global-MMLU-Lite: 88.7%, IFBench: 79.8%, CharXiv-R: 78.1%.

Is GLM-5 cheaper than Inkling?

Inkling is 1.1x cheaper for input tokens. GLM-5 costs $1.00/M input and $3.20/M output via friendli. Inkling costs $0.95/M input and $4.05/M output via deepinfra.

What are the context window sizes for GLM-5 and Inkling?

GLM-5 supports 200K 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 GLM-5 and Inkling?

Key differences include LLM Stats Score (36.8 vs 37.1), context window (200K vs 524K), input pricing ($1.00 vs $0.95/M), multimodal support (no vs yes), licensing (MIT vs Apache 2.0). See the full comparison above for benchmark-by-benchmark results.

Who makes GLM-5 and Inkling?

GLM-5 is developed by Zhipu AI and Inkling is developed by Thinking Machines Lab.