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Inkling Small vs GLM 5.3

At a glance

Thinking Machines Lab's smaller, more efficient open-weight multimodal model, with 12B active parameters out of 276B total.

524K ctx$0.45/$1.20 per M

Z.ai's large-scale reasoning flagship for complex software engineering and long-horizon agent tasks.

1.0M ctx$1.40/$4.40 per M
Demos
All demos

No shared demos for these models yet.

AI Output
All AI outputs

No captured outputs for these models yet.

Benchmarks
See rankings
Reasoning
CodingInsufficient data
AgenticInsufficient data
ReasoningInsufficient data
MathInsufficient data
Sources:OpenRouter
Cheaper70%
Reasoning
CodingInsufficient data
AgenticInsufficient data
ReasoningInsufficient data
MathInsufficient data
Sources:OpenRouter
Specs
524K
Context
256K
Max output
Jul 2026
Released
1.0M
Context
256K
Max output
Aug 2026
Released
Capabilities
Vision
Audio
Reasoning
Vision
Audio
Reasoning
Pricing
Live pricing, shown before you run
Input68%$0.45/M tokens
Output73%$1.20/M tokens
Cache read62%$0.10/M tokens
Live pricing, shown before you run
Input$1.40/M tokens
Output$4.40/M tokens
Cache read$0.26/M tokens
Chat with Inkling SmallGo to model
Chat with GLM 5.3Go to model
Frequently Asked Questions: Inkling Small vs GLM 5.3▼

Which is better, Inkling Small or GLM 5.3?

▼

Both Inkling Small and GLM 5.3 are capable AI models. The best choice depends on your specific use case: consider pricing, context window, speed, and which capabilities (vision, reasoning, audio) you need.

Which is cheaper, Inkling Small or GLM 5.3?

▼

Inkling Small has a lower blended cost. Inkling Small: $0.45 input / $1.20 output. GLM 5.3: $1.40 input / $4.40 output.

Which has a larger context window, Inkling Small or GLM 5.3?

▼

GLM 5.3 has a larger context window: Inkling Small supports 524K tokens vs GLM 5.3 at 1M tokens.

Do both Inkling Small and GLM 5.3 support vision?

▼

Inkling Small supports vision/image input, but GLM 5.3 does not.

What are the key differences between Inkling Small and GLM 5.3?

▼

Key differences: Inkling Small is significantly cheaper; only Inkling Small supports vision input. Compare full specs on this page.

Which model should I choose for my use case?

▼

If cost is your priority, choose the cheaper option. If you need the highest intelligence for complex tasks, pick the higher-scoring model. For long documents or codebases, choose the larger context window. You can try both Inkling Small and GLM 5.3 for free on idapt.app to see which performs better for your specific needs.

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