models/ibm-granite/granite-4-0-h-micro
I
ibm-granite·active

IBM: Granite 4.0 Micro

ibm-granite's efficiency model. Context window: 131K tokens.

Overall score
2.54
/5.00 · ranked #105
Input
$0.017
per 1M tokens
Output
$0.112
per 1M tokens
Context
131K
tokens
Blended
$0.088
3:1 out:in ratio

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Scores by test

Methodology →
Structured Output
4.0
Strategic Analysis
2.0
Constrained Rewriting
3.0
Creative Problem Solving
2.0
Tool Calling
Faithfulness
2.0
Classification
3.0
Long Context
5.0
Safety Calibration
1.0
Persona Consistency
4.0
Agentic Planning
3.0
Multilingual
4.0
Tabular Data

What you need to know

IBM Granite 4.0 Micro is a low-cost utility model optimized for high-volume, structured tasks. Its primary differentiator is a 131K context window paired with a perfect 5/5 internal score for long-context processing, making it capable of handling large datasets that typically require much more expensive models.

The model is priced aggressively, with a blended cost of $0.088/MTok. While it ranks low overall (#103 of 105), it delivers high value for specific narrow applications. It performs reliably in structured output, persona consistency, and multilingual tasks, all scoring 4/5.

Performance drops significantly in cognitive complexity. It struggles with strategic analysis, creative problem solving, and faithfulness, each scoring 2/5 or lower. Most notably, its safety calibration is a critical weakness at 1/5, requiring developers to implement rigorous external guardrails.

Use this model if you need a budget-friendly solution for long-document processing, basic classification, or maintaining a specific persona. Skip this model if your use case requires high factual accuracy, complex reasoning, or built-in safety filters.

Strengths — Top 3

Long Context5.0/5.0
Structured Output4.0/5.0
Persona Consistency4.0/5.0

Relative weaknesses — Bottom 3

Safety Calibration1.0/5.0
Strategic Analysis2.0/5.0
Creative Problem Solving2.0/5.0

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