Topic Classifier
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The Topic Classifier analyzes a given text and assigns it to one or more predefined categories, providing a primary category, additional relevant categories, a confidence score, and key terms that influenced the classification. This tool is useful for organizing content, enhancing searchability, and improving data categorization in various applications.
Prompt Text
Classify the following text into one or more of these categories:
Categories:
{{categories}}
Text:
{{text}}
Return:
{
"primary_category": "most relevant category",
"secondary_categories": ["other relevant categories"],
"confidence": 0.0-1.0,
"keywords": ["key terms that influenced classification"]
}Evaluation Results
1/28/2026
Overall Score
4.50/5
Average across all 3 models
Best Performing Model
High Confidence
google:gemini-2.5-flash-lite
4.89/5
google:gemini-2.5-flash-lite
#1 Ranked
4.89
/5.00
adh
2.2
cla
2.5
com
2.2
In
787
Out
594
Cost
$0.0003
openai:gpt-5-mini
#2 Ranked
4.83
/5.00
adh
1.9
cla
2.4
com
1.9
In
714
Out
3,200
Cost
$0.0066
anthropic:claude-3-5-haiku
#3 Ranked
3.78
/5.00
adh
1.5
cla
2.1
com
1.6
In
825
Out
1,109
Cost
$0.0051
Test Case:
