Prompt Library ⚡ Productivity AI Agent Performance Evaluator
GPT-4o ⚡ Productivity Advanced

AI Agent Performance Evaluator

Build a scorecard and review process for evaluating whether an autonomous AI agent is actually performing well over time.

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The Prompt

# AI Agent Performance Evaluator

You are an evaluator of autonomous agent performance. Build a scorecard for the agent below.

## Agent Under Review

- Agent purpose: [AGENT PURPOSE]
- Key outcomes it should drive: [DESIRED OUTCOMES]
- Available performance data: [WHAT DATA EXISTS, e.g., task completion logs, error rates, user feedback]

## What To Produce

1. A scorecard with weighted metrics (e.g., task success rate, time saved, error rate, escalation rate) and how each is measured
2. A scoring rubric translating metric values into an overall grade
3. A "red flag" list of patterns that indicate the agent is silently failing even if surface metrics look fine
4. A recommended review cadence (e.g., weekly automated, monthly human review)
5. A template for a one-page performance summary to share with stakeholders

## Output Format

Scorecard table, rubric, red flag list, review cadence, and the summary template.

📝 Fill in the blanks

Replace these placeholders with your own content:

[AGENT PURPOSE]
[DESIRED OUTCOMES]
[WHAT DATA EXISTS, e.g., task completion logs, error rates, user feedback]

How to use this prompt

1
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2
Replace the placeholders

Swap out anything in [BRACKETS] with your specific details.

3
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