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docs/docs/core-abilities/impact_evaluation.md
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# Overview - Impact Evaluation 💎
Demonstrating the return on investment (ROI) of AI-powered initiatives is crucial for modern organizations.
To address this need, PR-Agent has developed an AI Impact measurement tools and metrics, providing advanced analytics to help businesses quantify the tangible benefits of AI adoption in their development processes.
To address this need, PR-Agent has developed an AI impact measurement tools and metrics, providing advanced analytics to help businesses quantify the tangible benefits of AI adoption in their development processes.
## Auto Impact Validator - Real-Time Tracking of Implemented PR-Agent Suggestions
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3. **Quantifies Value and ROI:** The metric directly correlates with the value PR-Agent is providing, showing how frequently it offers improvements relative to the amount of new code being written. This provides a clear, quantifiable way to demonstrate PR-Agent's return on investment to stakeholders.
#### Suggestion Effectiveness Across Categories
![Impacted_Suggestion_Score](https://codium.ai/images/pr_agent/imact_by_category.png){width=512}
![Impacted_Suggestion_Score](https://codium.ai/images/pr_agent/impact_by_category.png){width=512}
> Explanation: This chart illustrates the distribution of implemented suggestions across different categories, enabling teams to better understand PR-Agent's impact on various aspects of code quality and development practices.
#### Suggestion Score Distribution