Leveraging AI for Smarter Cybersecurity: Mini Reconciliation Utility & IAM Policy Explainer
- madhukeshwar bhat
- Sep 10
- 1 min read

I recently built two small but powerful AI-driven tools for Cybersecurity:
🔹 Mini Reconciliation Utility – compares two Excel sheets using a Hugging Face model, flagging mismatches faster and more accurately than manual checks

🔹 IAM Policy Explainer – converts complex IAM JSON policies into plain-language summaries, helping teams and leaders make informed access decisions quickly.

These experiments show how AI can streamline cybersecurity tasks, improve accuracy, and make technical details accessible to non-experts. Small projects like these pave the way for enterprise-level AI adoption in cyber defense.
AI isn’t just a buzzword—it’s becoming an essential tool in modern cybersecurity. From reconciling datasets to simplifying IAM policies, AI empowers teams to work smarter, respond faster, and secure systems more effectively. These proof-of-concept utilities demonstrate how even small AI applications can deliver real-world value.




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