The Future of Access Reviews: Opportunities with Agentic and Conversational AI - Netwoven

The Future of Access Reviews: Opportunities with Agentic and Conversational AI

By Niraj Tenany  •  July 15, 2025  •  30 Views

The Future of Access Reviews: Opportunities with Agentic and Conversational AI

Introduction

Agentic AI and conversational AI present exciting opportunities to transform how organizations conduct and manage access reviews.

Here’s a breakdown of how to use Agentic AI in access review

How to use Agentic AI in access review

Opportunities for Agentic AI in Access Reviews

Agentic AI refers to autonomous, goal-driven AI systems that can plan, reason, and act on behalf of users. In the context of access reviews, this opens several possibilities: 

1. Autonomous Access Review Agents

Agents can initiate, manage, and complete access review cycles with minimal human intervention. They can fetch access data, identify anomalies, assign reviewers, and follow up on incomplete tasks. 

2. Risk-Based Prioritization

AI agents can analyze historical access patterns, user behavior, and risk scores to prioritize reviews. They can flag high-risk access for immediate attention and defer low-risk items. 

3. Continuous Access Monitoring

Instead of periodic reviews, agents can continuously monitor access changes and trigger micro-reviews in real time. This supports a shift from static to dynamic access governance. 

4. Policy Enforcement and Remediation

Agents can automatically enforce access policies and initiate remediation workflows when violations are detected. For example, revoking access for terminated employees or flagging SoD conflicts. 

Opportunities for Conversational AI in Access Reviews   

Conversational AI for Access Management enables natural language interactions with systems, making access reviews more intuitive and accessible.

1. Self-Service Access Review Assistants 

Managers and system owners can interact with a chatbot to review and approve access. Example: “Show me all users with admin access to Salesforce“ or “Revoke access for inactive users.“

2. Guided Review Experiences 

Conversational AI can guide reviewers through complex decisions by explaining access context, risk levels, and policy implications. It can answer questions like “Why does this user have access to this system?“ or “What’s the risk of keeping this access?”

3. Automated Notifications and Follow-Ups

AI can send smart reminders, summarize pending tasks, and escalate overdue reviews conversationally via Teams, Slack, or email.

4. Training and Support

Conversational bots can onboard new reviewers, explain review processes, and provide just-in-time training.

Combined Power: Agentic + Conversational AI

When combined, these technologies can create a fully intelligent access governance assistant that: 

  • Understands the organizational context
  • Communicates naturally with stakeholders
  • Acts autonomously to maintain compliance and security

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Conclusion

Agentic AI and conversational AI offer transformative potential for access reviews, making them more efficient, accurate, and user-friendly. By leveraging these technologies, organizations can ensure robust identity governance and minimize risks associated with improper access.  

If you are planning to migrate to Microsoft Entra ID, please check out the details in our Azure Marketplace offer. 

Niraj Tenany

Niraj Tenany

Niraj is Chief Executive Officer and a Co-founder of Netwoven, responsible for the strategic vision and direction. Niraj has been working with Fortune 500 companies to implement large-scale enterprise systems for the past 25 years. Prior to founding Netwoven, Niraj led a profitable Enterprise Applications Consulting Practice at Microsoft. His team implemented large scale deployments of enterprise applications like Siebel, Ariba, and SAP with Fortune 500 customers. Niraj’s team also led the design and implementation of OLAP solutions based on the Microsoft platform. Prior to joining Microsoft, Niraj led a profitable Business Intelligence Consulting practice with Oracle Consulting Services. Niraj has also worked with startup organizations in senior management positions. Niraj was the Director of Consulting Services at Zaplet, a Kleiner Perkins funded company. Niraj holds a BS in Computer Science from Birla Institute of Technology, India, an MS in Computer Science from State University of New York (SUNY), and an MBA from Duke University’s Fuqua School of Business in North Carolina.

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