MCP Gateway Architecture for Enterprise MCP Server Distribution
Enterprises deploying MCP agents face a governance gap that traditional API gateways cannot fill.
Priya Subramaniam
Staff Writer, Responsible AI Scaling
Priya Subramaniam
Priya holds a background in machine learning research and spent four years embedded with policy teams at two AI labs before moving into editorial work in 2021. She writes on the governance and safety tradeoffs that arise as organizations scale agentic systems beyond controlled environments.
14 stories
ISO 42001 and AI Risk Management for Enterprises
New standard requires enterprises to build AI governance infrastructure most lack today.
Priya Subramaniam
AI Governance Maturity Model for Enterprise Organizations
Most enterprises use AI but lack the governance frameworks to control it safely.
Priya Subramaniam
Phased Enterprise AI Rollout Strategy from Pilot to Production
Build governance into pilots, not after launch, to cut production delays by 40%.
Priya Subramaniam
What Shadow AI Is and Why Enterprises Underestimate It
Unauthorized AI tools now process sensitive data faster than security teams can track them.
Priya Subramaniam
tools for securing and observing multi-agent AI systems in the enterprise
A new tool category emerged to secure systems traditional security was never designed to handle.
Priya Subramaniam
AI Agent Control Plane vs Traditional API Gateway
Agents operating autonomously demand governance beyond request-level inspection and routing.
Priya Subramaniam
AI Security Awareness Training Content for Enterprise Employees
Employees are quietly exposing company data to AI tools IT doesn't know exist.
Priya Subramaniam
Enterprise Acceptable Use Policy for AI Tools
Most companies ignore AI's unique risks when writing policies from old IT templates.
Priya Subramaniam
Data Classification Policies for AI Ingestion Controls
Organizations must classify data before AI systems ingest it.
Priya Subramaniam
AI Tool Inventory and Discovery Across the Enterprise
Enterprises need real-time visibility into sprawling AI tools before governance can actually work.
Priya Subramaniam
Prompt Injection Prevention in Production Agentic Pipelines
Agentic systems need defenses at all four injection surfaces, not just user input.
Priya Subramaniam
Prompt Injection Testing Methodologies for Agentic Systems
A complete testing framework must cover four attack vectors or leave exploitable gaps for attackers.
Priya Subramaniam
AI Browser Extension Risk in Enterprise Environments
AI assistants read everything in your browser, and most enterprises have no idea.
Priya Subramaniam