Ankit Goyal

Product Management Leader
Data Security | Governance | AI-Ready Enterprise

Writing

Writing

Essays and case studies on governing enterprise data — classification, access, and the boundaries that keep AI systems inside them. Written in the open, revised in place.

PlannedEssay

Constraints in prompts are not constraints

Why instruction-level guardrails erode silently.

PlannedCase study

DSF: from 20% project to Google-wide infrastructure

Situation, the decisions, and what $731M+ was actually measured against.

PlannedEssay

Twelve years inside enterprise data governance

The long one. Arc from a side project to company-wide adoption.

PlannedCase study

EKG 0→1, and the first integration into Gemini Enterprise

Response accuracy 35% → 88%, and the tradeoffs behind it.