Author: ajay kumar

In 2017 I was building prospect lists manually using Feedly RSS feeds, LinkedIn searches, and gut instinct. Here’s what account intelligence actually looked like then — and what the same problem looks like in 2025 with the tools that now exist.

Most MOps professionals have never worked a lead from the receiving end. Four years of outbound BDR work — cold calling, bad data, missed routes — changed how I think about every system I build.

A ZoomInfo enrichment programme that looked fine in testing was re-triggering its own API call after every update — silently burning credits with every record touch. Here’s exactly how the loop formed, why it was invisible, and the four guardrail layers I built to prevent it recurring.

I led an 8-person funnel redesign covering 852,000 leads without a management title or direct reports. Here’s what actually works when you have technical depth but no organisational authority.

AI can audit a Salesforce org and flag obvious conflicts. But the hardest parts of technical debt — undocumented intent, production judgment, and dependency knowledge built over years — are exactly what AI can’t reconstruct. An honest breakdown from someone who has lived inside a 20-year org.