Insights

Field notes from the analyst pods.

Playbooks, ops notes, and field research on niche-vertical B2B data, ABM, and demand-gen — written by the people doing the work.

DATA OPS posts

8 posts

A composite case study on where AI genuinely helps healthcare list building — and where it still quietly fails without anyone noticing.

A step-by-step framework for auditing, refreshing, and maintaining a 50,000-contact healthcare database without pausing campaigns or…

Automated hygiene tools are getting better at cleaning contact data, but overly aggressive rules still purge good records—here's how to fix…

A field-tested checklist for separating real AI value in healthcare list building from vendor hype, before and after you buy.

A practitioner's honest look at how often healthcare contact databases actually need refreshing — and why the answer is messier than a…

Automated contact hygiene often deletes good healthcare records along with bad ones—here's how to catch errors without gutting your…

A guide to assessing your CRM data quality, prioritizing what to fix, and running an enrichment project that produces usable results.

Per-record pricing, credit-based subscriptions, and annual platform licensing all exist in the B2B data market, and they favor very…