Attribution Modeling: Why Every Team Credits the Same Conversion to a Different Channel
Attribution models are supposed to settle which channel deserves credit for a conversion, yet every team's model quietly favors the channel it owns.
Enterprise CRM & AI
Enterprise CRM, AI and security, decoded.
Enterprise CRM, AI automation, cybersecurity and data analytics software reviews.
Latest guides
Browse categories 
Reporting Security Metrics to the Board: Why the Numbers Rarely Tell the Real Story
Security metrics presented to a board are chosen for how well they read on a slide, which is a genuinely different criterion than how well they reflect risk.
Automation Ownership: Who Actually Maintains an AI Workflow Once It's in Production
Building an AI automation workflow gets a dedicated project team; maintaining it afterward often gets no clear owner at all, which is exactly the problem.
CRM User Onboarding: Why the First Two Weeks Decide Whether Adoption Sticks
How a new CRM user spends their first two weeks quietly sets habits that are considerably harder to change later than they would have been to build correctly.
Cohort Analysis: Why Averages Hide the Story Cohorts Actually Tell
A single average retention or revenue figure can look perfectly stable while masking genuinely divergent trends happening within different customer cohorts.
Enterprise Software Governance Committees: Why Nobody Wants to Own the Final Decision
Governance committees exist to make enterprise software decisions collectively, but shared ownership often means nobody genuinely owns the final call.