DataWorks
B2B Marketing Data, Attribution & Analytics
Without visibility, you're flying blind. Without correlation, you're guessing.
Most marketing teams are rich in dashboards and poor in answers. DataWorks covers attribution, measurement infrastructure, and the intelligence layer that makes every other marketing investment legible.
Without visibility you are flying blind; without correlation you are guessing — this section is about replacing both with evidence.
Your AI Visibility Dashboard Is Missing Half the Picture
Your AI visibility dashboard is lying to you. Mentions and citations measure completely different outcomes, and conflating them is why your AEO investment isn't connecting to pipeline.
Your AI Search Dashboard Is Lying to You
That 40% traffic drop has your boardroom in panic mode, but here's the twist: you might be winning the old game while losing the new one entirely. When AI Overviews appear on nearly half of all Google searches and crater click-through rates by 61%, your measurement stack isn't lying, it's just not telling you the truth that matters.
AI Search Visibility ROI: How to Measure What Matters (& Ignore What Doesn't)
Your brand just got mentioned in a ChatGPT answer and your analytics dashboard stayed completely silent. Welcome to the measurement problem that's keeping CMOs up at night, and the framework that actually connects AI visibility to pipeline.
Your AI Visibility Dashboard Is Lying to You
That 12-point lead over your competitor in ChatGPT citations? It might be the statistical equivalent of flipping a coin three times and declaring yourself a probability genius. New research quantifies what many suspected: AI visibility metrics are snapshots of a moving target, not fixed competitive intelligence.
The Black-Hat Playbook for AI Visibility Is Already Here. And It's Predictable as Hell.
The moment a new channel becomes valuable, someone figures out how to game it. AI visibility is no different, except the consequences of getting caught are catastrophically worse. Here's what's actually happening and why the shortcuts will burn you.
AEO Revenue Playbook: 3 Plays to Convert AI Visibility Into Pipeline
Your brand might be showing up in AI responses, but is that visibility actually turning into pipeline? Here's the playbook the teams winning right now are running, and it has nothing to do with share of voice dashboards.
AI Brand Visibility Tracking: How to Do It the Right Way
Your brand might be crushing it on Google and still be invisible to half your potential buyers. ChatGPT's sources have only a 12% overlap with Google's top results, which means you could be dominating traditional SEO while AI recommends your competitors to 900 million weekly users.
Nobody Knows How Visible Your Brand Is in AI Search. That's Actually Fine.
Every AI visibility number on your dashboard is an educated guess at best, built on probabilistic estimates rather than actual data. But once you stop fighting that reality and accept the uncertainty, you can actually start making smarter decisions about measuring what matters.
When ChatGPT Forgot Semrush Existed: A Case Study in AI Visibility
Semrush launched AI visibility tools, then discovered ChatGPT was recommending every competitor except them. The disconnect between being cited and being recommended reveals the marketing measurement problem of 2026.