Explained
Clear explanations of how AI search and modern marketing actually work.
What Marketing Attribution Actually Is
Most marketing teams use the word attribution as if it described a single, knowable fact about where their sales come from
What Incrementality Testing Is, and Why It Beats Attribution
Attribution tells a marketer which channels showed up before a sale
Measuring Marketing After the Cookie
The phrase "after the cookie" suggests a clean break that never happened
How to Tie Marketing to Revenue
Most marketing dashboards stop one step short of the question that matters
What Intent Data Is, and Whether It Works
Intent data is one of the most oversold categories in B2B marketing, and also one of the genuinely useful ones, which is a confusing combination
How Sales and Marketing Actually Align
The fight between sales and marketing is rarely about personalities
The B2B Buying Committee, Explained
The phrase "decision maker" still shows up in most sales playbooks, and it quietly misleads the people who follow it
How to Audit Your Martech Stack
Most marketing teams cannot say with confidence how many tools they pay for, let alone which ones earn their keep
What Is AEO? The Definitive Reference and Glossary
A plain-language reference for answer engine optimization, what it means, how it works, and the terms worth knowing.
The AEO Tool Landscape in 2026
Answer engine optimization stopped being an experiment somewhere in the last year.
How AI Search Actually Works, from Prompt to Citation
AI search feels like magic from the outside, but the mechanism is learnable.
Structured Data, Explained
Most web pages are written for people. Structured data is how you write for machines too.
How to Choose the Right AEO Tool for Your Team
Most buyers start with the tool. The better move is to start with the job you need done, then pick the tool that fits it.
AEO vs SEO, How AI Search Changes the Game and What to Do About It
Search is splitting into two motions, the click and the mention. They are related, but won and measured in different ways.
How to Run a Brand Audit
Most brand problems do not announce themselves. They show up as a slow drift, a homepage that no longer matches the sales deck, a tagline nobody on the team can repeat the.
Brand vs Performance Marketing
Most marketing arguments eventually collapse into the same standoff.
What a Value Proposition Actually Is
Most teams think they have a value proposition. What they usually have is a sentence that describes what the product does, dressed up with a few adjectives.
What a Customer Data Platform Actually Is
A Customer Data Platform is software that pulls customer data from many different sources, stitches it into one unified and persistent profile for each person, and then makes.
First-Party vs Third-Party Data
Marketing data used to flow freely. You could buy a list of people who fit a profile, layer in behavioral signals from across the web, and target them without ever having met.
What Backlinks Are and Why They Still Matter
A backlink is simple to define. It is a link from one website to another, pointing at a page that isn't on the same site.
How Keyword Research Works
Keyword research is the work of finding the words and questions real people type or speak when they look for something, then judging which of those are worth your time.
How Search Intent Works
Every search starts with a person who wants something. Search intent is the goal behind the query, the thing the searcher is actually trying to do once the results load.
Checkout and Form Optimization
Most teams pour energy into the top of the funnel and treat checkout as plumbing.
How to Set a Paid Budget That Doesn't Burn Out
Most paid budgets start with a number someone pulled from a board deck.
How to Price a Product Without Guessing
Most teams set their first price by feel. Someone in a meeting says a number, it sounds reasonable, and that number quietly becomes the price for years.
What Makes a Landing Page Convert
Most advice about landing pages starts in the wrong place. People debate button colors and hero images before they have asked the only question that decides whether a page.
What Brand Sentiment Actually Is
Most marketing teams can tell you their follower count, their share of voice, and their last campaign's reach.
How Sentiment Analysis Works
Sentiment analysis is the attempt to turn human feeling into a number.
How Google Search Actually Works
Most marketers know the outcome they want from Google. They want their pages to show up when someone searches for the thing they sell.
A Field Guide to Marketing Metrics
Marketing runs on a small set of numbers that show up in every board deck and every weekly standup, and most of them are easy to define wrong.
What Is Product-Led Growth
Most software gets sold the old way. A rep books a call, runs a demo, sends a quote, and nudges the deal along until someone signs.
The Funnel Is a Sketch, Not a Map
Almost every marketing team you walk into has some version of the same picture on a whiteboard.