Notes on media, search, and measurement
How This Site Is Built to Be Read by Machines and Humans
A colophon for the AI search era: hand-built static HTML, consent-gated measurement, machine-readable editions, and eighteen automated checks before any deploy. The site is the case study.
The Right AI Model Is the Cheapest One That Clears the Bar
Claude, ChatGPT, Gemini, or Perplexity. Fast model or reasoning model. The selection question is a media buying question, and most people are answering it by habit instead of math.
Impressions Are Not Created Equal. Frequency Should Not Be Either.
A search impression, a feed impression, and a banner impression are three different events wearing one name. Why every channel needs its own frequency math.
Contextual Targeting Is the Oldest New Idea in Advertising
Signal loss did not invent contextual targeting. It made everyone remember why the original ad model worked, and the machine finally learned to read the page.
Bing Matters Again, and Not Because of Bing
ChatGPT answers are grounded in Bing's index. Copilot sits inside Windows and Office. The search engine everyone ignored for fifteen years quietly became infrastructure for AI visibility, and most sites have never opened Bing Webmaster Tools.
Your AI Subscription Is Worth $25,000 a Month. You're Using It Like It's Worth $20.
Claude, ChatGPT, Perplexity, and Gemini all quietly switched to compute-metered usage windows within a year of each other. Here is the strategic playbook for extracting what you are already paying for, before the gap closes.
The Word Now Is Never a Lie. It Is Rarely the Whole Truth.
Now is the hardest working word in ad copy. It is always technically true, it compresses a decision, and it quietly implies things the ad never has to prove. Use it like the instrument it is.
Why Your Wikipedia Page Won't Stick
Companies want a Wikipedia page more than ever because AI models lean on it. Most attempts get deleted within weeks, and the reasons are structural. What notability actually requires, and what to do instead.
Your Organic Click Through Rate Just Dropped 61 Percent
Google queries that trigger an AI Overview are seeing organic click-through rates collapse by more than half. Most search budgets have not moved an inch to account for it.
Most Attribution Dashboards Get Built and Then Ignored
A dashboard nobody opens isn't a training problem. It's a trust problem. Why the fix is admitting uncertainty on the dashboard itself, not hiding it behind false precision.
CAC Is Not CPA, and Confusing Them Costs Real Money
Two acronyms get used interchangeably in board decks and mean different things. How to calculate CAC honestly, what to include, and the ratio that tells you whether yours is any good.
Driving Traffic to Content in 2026 Means Accepting the Click Is Rationed
Search clicks are down, social organic is a rounding error, and AI answers cite instead of send. Where content traffic actually comes from in 2026.
A Clean Room Will Not Wash a Dirty First Party
Clean rooms are sold as the answer to signal loss. They are a secure meeting place for data you already have, and most brands arrive at the meeting with nothing to say.
UGC Ads Work Until Everyone's Feed Is a Testimonial
UGC-style ads earned their reputation by not looking like ads. Now every brand runs them, and the camouflage is wearing off. What still works, what saturated, and the pipeline math behind both.
Selling on the Marketplace Is a Lease, Not a Location
Marketplaces deliver demand and keep the customer. Take-rate math from inside eBay, the invisible rent, and the one-question test of who owns your file.
PPC Works in Weeks and Compounds in Quarters
The honest timeline for paid search results, phase by phase: what happens in week one, what should be true by month three, and the difference between a slow ramp and a failing account.
Cost Per Lead Is the Wrong Number to Optimize First
A form fill from a curious student costs the same, on a CPL basis, as a demo request from someone ready to buy. Why raw cost per lead rewards the wrong outcome.
Your Ad Test Ended Three Weeks Before It Was Significant
Most ad tests are decided by noise wearing a trend line. The sample-size math nobody runs, the peeking problem, and a testing regime sized to the account you actually have.
Your Competitors' Ads Are Public. Almost Nobody Looks.
Meta, Google, TikTok, and LinkedIn all publish searchable libraries of every ad running on their platforms. It is the cheapest competitive intelligence in marketing, and most teams have never opened it.
A Donor Is a Subscriber With a Cause
Nonprofits buy donors the way brands buy customers, then measure them like one-time sales. Retention math, not acquisition cost, decides which missions can afford to grow.
The Metric Going Up Is Hiding the One Going Down
Click-through rate improves as a campaign matures. Conversion rate on that same traffic can quietly decline over the same six months. Most mid-year reviews only screenshot the first number.
Luxury Media Has One Job: Protect the Price
Performance tactics that build most brands quietly dismantle luxury ones. The media plan is part of the product, and its first responsibility is the integrity of the number on the tag.
I Vibe-Coded This Website. Here Is the Guide I Wish I Had.
A beginner's guide to vibe coding from someone who shipped a production website with it. What it is, where it works, where it bites, and how to direct it well.
PMax vs. Standard Shopping: Control Is the Product
The real difference between Performance Max and Standard Shopping is not performance. It is who holds the controls and who grades the homework. A decision framework with the tests to run.
The Media Review Meeting Is Where Insight Goes to Die
Forty slides, every number green, no decisions made. The monthly media review is broken in the same way at most companies, and fixing it costs nothing but nerve.
First-Party Data Is a Verb
Every deck says first-party data is the new oil. Most companies treat it as a noun they already own rather than a practice they have to run. The collection, consent, and activation loop that actually works.
Commerce Media Is a Toll Booth, and Everyone Is Building One
Retail media passed every growth chart in advertising, and the fee structure explains why. How to buy commerce media without funding someone else's margin story.
LinkedIn Is Overpriced. Pay It Anyway.
Fifty-dollar CPMs, clunky tooling, and the only auction where job titles are real. The case for holding your nose and buying the room your buyers actually sit in.
Your Ad Copy Was Never the Real Creative Problem
A client once asked for forty new ad headlines because performance had flattened. The landing page was the actual problem. Notes on where creative teams misdiagnose underperformance.
An Issue Campaign Is Not a Brand Campaign With a Flag on It
Advocacy media has a different audience, a different clock, and a different definition of winning. Running it like consumer marketing wastes money in a town that keeps score.
Landing Page Benchmarks Are a Comfort Blanket
The average landing page converts at 2 to 4 percent, and knowing that will not change yours. What actually determines conversion rate, and the diagnostic that beats every benchmark chart.
The Content Search Engines Read Is Not the Content Your Customers See
Most GEO citations trace back to schema markup and structural consistency, not the prose a content team spent weeks writing. Why the invisible layer of a page matters more than the visible one.
Retail Media Is a Tax You Should Negotiate, Not a Channel You Should Love
Retail media networks are growing faster than any ad channel in history because the customer is captive and so is the advertiser. How to spend there without funding your own margin squeeze.
Q4 Auction Inflation Is a Tax on Poor Planning
Every fourth quarter, CPMs climb as retail budgets flood the auctions, and every year non-retail advertisers pay the surge price for impressions they could have bought in October. The calendar is public. Plan around it.
HIPAA Took Your Pixels. Good.
Health systems lost their tracking pixels and discovered their marketing still worked. What the compliance crackdown teaches every advertiser about signal they never needed.
Filling a Building Is Not an Awareness Problem
Real estate marketing keeps buying reach when the constraint is qualified tours and follow-up speed. Notes from lease-up work for New York developers.
What Is GEO? The Discipline That Decides Who AI Recommends
Generative engine optimization is the practice of earning presence in AI answers. What it shares with SEO, where it breaks from it, and what to do this quarter while the window is open.
The 342 to 1 Campaign and Why I Would Not Chase It Again
Seventy-five thousand dollars in paid social spend that returned twenty-five point seven million. Why treating that number as a benchmark is the wrong lesson to take from it.
YouTube Is the Cheapest Attention in Video, Priced Like It Is Embarrassed
The largest video platform on earth clears at a fraction of CTV pricing, on the same living room screens, with better measurement. The discount is a sorting error you can spend.
Geofencing Is Not a Strategy. It Is a Radius.
Most location targeting is a circle drawn around an address, which targets geometry rather than people. Location run properly is behavioral data with a map attached.
SEO vs. PPC Is a Timing Question, Not a Loyalty Question
The oldest debate in search marketing has a boring resolution: they answer different questions on different clocks. When to buy, when to build, and how the AI answer era changes the math.
A Packed Room Is Not the Same as the Right Room
A ninety-four percent completion rate in front of the wrong audience is not a win. Notes on why reach and relevance need different metrics, not the same headline number.
Creator Budgets Deserve Media Discipline
Influencer marketing grew into a real budget line while keeping hobby-grade buying practices. Whitelisting, usage rights, and paid amplification are where the channel becomes media.
CTV Sells Like TV and Measures Like Display. Buy It Like Neither.
Connected TV gets pitched with television romance and reported with display precision. Both halves are misleading, and the buying playbook lives in between.
Generative Engine Optimization Is Not Just SEO With a New Name
Ranking well on Google no longer means an AI model will cite you for the same query. Why GEO is a retrieval and trust problem, not a rebrand of search engine optimization.
Lookalike Audiences After the Signal Collapse
Lookalikes were the best targeting product of the 2010s. The platforms quietly absorbed them into broad delivery. What still works, what is theater, and where your seed data actually belongs now.
Dayparting Still Works. Smart Bidding Just Hid the Dial.
Ad scheduling looks obsolete in the age of automated bidding. It is not, but the reasons to use it changed completely. When time-of-day control still pays, and when it is nostalgia.
GDPR Dimmed the Lights on Your European Data. Plan Like It.
GDPR is not a European legal footnote, it is a structural discount on your EU data. What US marketers get wrong about consent, and how to plan media around it.
Impression Share Is the Only Auction Metric That Tells You About the Auction
Every other search metric describes your ads. Impression share describes your market: how much of the available demand you actually entered, and why you missed the rest. How to read it without being seduced.
National Bought the Media. Local Owns the Customer.
Franchise systems, dealer networks, and multi-location brands all fight the same budget war between national scale and local truth. The fix is an architecture, not a winner.
Smart Bidding Does What You Told It. That Is the Problem.
Target CPA and target ROAS are steering wheels, not verdicts. Most accounts set them once, from politics rather than economics, and then wonder why volume vanished or quality cratered.
Your Facebook Ads Are Fine. Something Downstream Is Not.
A working diagnostic for Meta campaigns that spend without selling: the five failure points in order of likelihood, with the numbers that identify each one.
Stop Presenting Media Plans Before You Know the Margin
A media plan built without knowing contribution margin is a plan built on vibes. Notes on why the margin conversation has to come before the channel mix, not after.
Quality Score Is a Diagnostic, Not a KPI
Quality Score is the most misread number in Google Ads: chased as a grade, ignored as a tool. What the 1-to-10 actually measures, what it discounts, and when to stop caring.
An Association Has Three Audiences and One Budget
Members, prospects, and policymakers are three marketing problems wearing one logo. Three scoreboards, the renewal that happens all year, and the free money nobody spends.
Negative Keywords Are Half Your Search Strategy
Everyone learns keywords in week one and negatives in year three. Why exclusion is the higher-skill half of paid search, and the weekly ritual that keeps automation honest.
Automotive's Three Tiers Are Fighting Over the Same Buyer
National brand, regional group, local dealer: three automotive budgets chasing one buyer with three attribution systems. A media buyer's read on the tier problem.
You Do Not Have a Targeting Problem. You Have Three Ads.
Accounts stall and everyone audits the audiences. The audiences are fine. The creative library has three ads and two of them are the same ad wearing different crops.
The Month Does Not End Evenly, and Neither Does Your Budget
Straight-line pacing is a bookkeeping habit, not a media strategy. Demand has a shape, auctions have a calendar, and the end-of-month panic spend is where efficiency goes to die.
Share of Voice Buys Market Share on a Delay
The oldest empirical law in advertising says outspending your market share grows it, on a lag. What share of voice means now that the channels fragmented, and how to run the math for your brand.
The Tracking Setup Nobody Checks Until the Numbers Look Wrong
Bad tracking rarely produces numbers that look obviously wrong. It produces numbers that look plausible and slightly off, which is why nobody catches it until a full quarter of decisions were made on it.
Cheap Leads Are the Most Expensive Thing You Can Buy
Cost per lead is the easiest number in marketing to improve and the most dangerous one to optimize. The damage shows up two quarters later, wearing someone else's name.
Ad Fatigue Has Math. Use It.
Creative does not die of old age. It dies of exposure, and the decay is visible in frequency-segmented data long before the topline turns. How to refresh on evidence instead of vibes.
Marketing Mix Modeling Came Back From the Dead Because Nothing Else Survived
MMM was the dusty econometrics of big TV advertisers. Signal loss made it modern again. What mix modeling actually does, what it needs from you, and who should not bother yet.
The Same Bank Needs Two Different Media Plans
Financial services marketing is two disciplines wearing one logo. How B2C acquisition and B2B trust-building diverge, from work with Visa, PayPal, Nasdaq, and JPMorgan Chase.
You Do Not Need a Data Science Team to Run a Holdout
Incrementality testing sounds like a research department. It is a spreadsheet, a map, and the discipline to leave some money on the table for six weeks.
Case Study: Simon Malls, From Clicks to Foot Traffic
Simon owns the premier shopping destinations in North America. The job was driving readers to their editorial site and shoppers to their centers, in that order.
The Right Marketing Budget Is Not a Percentage
The five-to-ten-percent rule is repeated everywhere and reasoned from nowhere. How to size a marketing budget from unit economics and growth targets instead of a folklore ratio.
The Q2 Plan Everyone Signed Off On in March Is Already Wrong
A media plan gets treated like a blueprint, approved once and executed against for thirteen weeks. The market it describes moves faster than that. Notes on building in a correction cadence.
Every Attribution Model Is Wrong. Choose the One Wrong in Your Favor.
First-touch, last-touch, linear, data-driven: a working guide to what each attribution model actually assumes, what it systematically hides, and how to use models without believing them.
Your Match Rate Is the Ceiling on Everything Else
Every first-party data strategy quietly depends on one unglamorous number: how much of your customer file the platforms can actually recognize. Industry-typical is around twenty percent. It does not have to be.
Enrollment Marketing Has a Clock, Not Just a Funnel
Education prospects run on deadlines the funnel diagram ignores. The deadline gradient, the stealth applicant, and grading media across a nine-month cycle.
Brand Awareness Is Measurable. Stop Letting People Tell You Otherwise.
Brand awareness has a reputation as the unmeasurable half of marketing. It has been measurable for seventy years. Five instruments, ranked by cost and honesty, and how to build the case for brand spend.
Case Study: Duncan Hines, Birds Eye, and Proving Facebook Moved Groceries
We set out to prove Facebook advertising moved grocery products off physical shelves. Datalogix measured the answer: 29x and 12x returns on incremental store sales for Birds Eye and Duncan Hines.
The Three Ways to Pay for Advertising, and What Each One Hides
CPM, CPC, and CPA are not three metrics. They are three different answers to who carries the risk when an ad does nothing. A working guide to pricing models and their hidden incentives.
Phone Calls Are Conversions. Your Dashboard Thinks They Are Silence.
In healthcare, home services, legal, and anything high-consideration, the best customers call. Accounts optimized on web forms alone are training the algorithm against their own best buyers.
CTR Benchmarks Are Where Strategy Goes to Hide
The average CTR is 2 percent on search and 1 percent on social, and optimizing toward it is how accounts get worse. What click-through rate actually tells you, and when a falling CTR is good news.
Your Tracking Pixel Is a Compliance Decision Now
HIPAA and ad measurement collided in 2022 and the dust has not settled. What health marketers can and cannot do with pixels, and how to measure anyway.
How Much Do Google Ads Actually Cost? Wrong Question.
Average CPCs are real numbers about nobody's business. What Google Ads actually costs, what drives the price of your click, and the budget math that matters more than the benchmark.
Broad Match Is Spending Your Money on Questions You Never Asked
Google would like every keyword to be broad match paired with smart bidding, and sometimes that works. The search terms report decides whether it is working for you or for Google.
Google Ads vs. Meta Ads Is Not a Rivalry. It Is a Relay.
The most-asked comparison in digital advertising has a false premise. Google harvests demand, Meta creates it, and the budget question is a sequencing question.
The Last Campaign Standing Was Not the Smartest Move
A campaign can hit its Q1 number and still be the wrong thing to build around. Notes on separating what won the quarter from what actually strengthened the account.
A Good ROAS Is Whatever Your Margin Says It Is
Everyone wants the ROAS benchmark. The honest answer is a two-line calculation involving your gross margin, and it changes which of your campaigns are actually profitable.
Case Study: GMAC, the GMAT, and Stealing Share From the GRE
GMAC asked us to win test takers back from the GRE. Search campaigns returned 288 percent ROAS and $339,828 in revenue at a third of the target CPA.
Reaching Washington Is a Media Plan, Not a Press Release
Washington is the most concentrated advertising market in America. How advocacy and policy campaigns actually reach the few thousand people who matter.
The Most Expensive Click Is the One You Refuse to Buy
Hotels pay online travel agencies fifteen to twenty-five percent per booking, then balk at paid search costs a fraction of that. Notes on direct booking economics from years inside luxury hospitality.
Case Study: Dean & DeLuca's 54x Month
A content-driven paid social campaign for Dean & DeLuca that multiplied reach 14x and took monthly online transactions from under ten to 540.
Bidding on Your Own Brand Name Is Not a Scandal. It Is Math.
Every year someone rediscovers that brand search ads capture demand the brand already owned, and every year the answer is the same: run the incrementality test. The result depends on your SERP, not your ideology.
A Third of Your Programmatic Budget Never Reaches an Impression
Supply chain transparency studies put roughly a third of programmatic spend inside the path between advertiser and publisher. Most performance reports never account for it.
A Beauty Launch Is Won Before the Shelf
Retail buyers stock demand they can verify, not demand a pitch deck promises. What launching Dr. Jart+ into the US market taught me about beauty media.
Your Landing Page Is Killing More Campaigns Than Your Media
Teams iterate ads daily and leave the page after the click untouched for a year. The math says that is backwards. The cheapest performance gain in most accounts is on the other side of the click.
Remember StumbleUpon
Before the feed, there was a button. StumbleUpon delivered pure serendipity at a nickel a visitor, and everything the industry learned from that traffic still applies to the discovery platforms that replaced it.
Luxury Consumers Can Smell a Performance Marketer
Luxury digital marketing fails when it borrows the performance playbook. Notes on reach, restraint, and why last-click undervalues every dollar a luxury brand spends.
B2B Quietly Works on Meta
LinkedIn charges a premium for job titles. Meta reaches the same human at a fraction of the CPM, off the clock, scrolling. The B2B advertisers who noticed are not talking about it much.
Case Study: Nasdaq and Nine Countries of Page One
Nasdaq needed negative results off page one for Directors Desk in nine countries. How the engagement worked, and what search reputation management looks like done cleanly.
You Cannot Cut Paid Media and Keep the Reach
Organic reach on business social accounts has sat under 2 percent for years. Cutting paid support to save budget doesn't preserve your content program, it just makes sure fewer people see it.
Broad Targeting Won. Creative Is the Targeting Now.
The interest stacks and lookalike layers of the 2010s are gone, and campaigns run broad. The targeting did not disappear. It moved into the creative, and most creative was not built to carry it.
The Number Your CFO Actually Believes
Platform ROAS gets laughed out of finance meetings. Marketing efficiency ratio, blended and boring, is the number that survives. How to run media against a metric the CFO already trusts.
Case Study: TF Cornerstone and 80 Percent More Rental Applications
How paid search and Facebook retargeting drove an 80 percent increase in rental applications for TF Cornerstone, with a 730 percent improvement in search conversion rate.
The Platforms We Buy Through
Clients ask what our buying reach actually includes. Here is the working map in plain text: the DSPs, SSPs, DMPs, search, social, audio, out-of-home, CTV, and verification partners Agency Echelon plans and buys across.
Your Google Grant Is $10,000 a Month. Most Nonprofits Spend $600 of It.
Google Ad Grants hands qualifying nonprofits $10,000 a month in search advertising. Most organizations leave the bulk of it unspent. I managed millions in grant media early in my career, and the fix is structural.
Half Your Media Budget Never Buys Media
Working media, the money that actually buys impressions and clicks, is often 60 to 92 percent of what a client signs off on depending on the channel. The rest goes to fees nobody labels clearly.
The Subscriber You Buy on Discount Leaves on Schedule
Deep-discount acquisition manufactures the churn it later blames on retention. Cohort math and the month-thirteen cliff every subscription business meets on schedule.
Strategy That Cannot Read the Stack Is Just Opinion
Digital strategy without technical knowledge gets negotiated down by every vendor and platform in the room. Why strategists need to read the stack they plan against.
Performance Max Is a Black Box. Auditing It Is Still Your Job.
Google built Performance Max to be opaque and it performs anyway. That is not a reason to stop asking where the money went. Here is how I audit a black box.
Case Study: eBay Germany, $25.7 Million in Two Weeks
The full mechanics of the eBay Germany campaign: a two-week gamified microsite, $75K in paid social, 864,761 transactions, and $25.7 million in directly attributed sales.