Tag Archives: AEO

THE BUYER IS AN AGENT: How to sell to something with no eyes – and why SEO, GEO and AEO just became one job.

Your next customer may never look at your website. A machine will read it, compress it, and hand a human three options. You are no longer charming a person in a chair – you are being quoted by something with no patience and no taste for adjectives.

PART ONE: HOW OFTEN IS THIS ACTUALLY HAPPENING?

1. Today: 45% of consumers already use AI in the buying journey (IBM, Jan 2026) – 41% research, 33% reviews, 31% deal-hunting.

2. Next season: 60% of shoppers expect to use an agent within 12 months (Kearney). By 2030, half of online shoppers will, carrying ~25% of their spend.

3. The traffic already arrived: AI-referred retail traffic grew 393% year over year in Q1 2026 (Adobe); Shopify orders from AI search rose 13x.

4. And it converts: AI-referred visitors convert ~42% better than traditional search – +37% revenue per visit, +87% time on site.

5. B2B is the bigger stadium: Gartner expects 90% of B2B purchasing to route through agents by 2028: $15 trillion, machine to machine.

6. The trust gap is the strategy: 65% of Americans trust AI to compare prices; only 14% let it buy unsupervised. The agent makes the shortlist, the human signs it.

7. You can’t see it happening: About 70.6% of AI referral sessions log in GA4 as “direct” – you are read far more than your dashboard shows.

PART TWO: THE WORLD CUP PART

8. Nobody gets signed off a highlight reel. An agent scouts you like a federation scouts a striker: minutes played, conversion rate, injury history. “Award-winning” is not a stat.

9. Semi-automated offside doesn’t hear the crowd. It reads coordinates. Your hero video and parallax scroll are crowd noise. JSON-LD is the coordinate.

10. It’s a group stage, not a final. Agents shortlist three to five. FAQ schema makes content ~3.2x likelier to surface; full Product + Review schema hits ~61.7% citation.

PART THREE: WHO DOES WHAT ON MONDAY MORNING

11. Designers: beauty that can’t be parsed is decoration. Real headings, real text – 44.2% of LLM citations come from the first 30% of a page. Answer first, then be gorgeous.

12. Developers: JSON-LD for Organization, Product, Offer, FAQ. Server-render the facts. Allow GPTBot, ClaudeBot and PerplexityBot – a quarter of the top 1,000 sites block them. Ship llms.txt: hours, not weeks.

13. Marketers: trade adjectives for numbers. Princeton’s GEO research measured up to 40% visibility gains from citing statistics and sources. About 86% of AI citations trace to brand-controlled pages.

14. Owners: pick one thing you can prove you are best at, publish the proof with a date on it, keep the date fresh. Vagueness is now a pricing disadvantage.

The referee is a machine now. Argue with it, or hand it clean footage and let it put your name on the scoreboard. 88% of marketers have already started; the other 12% are about to learn what relegation feels like.

Let Another Man Praise Thee: Your employees already wrote your best recruiting copy. Fifteen ways to go get it.

Somewhere out there, a warehouse lead sat on the edge of his bed at eleven at night and typed four sentences about your company into a review site. Nobody paid him. Nobody handed him a creative brief. And what he wrote beats the careers page you spent forty grand on, for one simple reason: nobody believes you. They believe him.

Proverbs 27:2 says let another man praise thee, and not thine own mouth. Three thousand years later, every employer brand deck still breaks that rule on slide one. Says who? Says you. That’s the whole problem. Here’s how to fix it.

1. Go dig it up. Pull the last twenty-four months of everything – reviews, LinkedIn recommendations, exit interview notes, the open-text box on the engagement survey that somebody reads once and files. Print it. Get a highlighter. You are not brainstorming; you are doing archaeology on a site you already own.

2. Make two piles. Pile one: things anybody at any company could have written. Pile two: things only your people would ever say. Pile one is garbage – throw it out without guilt. Pile two is the entire rest of this article.

3. Specifics beat superlatives. “Great place to work” is the beige paint of the internet. But a med-surg nurse writing that her charge nurse quietly absorbed two patients so she could make her daughter’s recital? That lands. So does a driver saying that in three years dispatch has never once made him miss a Friday night at home.

4. Paraphrase, never lift. Don’t paste somebody’s review onto a billboard. The terms of service are a headache, they wrote it anonymously for a reason, and conscripting a stranger into your marketing is a little creepy. Find the pattern and say the pattern: home time here isn’t a promise, it’s a schedule.

5. LinkedIn is signed. Glassdoor is anonymous; a recommendation has a real name, a real face, and a reputation attached to it forever. Your former managers have been quietly publishing a leadership review of your company for years. You have never read it. Go read it tonight.

6. Ask the boomerangs. The people who left and came back are your most credible witnesses on earth, because they went and looked at the alternative. Ask them one question – what made you come back – and shut up. That answer is your retention strategy in a sentence.

7. Check the weird corners. Indeed and Comparably are obvious. Blind, RepVue, Levels.fyi, Fishbowl, industry subreddits, and the Google reviews of your own hiring event are where people talk when they think you’re not in the room. That’s exactly why it’s worth reading.

8. Know your industry’s tell. Nobody reviews a company; they review the thing their industry gets wrong. Manufacturing: does the plant manager know names, and does broken equipment get fixed. Healthcare: ratios, and whether the posted schedule is the real schedule. Public accounting: what busy season actually costs you. Restaurants: does the GM work the line on a bad Saturday.

9. And the rest of them. Construction: is safety a culture or a poster. Home health: mileage reimbursement, and whether the scheduler picks up at six a.m. Trucking: does the settlement match the rate confirmation. Community banking and insurance: is the career ladder real or decorative. Find where somebody says you got the hard part right, then build on that one sentence.

10. Name people, not perks. Nobody ever took a job for a ping-pong table, and nobody ever wrote a heartfelt review about cold brew on tap. They write about a supervisor who covered a shift during a funeral. Perks are amenities. People are the product.

11. Own the criticism. A city set on a hill cannot be hid, and neither can your two-star reviews – so quit pretending. A calm, non-defensive, non-robot reply to a rough review persuades skeptical candidates more than a wall of five stars, because it’s the only thing on the page proving a human is home.

12. Put it everywhere. Job postings. Recruiter outreach. The offer letter. Day one of onboarding. The sales deck. The RFP response. The lobby wall, the break room, the investor update. If a candidate can reach the interview without hearing your own people talk about you, your marketing is broken.

13. Stop burying it. Right now the good stuff gets screenshotted, dropped in a channel, hearted by nine people, and forgotten. That is the parable of the talents with a corporate expense account – the servant who dug a hole, hid what he was given, and got absolutely torched for it.

14. Repetition is the strategy. Most companies win a Best Places badge, hang the plaque by the elevator, post once, and go silent for eleven months while the plaque becomes wallpaper. Yell it from the mountain. Then climb back up next Tuesday and yell it again, because nobody heard you the first time.

15. Fix the job first. Faith without works is dead, and so is employer branding without a decent job under it. Trust research keeps landing in the same place: people believe employees far more than executives. That cuts both ways – great marketing on a bad job just helps people quit faster and tell more friends.

Here’s the whole thing in one line. Somebody already said the most believable, most specific, nicest thing that will ever be said about your company, and they said it for free. Go find it. Then don’t hide it under a bushel – put it on the lampstand where everybody walking past can see the light.

Your Best Copywriter Already Wrote It, Charged You Nothing, and You Buried It

Sixteen ways to put your Google reviews back to work

Everybody knows the line from the baseball movie. Build it and they will come. That is the biggest lie in small business. You built it, you do good work, and a stranger comparing four names on a phone at 10:47 on a Tuesday night has no idea you exist.

Here is the part that stings. Your customers already wrote your ad for you. They typed it into a little box on Google, hit post, and went to bed. It got read by nobody and then it sank.

This is not a soft idea. Nielsen has been reporting for years that people trust other people way more than they trust companies. Edelman’s yearly trust survey keeps showing the same slide, where the big official voices lose ground and regular voices pick it up. Researchers at Harvard who studied restaurant ratings found that one extra star moved sales enough to decide whether a place kept its doors open. You can borrow that trust. You just have to carry it somewhere people will actually see it.

1. Use her sentence. A heating company pays real money for a headline like Comfort You Can Count On. That same company has a review from a woman who wrote that the tech put covers over his boots without being asked and told her the price before he touched a single screw. One of those two sentences was written by somebody who was actually in the house. Guess which one belongs on the homepage.

2. Answer the fear first. Every business has one worry nobody says out loud. For movers it is not price, it is watching strangers carry your grandmother’s dresser down a stairwell. Somewhere out there is a review where a customer mentions that nothing broke and then spends the rest of the paragraph on the fact that nobody made her feel rushed. That second part is the sale.

3. Three stories per proposal. Roofers, remodelers, IT firms, and commercial cleaners all send documents that end with a price and a signature line, which is a cold way to finish a pitch. Put three short customer stories on the last page instead. Swap them by job type so the church renovation prospect reads about a church.

4. Praise at the register. The invoice. The booking page. The confirmation email. The hold music. The sign by the front desk. A dentist’s payment page is a moment of quiet dread, and one line from a patient who admits she put the appointment off for six years does more work there than any certification badge.

5. One review, one post. You will never stare at an empty content calendar again. A dad writes that his kid finally stopped covering his mouth in photos. That is an orthodontist’s whole quarter of marketing, sitting in one line, written by somebody with nothing to gain.

6. Retell, do not screenshot. A cropped screenshot slapped on a stock background is lazy and everybody can smell it. Tell the story in your own words, then say what happened next. Thirty words of context turns a testimonial back into a story, and stories are the only thing people share.

7. Praise recruits people. Trades, dental groups, vet clinics, and home care agencies are all fighting over the same shrinking pile of good workers, and every one of those job ads reads the same. Drop three real customer stories into the posting. Nobody wants to work at a place nobody thanks.

8. Read them out loud. Monday meeting, out loud, using the name of the person mentioned. There is a review on some vet clinic’s page where the writer barely mentions the diagnosis and spends four sentences on the doctor sitting down on the floor next to the dog. That hits somewhere a performance review never will.

9. People tell you what stuck. Stack up a hundred reviews and count what keeps coming up. Nobody writes about your equipment. If the auto shop keeps hearing about the mechanic who walked customers out to the bay and showed them the busted part, that is not a nice touch, that is the product. Hire for it. Train for it. Put it in the ad.

10. Paragraphs beat stars. A four star review with six sentences of detail sells harder than a five star that says great job. Stop sorting your best material by rating and start sorting it by story. The one people believe is the one that mentions a hallway, a time of day, or a name.

11. Old praise reads dead. A wall of glowing reviews that stops in 2021 tells a stranger the good crew already left. Fresh ones are their own kind of proof, separate from what they say. Somebody comparing four names on a phone at eleven at night is checking whether you are even still open.

12. Ask at the peak. Most companies send the automatic text three days later, which is about three days after the feeling wore off. Ask when the boat dealer hands over the keys, when the crew pulls the last fan out of a flooded basement, when the surgery goes fine. Tell them straight that what they write helps the next scared person pick. You will get paragraphs instead of stars.

13. Give it a face. Thirty seconds, one phone, somebody on your team reading a customer’s story out loud. Better, ask the customer to say it again on camera. Med spas, wedding venues, and injury firms live on this, but a storage facility can run the same play.

14. Customers write better ads. Take the strongest line a customer gave you, clean it up, and run it against whatever your agency wrote. It will be shorter, stranger, and more specific, and it will usually win, because it came from somebody who was not being paid to like you.

15. Your reply is content. Answer all of them, the good ones too, because your response is public and permanent and read by strangers. A funeral home writing back to a family a year later and remembering the son’s name is not doing customer service. It is publishing.

16. The bad one sells too. Nobody believes a perfect profile. The person reading your one star review is not checking whether you are flawless, she is checking who you turn into when something goes wrong. Answer it like fifty people are watching, because fifty people are.

Somewhere in your company there is a person who thinks repeating nice things about yourself is tacky. It is not. Your customers said it, they meant it, and sitting on it does not make you humble. It makes you quiet while a competitor doing worse work does all the talking.

There is an old Christmas movie where a department store Santa tells a mother she can get the toy cheaper across the street. Everyone in the room figures he just cost the store a sale. Instead there is a line out the door, because he told the truth and she told everybody she knew. That is the whole thing right there. Say it out loud. They already wrote the words for you.

The Catalogue of Ships: Why the numbers in your drive are worth more given away than kept

Book Two of the Iliad stops the war cold so Homer can list the ships. Who sailed, from where, how many hulls, under whose command. It is the passage every reader skips, and it is the passage scholars have been citing for three thousand years, because it is the one place the poem quits singing and starts counting. The war reads as real because somebody did inventory.

That is the whole argument. The rest of this is just me making it inconvenient for you.

1. The research keeps finding the same two levers

The academic work on generative engines did something refreshingly dull. Researchers took source pages, rewrote them nine different ways, pushed them through the systems that write answers, and measured which rewrites got pulled into those answers more often. Keyword tricks did essentially nothing. Two edits did nearly all of the work: real statistics with sources, and quotes from named humans with credentials. Visibility moved by double digits, and it moved hardest in the crowded categories where every vendor already sounds like every other vendor.

The reason is not mysterious. A model composing an answer needs somewhere to put specificity. It has four hundred interchangeable ways to say your industry is changing fast. It has exactly one way to say that dwell time at grocery distribution centers in the Southeast runs 2.7 hours against a 45-minute appointment window – and that sentence has your name welded to it.

2. Most “proprietary” data is just unopened

Every operator I meet has a folder. Warranty returns by SKU. Denial codes by payer. Dwell times by receiver. Reorder intervals going back to the Obama administration. The reflex is to call it proprietary. Usually it isn’t proprietary, it’s just unpublished. Proprietary means a rival could beat you with it. Unpublished means nobody can use it at all, including you, while it quietly rots in a drive nobody has opened since the last CRM migration.

There is a parable about a servant who buries the money he was given. He is not rebuked for losing it. He is rebuked for making it inert. Sitting on data is not a neutral act.

3. Go dig. Here is where to put the shovel.

Stop hunting for somebody else’s study to cite and go count something only you can count. A few I would pay money to read:

  • A freight brokerage already knows detention hours by receiver type and region. Nobody has ever published what an average dock actually costs a driver. That figure would be quoted in logistics answers for the next five years.
  • A dental group has fifteen years of charts. What share of patients who skip two consecutive cleanings need a crown within five years? The whole profession is guessing. You have the answer sitting in your practice management system.
  • A commercial insurance broker can say which kitchen layouts generate fryer burn claims, and at what rate per thousand covers served.
  • An equipment dealer in the Corn Belt can put bushels on each day of planting delay, banded by soil temperature. Growers argue about this at the co-op every spring with nothing but folklore.
  • A medical billing shop knows denial rates by payer and code. Better yet, it knows what share of denials come back paid on first refile – a number that is worth a keynote.
  • A regional staffing firm knows time-to-fill by metro and role. Every CFO in the country is currently estimating that number badly.
  • A residential mover knows breakage by packing method. Publish it and you have written the definitive citation on whether dish barrels are worth the upcharge.

None of that needs a data science function. It needs one person with database access and a free afternoon.

4. Then put a human being’s name on it

The second lever is a person, not a brand voice. A named human with credentials – a title, a tenure, twenty-two years on loading docks, licensed in four states, board-certified in something. These systems learned from a corpus in which credentials predict reliability, so they reach for the sentence somebody is accountable for. An unattributed claim from a company is marketing. The same claim from your named VP of operations is testimony. Identical words, completely different gravity.

5. The giveaway is the distribution

The Rosetta Stone is a tax decree. Bureaucratic housekeeping about temple revenues, of no importance to anyone. It survived because it was carved in public, in three scripts, in a place where strangers could read it. The confidential decrees of that era are gone. The one they gave away unlocked a language.

You will not get distribution by parking the good stuff behind a form. A machine cannot fill out your form, which means every gated PDF is now invisible to the thing your buyer is asking. And this race has a very short lead: the first credible number on a topic becomes the anchor, gets restated, gets cited by people citing the people who cited you, and hardens into the default answer. Second place gets summarized as “some estimates suggest.”

6. Legal will say no. Here is the yes.

The answer is almost always the same three moves: aggregate, lag, anonymize. Nothing below two hundred observations. Ninety days delayed. No client names, no geography tighter than a metro. State your method plainly – sample size, window, what you excluded and why. That is a defensible dataset, and frankly it is more rigor than most of what your industry currently passes around as a benchmark.

7. Publish the dog that didn’t bark

Holmes cracks one case on the fact that the dog stayed quiet. Negative findings are findings. The retention tactic that moved nothing. The material that failed in salt air. The segment that never converted no matter what you spent. Almost nobody publishes these, which is precisely why they get quoted – a system trying to give a balanced answer has almost nothing to reach for on the “it didn’t work” side of the question.

Last thing

Borges imagined a library containing every possible book and made the quiet point that total information is indistinguishable from noise. That is the corpus these machines are reading now. Infinite shelves, mostly interchangeable. The way out is not to write more. It is to be the one shelf with a number on the spine, a name underneath it, and a date.

Go find your ships. Count them. Publish the list.

Go Join Something. The Machines Are Taking Attendance.

Why directories, associations and conference programs quietly decide whether an AI ever says your name

For twenty years the game was ranking. Ten blue links, everybody elbowing for the top three, and an entire industry built on the theory that page two of a search result is where URLs go to die. That game is not over, but a second one has started next to it. Somebody types a question into a chatbot and gets back three names and a sentence apiece. No links to scroll. No page two. Just a short list, handed over with the serene confidence of a machine that has never once been unsure of anything.

Shakespeare had Juliet ask what’s in a name, and decided the answer was: not much, a rose smells the same either way. Respectfully, Juliet was not doing business development in 2026. Right now a name is a retrieval key, and if a machine cannot find yours in enough places, written down by enough people who are not you, then as far as that machine is concerned you are a rumor.

The fix is unglamorous and very old-fashioned: join things. Directories, member rosters, trade associations, industry clubs, licensing boards, alumni lists, award shortlists, speaker programs. Show up at conferences that print your name and your company somewhere a crawler can reach. Here are ten reasons that works, and what these systems are actually doing behind the curtain.

1. Corroboration beats claims. Your website says you are a leading advisor in your field. Of course it does; nobody’s About page says otherwise. A retrieval system treats your own site as a single witness with an obvious motive. A member roster, an association directory and a conference agenda are three additional witnesses with nothing to gain. Journalists call this sourcing. Machines do the same thing, faster and with less coffee.

2. You become an entity. Before answering anything, these systems try to resolve a name into a thing – a node with attributes, sitting in a knowledge graph. This is the same architecture a major search engine shipped over a decade ago, now doing much heavier lifting. Repeated, consistent listings of your name, title, company, city and specialty are what turn a string of characters into a node. Inconsistent listings turn you into three half-people.

3. Retrieval, not memory. The dominant technique in the research literature is retrieval-augmented generation: the model does not recall you from training, it goes and fetches supporting passages at the moment of the question, then writes around them. That means the unit of visibility is the passage, not the website. Directory entries are short, structured, fact-dense and self-contained – close to a perfect passage. Your 1,800-word narrative about the founding journey is close to a perfect nap.

4. You are your neighbors. Language models learn meaning from proximity; words that keep appearing near each other get treated as related. Sitting inside a specialist association’s member list drops your name into a dense cloud of the exact vocabulary your buyers use. One firm I watched went from invisible to routinely named in its category without publishing a single new blog post – it just got itself into four rosters where the category language already lived.

5. Structure is a shortcut. Directories publish in tidy, repeating templates, usually with schema markup underneath. Clean fields, predictable labels, machine-readable. Parsing your listing costs a system almost nothing; parsing your hero image and animated scroll effects costs it a lot. Being easy to read is an underrated competitive advantage, in software as in people.

6. Conferences mint citations. A conference is a citation factory that also serves bad coffee. Speaker pages, session agendas, sponsor lists, press releases, post-event recaps, someone’s enthusiastic write-up – all timestamped, all third-party, all indexable, all naming you and your company in the same breath as your topic. One panel can seed a dozen independent mentions. Even the badge scan is optional; the program is the point.

7. Recency carries weight. Retrieval systems tilt toward fresh material, partly to avoid confidently reporting things that stopped being true. A directory entry from 2019 with a dead phone number is a fossil, and worse, a contradiction the system now has to resolve. Current listings say you still exist. That is a lower bar than it sounds, and plenty of people are failing it.

8. The long tail wins. Nobody asks a chatbot for the best consultant. They ask who handles compliance readiness for early-stage payment startups in the Midwest, and they expect a real answer. Niche directories are built entirely out of that kind of specificity – the sub-sub-category, the credential, the region – which is precisely the language a narrow question is fishing for. Broad visibility is expensive. Narrow visibility is available to anyone willing to fill out a form.

9. Disambiguation protects you. There are other people with your name. One of them is a minor-league pitcher and one of them is in the news for reasons you would not enjoy. Systems separate identical names using surrounding detail: city, employer, credentials, field. Every consistent listing adds another distinguishing feature and lowers the odds that a machine merges you with a stranger. A study of AI-generated answers found a meaningful share of confident attributions pointing at the wrong entity entirely; that is a coin flip you can load in your favor.

10. It compounds. One listing is noise. Twelve consistent listings across independent sources are a pattern, and pattern is what these systems reward – they are, at bottom, elaborate machines for noticing that many places agree. This also explains why the shortcut fails: dumping your name into fifty junk link farms produces volume without independence, and low-quality sources get discounted or filtered. Ten places that a human would respect beat a hundred that nobody would.

None of this is a growth hack. It is the same advice a decent mentor gave a nervous junior colleague in 1985 – join the association, go to the conference, get your name in the program – with one new wrinkle. The room now includes a very literal-minded participant who reads every roster, remembers every agenda, and forms opinions about who counts based entirely on where your name shows up and how often the sources agree.

So audit yourself the way a machine would. Search your own name and your company together and see what a stranger would conclude. Fix the listings that disagree. Renew the memberships you let lapse. Take the panel slot, even the 8:15 a.m. one on the last day.

Juliet was wrong about names, but she was right about one thing: it is a terrible idea to depend on a single source of information. Go get listed.