A line of inquiry
Vertical Playbooks
How each kind of business gets found and chosen, on its own terms.
The rules of visibility change by trade. A med-spa is named for a treatment; a plumber for a neighbourhood and a fast answer; a law firm for a practice area, inside advertising rules. This line reads each vertical on its own terms: how its buyers actually search, what earns their trust, and where the independent still wins.
76 pieces in this line, across 58 threads.
Thread
Solo and small legal
Attorney Advertising and AI Answers: What Rule 7.1 Permits and What Search Visibility Requires
A synthesized answer that summarizes a firm's practice areas is a communication about a lawyer's services, and it can carry the same "reasonable factual foundation" exposure a billboard does. A reading of Rule 7.1 and the 2024 FTC review rule against the surfaces where legal buyers now decide.
Read · 11 minOne Verifiable Identity: Why Your Bar Profile Is the Record an AI Engine Actually Trusts
An engine deciding who to cite needs to resolve a firm to one confident, licensed entity. Fragmented name, address, phone and bar-number data across a firm site, its Google Business Profile, and the legal directories actively works against that, and so does schema built to a markup type Schema.org has since deprecated.
Read · 8 minThe Practice-Area Page Beats the Generalist Homepage: What Legal Search Actually Rewards
Specificity, not breadth, is what both classic local search and generative-engine citation reward. A single page built around one matter and one county consistently reads as more relevant than a homepage listing nine practice areas, to a person and to a model.
Read · 8 minThe Response Chasm: Why Law Firms Lose the Clients Their Marketing Already Won
For a meaningful share of firms, the constraining problem is not visibility, it is what happens in the minutes after a ready client makes contact. A field test found most firms fail a simple response test, and the case for why that matters is one of the most established findings in lead-response research.
Read · 7 minWhy Three Out of Four Legal Searches Now End in an AI Answer, Not a Click
Legal is one of the most AI-Overview-exposed search categories measured. The mechanism that follows, a summary present, then a sharp drop in clicks to any result, is independently confirmed outside legal specifically. Being ranked is necessary but no longer sufficient.
Read · 8 minThread
Accounting, bookkeeping and tax
Anyone Can Legally Prepare Your Taxes: What the PTIN System Actually Verifies (and Doesn't)
Tax-return preparation is largely unregulated at the federal level. Unenrolled preparers filed more individual returns than CPAs and enrolled agents combined in the most recent public breakdown, and ghost preparers are a recurring, IRS-named fraud warning. The credential most buyers never check is the one that matters most.
Read · 9 minThe Sprint and the Marathon: Why Tax Season and Bookkeeping Need Two Different Visibility Plans
Search demand for tax preparation swings up to 7.4x seasonally while bookkeeping and advisory demand stays essentially flat all year. Running one undifferentiated marketing motion for both means overspending on one and starting the other too late.
Read · 7 minWhy 26% of Americans Now Ask AI to Do Their Taxes, and Why That's Riskier Than It Looks
AI-assisted DIY tax filing more than doubled in a year. Independent research shows the tools getting the question wrong more often than most filers would accept, and the opportunity is to be the trusted answer AI points people toward, not to out-compete it.
Read · 8 minWhy 57% of People Find Their Accountant Through a Friend, and What That Means for Everyone Else
Accounting is one of the most referral-dominated, least-advertised-into professional categories measured. That leaves most firms with no review system at all, a widening gap against the growing share of buyers who now check reviews and ask AI for a recommendation first.
Read · 8 minThread
Insurance agencies
The Five-Minute Rule: Why Insurance Quotes Go to Whoever Answers First
Shoppers now fire quote requests at several agencies at once and buy from the first useful reply. The gap between a five-minute response and a next-morning callback is the difference between a bound policy and a lost one, and the evidence is unusually clear.
Read · 8 minThe Real Cost of Buying Insurance Leads, and the Owned Surface That Beats It
Insurance carries some of the most expensive clicks on the internet, so renting demand from Google Ads and lead aggregators is a treadmill. The durable alternative is an owned surface, local, AI-answer and reputation visibility, that compounds instead of resetting to zero every time the spend stops.
Read · 8 minWhen Someone Asks AI Which Insurance to Buy, Is Your Agency in the Answer?
Generative engines have quietly inserted themselves between the shopper and the local agent, and today they tend to name national comparison sites, not the independent agency down the road. Why a page-one ranking no longer fixes it, and what actually moves the odds.
Read · 9 minWhy Online Reviews Now Decide Who Gets the Insurance Call
Insurance is a trust purchase, and the trust gate has moved to Google reviews. Recency, the rating threshold, and whether you respond now decide whether a cautious shopper even puts your agency on the shortlist, and the rules on how reviews may be earned have tightened.
Read · 8 minThread
Real estate discovery and choice
One Person, Three Fragments: The Personal-Brand Identity Problem Unique to Real Estate
Most NAR members work as independent contractors free to move between brokerages, and an agent's name, license, headshot and history routinely diverge across the brokerage bio, Zillow, Realtor.com and their own site. Engines cannot confidently recommend an agent they cannot confidently identify.
Read · 7 minSearch Starts It, Referral Still Wins It: What the NAR 2025 Profile Means for Agent Visibility
Online search is the most common first step for a home buyer, but referral and repeat business still decide which specific agent gets chosen, and most sellers only ever interview one. What that combination actually means for an agent trying to be found.
Read · 8 minWhat the NAR Settlement Actually Changed (and Didn't): Buyer-Broker Agreements and the New Commission Conversation
The $418 million NAR settlement didn't meaningfully lower commissions. It moved the fee conversation from a hidden MLS field to an explicit, buyer-facing discussion required before a single showing. What that shift actually means for an agent.
Read · 8 minWhy Your Best Reviews Are Trapped on the Wrong Platform
Most agents have real, positive reviews. They are just scattered a few on Zillow, a few on Google, a few on Realtor.com, none talking to each other. Zillow's own guidance says depth on one profile, not average star rating, is what actually drives contacts.
Read · 7 minThread
Home improvement
How Homeowners Actually Choose a Contractor in 2026 (And Where You Get Cut)
The remodeling decision is now front-loaded and mostly made before contact. The evidence on how a homeowner really moves from inspiration to shortlist, and the exact points where a thin or invisible firm gets silently cut.
Read · 9 minWhy Remodeling Leads Cost $250 to $542 a Job, and How to Stop Renting Them
Lead marketplaces sell the same inquiry to four or five contractors, and paid clicks in this trade run $27 to $44. The economics of renting demand, and why owned visibility is the only durable escape.
Read · 8 minThread
How buyers find and vet a local practice
How Chiropractic and PT Patients Actually Choose a Provider: Referrals, Reviews, and the Direct-Access Gap
Chiropractic and PT sit on two different default discovery paths. Chiropractic is direct-access by default; PT is majority physician-referred, but a rising and still-undertaught minority now self-refers. The evidence for what that means for visibility work.
Read · 9 minHow Dental Patients Find a New Practice in the Search-and-Answer Era
A new patient runs a short verification sequence, reviews, insurance, location, credentials, before booking a first exam. Each check is a visibility surface a practice can win, and the evidence for what actually moves the choice.
Read · 10 minThread
Reputation under regulation
The HIPAA-Safe Way to Ask for and Respond to Patient Reviews
Reviews decide most local medical decisions, but the two shortcuts an owner reaches for by instinct, screening who gets asked and confirming a relationship in a reply, are respectively an FTC violation and a HIPAA exposure. What the compliant version of both actually looks like.
Read · 10 minThe Regulated Review: How the FTC, State Medical Boards, and Bar Associations Each Police Testimonials Differently
Three separate regulatory regimes decide whether a business may publish that a patient or client said X, and each polices testimonials on different terms. A side-by-side reading of the FTC fake-review rule, state medical-supervision law, and the attorney-advertising standard, and what a compliant practice has to know before it posts.
Read · 12 minThread
The credence-good trust gap
Credence Goods and the Trust Gap: Why Legal, Dental, and Medical-Aesthetic Buyers Search Differently Than Retail Buyers
An economic framing for why three regulated verticals need fundamentally different visibility craft than local retail. Because the buyer cannot verify quality, the work is to make trust legible, not to advertise a product.
Read · 11 minHow Med-Spa and Aesthetics Patients Choose a Provider: Trust, Credentials, and the Limits of Online Search
Aesthetic-procedure buyers cannot verify from a page of search results the one credential that actually governs their safety. The evidence on how patients choose, what they substitute instead, and what med spa SEO can and cannot fix.
Read · 11 minThread
The marketplace toll
The Home Services Buyer Journey: Marketplaces, the Local Pack, and the Cost of Acquisition
A homeowner moves from a leaking pipe to a booked job through a short funnel with a toll booth in the middle. The evidence on where lead cost is highest, and where owned local-pack and AI-answer visibility escapes it, tiered by strength.
Read · 11 minThe Marketplace Tax: Comparing Customer Acquisition Cost Across Home Services, Real Estate, and Legal Lead Platforms
Lay the home-services shared-lead economics, the real-estate commission structure, and the legal-directory referral rules side by side. Where the marketplace toll is highest, where the numbers are solid, and where escape to owned visibility is most viable.
Read · 11 minThread
Franchise-brand visibility gap
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Generative engine optimization for B2B
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How buyers discover and choose an agent
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How fitness and wellness consumers decide
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How location structure changes the problem
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Local discovery for independent retail
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Provider selection under uncertainty
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Ratings, reputation, and revenue
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Reputation and the reviews-first buyer
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Reputation for independent retail
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Seasonal demand and maintenance
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The actual size of the average online store
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The in-stock signal for local retail
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The map pack and the "near me" query
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The marketplace tax and owned visibility
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Third-party proof and earned authority
Original research
Studies from this line of inquiry
Accounting and Tax: The Credence Gap AI Hasn't Closed
Tax and accounting clients cannot verify the work they are buying, so they lean on reputation and credentials instead of price, and even fast-growing AI adoption for filing has not closed that trust gap.
~2.3% Share of eligible taxpayers who registered for the IRS's free Direct File pilot in the 2025 season; most of those who did register never actually filed through it Read the study · 12 min ResearchFitness and Wellness: How Members Actually Find a Gym in a Record Year
US gym and studio membership just hit a record high, but the decision that gets someone through the door still runs through star ratings, short clips, and word of mouth, with the AI-answer layer still too new for anyone to measure.
81 million members, 26.1% penetration US gym, studio, and fitness-facility members in 2025, a record and a quarter of the population age 6+ Read the study · 9 min ResearchHome Services and Contractors: Market Evolution
Homeowners still call a local number to book a job, but the road that gets them there now runs through AI-produced summaries and answer engines long before anyone compares a bid.
68.01% (up from 60.45% in 2024) US Google searches that end with no click at all, Jan-Apr 2026 Read the study · 13 min ResearchHospitality and Lodging: Where Guest Discovery Is Headed
OTAs still take a growing share of independent-hotel bookings, but the bigger shift is in where travelers start looking, and no one has mapped that terrain for hospitality yet.
63.4% Share of independent-hotel bookings that went through an OTA globally in 2025, up from 61.3% in 2024 Read the study · 11 min ResearchHow Diners Actually Decide: Reviews Still Pay, AI Answers Remain Unproven
The restaurant-discovery stack is splitting five ways, but only one channel, the star review, has a proven link to revenue; everything after it, including AI-mediated answers, is still an open bet.
5 to 9% revenue increase Causal effect of a one-star Yelp rating increase on independent-restaurant revenue Read the study · 9 min ResearchHow People Find a Lawyer in 2026: Search Is Slipping, AI Answers Are Rising, and the Middle Is Still Unmapped
Google's share of attorney research dropped nearly 15 points in a single year and willingness to ask an AI chatbot the same question has climbed steadily since 2023, but no verified data yet shows how often a legal question actually lands inside the answer an AI engine gives.
79% (2025), up from 57% three years earlier Legal clients who research attorneys online before making contact Read the study · 11 min ResearchMed-Spa and Aesthetics: Market Evolution
Patients are moving to search, short video, and AI chat faster than the aesthetics industry is moving credentials onto those same surfaces, and 2026's prosecutions show what that gap costs.
$17B+ US med spa industry annual revenue, confirmed live on the trade association's own statistics page Read the study · 14 min ResearchMedical and Healthcare: How Patients Discover and Choose Providers Now
AI chatbots have caught up to social media as a health information source, but Google keeps them out of "near me" searches, so the local pack and online reviews still decide which provider gets the call.
32% of US adults used an AI chatbot for health information in the past year, now roughly matching social media use for the same purpose Read the study · 11 min ResearchRecord Reliance, New Rules: How Buyers Find a Real Estate Agent Now
Home buyers and sellers use an agent at record or near-record rates, but the settlement that pulled commissions off listings and the fast rise of AI chatbots as a discovery layer have redrawn how they find, vet, and choose one.
88% of home buyers purchased through a real estate agent or broker (July 2024 to June 2025) Read the study · 9 min ResearchThe Agentic Shopper Premium: Measuring the AI-Order Effect in Ecommerce
Shoppers who arrive at your store from an AI answer convert better and spend more than shoppers who arrive from a search result, across every measurement stack that has looked, but the channel is still small and every number so far comes from a vendor grading its own traffic.
~13x YoY order growth, +14% AOV AI-referred order growth and average-order-value lift on Shopify's merchant network, Q1 2026 Read the study · 11 min ResearchThe Comparison Paradox: Insurance Shoppers and Recommendation Behavior in the Answer Engine
Insurance shoppers are comparing more than ever and turning to AI to help, but the AI engines they consult often disagree with each other and, on at least one measured question, get the answer wrong more often than right.
3.5 quotes Average number of quotes pulled by US auto insurance shoppers, the highest recorded in J.D. Power's history Read the study · 11 min ResearchThe Five-to-One Rule: How AI Research Now Outweighs Sales Contact in Professional-Services Selection
Buyers now spend far more of their time on independent, AI-assisted research than in conversation with any single vendor's sales rep, and agencies and service providers top the list of what they research with AI.
27% of buying time on independent research vs. roughly 5 to 6% with any one vendor's sales rep Independent research vs. time with a single vendor rep Read the study · 12 min ResearchThe Local Retail Discovery Split: Map Pack, Marketplace, and the Rise of the AI Answer
Most local retail dollars still cross a physical counter, but the search that decides which counter is increasingly settled by an AI system before a human ever sees a list of choices.
16.9% Share of total US retail sales that happened online in Q1 2026 ($326.7B of $1,929.0B), with e-commerce growing 9.8% year over year against 3.9% for total retail Read the study · 11 min ResearchThe Offline Resolve: Why Chiropractic and Physical-Therapy Patients Research Like Buyers but Book Like Patients
Patients now research chiropractic and physical-therapy care like a considered purchase, but the evidence shows they still book it like a phone call to someone they trust.
84% Patients who check online reviews before choosing a healthcare provider Read the study · 10 min ResearchThe Parent Funnel Fork: How AI Homework Tools Are Splitting Tutoring Demand
Teens are adopting AI chatbots for homework faster than their parents notice, while the paid, human side of tutoring keeps growing right alongside it.
54% US teens (ages 13-17) who have used an AI chatbot for schoolwork help Read the study · 12 min ResearchThe Six-Screen Search for a Dentist
Patients now spread their trust across an average of six discovery sources, including AI answers, while most dental practices still can't see what those sources are saying about them.
$189 billion U.S. national dental expenditure in 2024, up 4% year over year after inflation, driven mainly by a 9% rise in government dental program spending Read the study · 11 min ResearchThe Verification Funnel: How AI Search Is Rewiring Auto Repair Discovery
AI answer engines cite businesses far less often than Google's map pack surfaces them, in every category researchers have measured so far. No one has measured the gap for auto repair yet, but the category's math points the same direction.
68.01% of US Google searches ended without a click in the first four months of 2026, up from 60.45% in 2024 Read the study · 11 min ResearchValidation, Not Discovery: How Beauty and Salon Bookings Really Move Through Search and Social
The "78% of bookings trace to local search" statistic you've probably seen has no real source behind it, but the verified evidence still points somewhere useful: toward reviews and local search as the checkpoint nearly every booking passes through, no matter where discovery started.
97% of consumers read online reviews for local businesses Read the study · 9 min ResearchVeterinary and Pet Care: Market Evolution
Pet spending keeps climbing while what the average household spends on its own dog or cat has already softened once, and a growing, still-uncounted share of the clinics collecting that spending answer to owners whose names never appear on the sign.
$41.0B → $42.4B (2026 proj.) US veterinary care and product sales, 2024 actual to 2026 projected, within a total pet-industry spend of $158B to $165B Read the study · 11 minKeep reading
The other lines of inquiry
The Macro Shift
The once-in-a-generation change in how people find a business.
The Attention Landscape
Where a market’s attention actually sits, and how it keeps moving.
Discovery Science
How buyers find a business now, across search and AI answers.
Choice Science
Why a buyer picks one business over another once both are found.
Conversion Science
Turning a visit you already earned into a booked customer.
Demand & Paid Media
Buying attention accountably, when you need customers this quarter.
AI Operations
Putting the routine work of a business on evaluated AI systems.
MSME & Global Commerce
The economics of the small and mid-size business online.
Trust, Ethics & Regulation
The line between persuasion and manipulation, and the rules that hold it.
Measurement & Honesty
Measuring visibility truthfully, and refusing the numbers that lie.
See where you stand in your own market.
A specialist-reviewed read of your visibility across search and AI answers, for your business and your market. No guaranteed number, and no obligation.