“What's the best project management tool for a 12-person agency?”
AI engines answer software questions almost entirely from review platforms and comparison content. A SaaS brand without a populated G2 or Capterra profile has no evidence attached to it, and engines recommend whichever product they can quote ratings and audience fit for. Constrained questions — team size, budget, compliance, integrations — decide almost every recommendation.
Cited most: g2.com, capterra.com, trustradius.com, getapp.com
Read the saas & software guide →“Where should I buy a durable commercial floor mat with my logo on it?”
For product questions AI engines lean on marketplaces, retailer listings, and review aggregators, then favour merchants whose specifications, prices, and shipping terms are stated in crawlable text. Product pages that render specs only in JavaScript, or bury price behind an interaction, are invisible at exactly the moment a purchase decision forms.
Cited most: amazon.com, trustpilot.com, reddit.com, google.com/shopping
Read the ecommerce & retail guide →“Who's a good employment lawyer in Denver for a wrongful termination case?”
Legal questions are answered from legal directories and review platforms far more than from firm websites. Engines cite Avvo, Justia, FindLaw, and Google reviews, and they weight practice-area specificity heavily — a firm listed as 'general practice' rarely surfaces for a named matter type, however strong its actual expertise.
Cited most: avvo.com, justia.com, findlaw.com, martindale.com
Read the law firms & legal services guide →“Which dermatologist near me takes Aetna and treats adult acne?”
Healthcare answers are assembled from provider directories, insurer networks, and review platforms, and engines are unusually conservative here. Missing or contradictory information about credentials, accepted insurance, or accepting-new-patients status typically causes a practice to be skipped rather than hedged, because the safe answer is to name someone verifiable.
Cited most: healthgrades.com, zocdoc.com, vitals.com, webmd.com
Read the healthcare & medical practices guide →“Who's the best listing agent for a condo in Austin under $500k?”
Real estate answers draw on the portals, not agent websites. Zillow, Realtor.com and Redfin supply the transaction history, review counts, and price-band specialisation that engines quote, so an agent's visibility is largely decided by how complete and current those profiles are.
Cited most: zillow.com, realtor.com, redfin.com, homes.com
Read the real estate guide →“Which fee-only fiduciary advisor works with tech employees with RSUs?”
Financial answers lean on regulatory records and directories — engines cite FINRA BrokerCheck, the SEC's adviser database, and NAPFA before they cite a firm's own site. Registration status, fee structure, and disciplinary history are treated as facts to verify, and unverifiable firms are omitted rather than described cautiously.
Cited most: brokercheck.finra.org, adviserinfo.sec.gov, napfa.org, investopedia.com
Read the financial services guide →“Who should I call for emergency plumbing in Sacramento on a Sunday?”
Local answers are built from map profiles, service directories, and review platforms, and they turn on exact consistency of name, address, and phone number. Mismatched details across listings are the most common reason a qualified local business is skipped, followed by unstated service areas and hours.
Cited most: google.com/maps, yelp.com, angi.com, thumbtack.com
Read the local & home services guide →“Where can I get a good gluten-free dinner near Union Square tonight?”
Hospitality answers come from map profiles, reservation platforms, and review sites, and they hinge on attributes rather than adjectives. Dietary options, hours, price band, and whether you take reservations are the fields engines match against — a venue that has not published them is filtered out before quality is ever considered.
Cited most: google.com/maps, yelp.com, tripadvisor.com, opentable.com
Read the restaurants & hospitality guide →“Which agency should we hire for B2B demand gen in fintech?”
Agency questions are answered from directories, case-study content, and industry lists rather than from agency homepages. Engines match on vertical and discipline, so an agency positioned as full-service is rarely named for a specific brief, while a narrow specialist with published, named results is.
Cited most: clutch.co, g2.com, designrush.com, linkedin.com
Read the agencies & professional services guide →“What's the best online data analytics course for a career changer?”
Education answers rely on course aggregators, learner reviews, and accreditation records. Engines weight outcomes and credentials — completion rates, accreditation, and what graduates go on to do — and programmes that publish none of these are compared unfavourably with ones that do, regardless of teaching quality.
Cited most: coursereport.com, switchup.org, reddit.com, linkedin.com
Read the education & training guide →“Who supplies food-grade stainless conveyor belting in the Midwest?”
Industrial sourcing questions are answered from supplier directories and specification data. Engines cite Thomasnet, IndustryNet, and trade databases, and they match on capability specifics — materials, tolerances, certifications, capacity, geography. A supplier whose specifications are not published as text cannot be matched to a requirement.
Cited most: thomasnet.com, industrynet.com, globalspec.com, linkedin.com
Read the manufacturing & industrial guide →“Which charities working on clean water actually use donations efficiently?”
Nonprofit answers are dominated by evaluators and filings. Engines cite Charity Navigator, GuideStar/Candid, and Form 990 data, and they weight financial transparency and programme-expense ratios heavily. An organisation with an incomplete evaluator profile is compared unfavourably with one whose numbers are published, whatever its actual impact.
Cited most: charitynavigator.org, candid.org, givewell.org, propublica.org/nonprofits
Read the nonprofits & foundations guide →Find out which sources decide your category
Every audit lists the exact domains AI engines cited when answering your buyers’ questions.
