AI usually names a school, but it gets the names from directories. Claude with live web search named at least one school or provider in 46 of our 50 education questions (92%), with 5.0 per answer. Directories were 45.9% of the sources, the second highest share of the 10 industries in our US study after law firms, and 46 of the 50 answers cited at least one.
Each kind of question had its own directory: Niche for private schools, Winnie for daycare, Varsity Tutors and Wyzant for tutors, Zutobi for driving schools, Course Report for coding bootcamps. Where those directories do not rank anyone, as with SAT tutors, AI hedged. Spanish questions did better than English: all 10 named someone. The lists were wide open: 95% of the 218 schools and providers named appeared in only one answer.
What we asked
50 questions written the way US parents and learners ask them. The 40 English questions were spread over eight cities, 5 each: Dallas, Orlando, Nashville, Philadelphia, Chicago, Seattle, Austin and Tampa. They cover ten kinds of request: best daycare, best private school, a preschool with reasonable tuition, an SAT math tutor, a coding bootcamp, coding classes for kids, a school for kids with ADHD, a driving school, English classes for adults and an affordable after-school program. By intent: 20 specific, 16 compare and 4 price. The 10 Spanish questions were set in Denver and Houston (5 each), tagged "mixed". Six of them, word for word:
| Question | Language | Intent |
|---|---|---|
| Best daycare in Dallas? | English | compare |
| Which private school in Nashville is the best? | English | compare |
| Best math tutor in Orlando for SAT prep? | English | specific |
| Affordable after-school program in Nashville? | English | price |
| Mejor guardería en Denver (best daycare in Denver) | Spanish | mixed |
| Mejor escuela de manejo en Houston (best driving school in Houston) | Spanish | mixed |
How often AI named a school
Claude named at least one school or provider in 92% of education answers and hedged on 4 (8%). Lists averaged 5.0 names. The split by question type shows where it went quiet:
| Question type | Questions | Named anyone | Names per answer |
|---|---|---|---|
| Compare (daycare, private school, bootcamp, driving school) | 16 | 100% | 6.1 |
| Specific (preschool, tutor, kids' coding, ADHD, English classes) | 20 | 85% | 4.4 |
| Price (affordable after-school program) | 4 | 75% | 3.7 |
| Spanish (all types) | 10 | 100% | 4.8 |
The four hedges tell the story. Two were SAT math tutor questions (Orlando and Seattle), answered entirely from tutor marketplace profiles that rank no one. One was "Which school in Chicago is best for kids with ADHD?", where the answer said results naming schools were mostly outside Chicago. The fourth was the Nashville after-school question, answered from the city's free public program, which counts as a government body, not a business.
Compare questions, by contrast, got the longest lists (6.1), because "best daycare" and "best private school" match directory and blog list titles exactly. Almost every name was a business; individuals were 0.9% of names, two tutors listed by first name and initial. Claude stayed careful: in at least 32 of the 50 answers it said there was no single best option or no reliable ranking.
Where the answers came from
Claude cited 455 sources for the 50 education answers, 9.1 per answer, from 204 different websites, sorted into the same nine types as the main study.
| Type of source | Education (455) | All 10 industries (4,587) |
|---|---|---|
| Directories, marketplaces and "best of" list sites | 45.9% | 37.3% |
| Schools' own websites and other sites | 27.0% | 29.0% |
| News and media (city and parenting media) | 12.7% | 11.0% |
| Off-topic hosts (spam-style pages on unrelated sites) | 9.2% | 15.9% |
| Government sites | 3.5% | 0.9% |
| Social media and forums | 0.9% | 1.6% |
| Press releases and review platforms | 0.6% | 4.4% |
Government sites had their highest share of any industry (3.5%): city after-school programs, public libraries' English classes and a county human services finder. These were the sites cited most:
| Site | Citations | Answers | Used for |
|---|---|---|---|
| varsitytutors.com (three addresses) | 33 | 5 | SAT math tutor profiles by city |
| niche.com | 19 | 7 | Private school and preschool lists by metro area |
| winnie.com | 16 | 10 | Daycare and preschool listings, in English and Spanish |
| wyzant.com | 13 | 6 | Tutor profiles |
| zutobi.com | 11 | 3 | "Best driving schools" pages, often for nearby suburbs |
| collegetransitions.com | 10 | 5 | A college admissions blog's "Best Private Schools in" city lists |
| coursereport.com (two addresses) | 14 | 6 | Coding bootcamp reviews and rankings |
| threebestrated.com | 7 | 7 | "3 Best" lists for day cares and driving schools |
Notice how the directory pages miss the city. For "Best driving school in Nashville?", Zutobi's pages included Spring Hill, Murfreesboro and Cheatham County, and for Orlando, Satellite Beach. Winnie's Dallas results included Dallas, Oregon.
The spam layer was lighter than in most industries: 42 sources from 30 unrelated websites, in 22 answers, and most of the sources in only 1. Described without naming the sites: a news site's search subdomain with "Top Ranked Schools for ADHD Children in USA", two university servers with "24 Hour Daycare Centers In Philadelphia", and a photography tutorial site with a Nashville driving schools page.
Review sites barely came up: 2 answers mentioned Yelp and 4 Google reviews, and none cited either.
The schools named most often
The 50 answers named 218 different schools and providers in 231 mentions, and 95.4% were named only once. These were named most often in our answers:
| School, as named | Answers (of 50) | Where |
|---|---|---|
| General Assembly | 4 | Coding bootcamps in Dallas, Chicago and Tampa; kids' coding in Seattle |
| CodeWizardsHQ | 3 | Kids' coding classes in Orlando, Seattle and Austin |
| Bright Horizons | 2 | Dallas (daycare, preschool) |
| Cuddly Kids | 2 | Dallas (daycare, preschool) |
| Dallas Day School | 2 | Dallas (daycare, preschool) |
The top five took 5.6% of mentions. The two names that repeat across cities are online programs that answer the same question everywhere. CodeWizardsHQ's own site was cited 6 times, in exactly the three answers that named it. For a local daycare or private school, the spot is decided city by city, from whichever directory or "best of" list the search finds.
Not a ranking. Counts from one assistant on one day, 21 October 2026, not our ranking or an endorsement. A school missing here may be excellent, and the lists change from day to day.
City by city
Each city had 5 education questions, so these are notes, not rankings.
| City (English) | Questions | Named anyone | Per answer | Directory sources |
|---|---|---|---|---|
| Austin | 5 | 100% | 6.0 | 33.3% |
| Tampa | 5 | 100% | 5.4 | 56.5% |
| Dallas | 5 | 100% | 4.6 | 21.7% |
| Philadelphia | 5 | 100% | 4.0 | 41.3% |
| Chicago | 5 | 80% | 6.0 | 37.8% |
| Nashville | 5 | 80% | 5.3 | 63.0% |
| Orlando | 5 | 80% | 5.0 | 51.1% |
| Seattle | 5 | 80% | 4.5 | 52.2% |
- Dallas leaned least on directories. Its adult English classes answer was built from Dallas College and the public library's event pages, and named only Dallas College.
- Nashville leaned most on directories (63%), and two of its answers met same-name or out-of-town pages: a tutor page for Nashville, North Carolina and suburban driving school pages.
- Philadelphia had the most spam (19.6% of sources), many of them copies of "24 hour daycare" pages.
What the Spanish questions showed
| English (40) | Spanish (10) | |
|---|---|---|
| Answers naming at least one school | 90% | 100% |
| Names per answer, when any | 5.1 | 4.8 |
| Hedged | 10% | 0% |
| Directory sources | 44.7% | 51.1% |
| Sources with a "best" or "top" style title | 42.7% | 15.6% |
Education was one of the few industries where Spanish did better than English. All 10 Spanish questions got Spanish answers with names. 29 of their 90 sources (32.2%) were Spanish pages, above the 23.8% across all Spanish answers in the study, and 9 of the 10 answers cited at least one. The reason was directories that publish Spanish versions: GreatSchools' Spanish school profiles (6 citations) and Winnie's Spanish daycare pages (4).
Two Denver answers show the risks. "Mejor guardería en Denver" found Winnie pages for Denver, Iowa, and said so. "Mejor escuela de manejo en Denver" found articles about driving schools in Durango, Mexico; the answer flagged them, but one Mexican school still made its list of three.
Three real answers
Best math tutor in Orlando for SAT prep?
The search didn't identify a single "best" Orlando tutor. It returned Varsity Tutors directory pages listing SAT math tutors serving Orlando, and those pages don't rank anyone.
Best daycare in Dallas?
The results don't name a single authoritative "best" daycare in Dallas. They're mostly blog lists and directory pages, and several of them are about other cities.
Mejor guardería en Denver
Varios resultados de Winnie corresponden a Denver, Iowa, no a Denver, Colorado, así que no son relevantes para tu búsqueda.
What a school or childcare business should do
- Claim the directory that answers your kind of question. Daycare and preschool: Winnie and Niche. Private schools: Niche and GreatSchools. Tutors: Varsity Tutors and Wyzant. Driving schools: Zutobi and ThreeBestRated. Coding: Course Report, SwitchUp and CourseHorse. Complete every field: ages, hours, tuition, languages.
- Publish one page per program and location. "Infant daycare in Tampa, Florida", "SAT math tutoring in Seattle, Washington", with ages, schedule, tuition and address. Compare questions got 6.1 names per answer from pages titled that way.
- Put tuition and fees on the page. A range is enough. The Tampa preschool answer led with the one program whose page listed weekly rates; the Philadelphia and Chicago answers fell back on tuition figures from 2018 and 2001.
- Write the city and state, every time. Winnie pages for Dallas, Oregon and Denver, Iowa, and a tutor page for Nashville, North Carolina, all turned up in these answers.
- If you tutor, give AI something to name. Marketplace profiles with first names led to hedges. A page on your own site with your full name, subjects, scores and city gives the answer a name to use.
- Publish Spanish pages if families speak Spanish. Spanish answers used GreatSchools' and Winnie's Spanish pages heavily. Turn on Spanish where your directory offers it, and add a Spanish page per program on your own site.
- Measure the same questions monthly on ChatGPT, Gemini and Claude, with dated screenshots, and keep Google reviews healthy: parents check them before a tour.
What we'd do for you, and what we don't promise
We do this work for US schools and childcare businesses, remotely from Dubai, with traditional SEO included and ChatGPT and Gemini (Google AI) tracked on every plan. It starts with a free AI check: 10 real parent or student questions and the schools AI names instead of you. The AI Visibility Audit (30 questions, 4 AI tools, 3 competitors, screenshots and a 90-day plan) is USD 549. Monthly plans are USD 1,249 (Foundation), USD 2,349 (Growth) and USD 4,399 (Authority), month to month, with no lock-in and no setup fee. Details at adjoltz.com/us.
In the first 30 days of any plan, if AI does not name you for at least 3 commercial questions on the list you approved, or you are unhappy for any other reason, we refund 100% of what you paid, in cash, within 7 working days (guarantee rules). We don't promise a top spot on any assistant, rankings, places on any directory's lists, enrollments, or a US office. We do not have one.
Method and limits. 50 education questions from our 500-question US AI visibility study 2026, each sent once, word for word, to Claude with Anthropic's live web search tool on 21 October 2026, between 21:31 and 23:12 UTC. Platforms, directories and government programs were not counted as names. Source types were coded by us with hand-checked lists, so the off-topic share is a floor, and simple name matching may make the "named once" share slightly high. One assistant, one day, one run: Pew Research Center found 44% of US adults use ChatGPT and 6% use Claude. We did not check that every named school is licensed or open. Every question and its numbers: study data (CSV).