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Education and nonprofits

When students ask AI where to apply, is your school on the list?

Students, parents and donors now ask ChatGPT, Google and other AI tools where to apply and where to give. We measure whether you’re named, whether your programs, costs, deadlines and impact are right, and report it every month next to inquiries, applications and gifts.

AI visibility checkIllustrative example
Which small colleges have the best nursing programs?
ASK 8 AIs

We test and optimize for

  • ChatGPT
  • Google AI
  • Gemini
  • Claude
  • Perplexity
  • Grok
  • Copilot
  • Meta AI
✓Named!Named, wrong facts✕Not mentioned
Your college
2/ 8

Named by 2 of 8, and 1 gives last year’s tuition. Students comparing programs mostly hear about others.

A large state university was named by 8 of 8.
Fictional schools, groups and answers, showing what our audit checks.

The shift

The college search now starts with a question.

46%of high school students use AI tools such as ChatGPT during their college search.EAB, 2026 ↗
  • It narrows the list early. Students compare programs and costs before they ever visit.
  • It repeats stale numbers. Last year’s tuition, an old deadline, a program you’ve since added or closed.
  • Donors ask too. Which local charities make the best use of a gift, and what they’ve achieved.

What AI gets wrong

One answer. Three problems.

A sample answer, annotated the way our audit marks it. These four kinds of error come up again and again.

Costs

Last year’s tuition

Cost figures are copied from old guides.

Tuition $38,200$39,900 for 2026–27
Deadlines

Dates that changed

Admission calendars move; AI answers don’t.

Apply by March 1Rolling admission since 2025
Programs

Programs you added

New programs take months to reach AI answers.

No online MBAOnline MBA launched this fall
Impact

What you’ve achieved

Nonprofit impact figures go stale fast.

Serves 2,000 familiesServed 5,400 families last year
AI assistantAnnotated sample

Which small colleges have the best nursing programs?

Strong nursing programs at smaller schools include:

  1. A large state universityHighly ranked BSN with a large clinical network.
  2. Your collegeSmall classes and a BSN program. Tuition about $38,200; applications due March 1.
  3. A private college nearbyAccelerated BSN for career changers.
1Last year’s tuition. 2026–27 tuition is $39,900, before aid.
2Old deadline. You moved to rolling admission in 2025.
3Missing. Your licensure-exam pass rate, your strongest number, isn’t mentioned.

What people ask

Twelve questions. Eight AI platforms.

The audit tests the questions your students, families and donors actually ask, side by side with the schools or groups you compete with. Here is a fictional sample of what the results look like.

Sample audit grid12 questions · 8 AI platforms · a fictional college
Sample
Students and families
Which small colleges have the best nursing programs?2/8
What does your college cost after financial aid?6/8
When is the application deadline at your college?6/8
Which private high schools near me are strong in STEM?1/8
Programs and outcomes
Does your college offer an online MBA?4/8
Is your college or a rival better for engineering?2/8
What’s the job placement rate for your program?4/8
Is your college accredited?7/8
Donors and supporters
Which local charities make the best use of a donation?2/8
What does your nonprofit do with donations?5/8
Is your nonprofit a legitimate charity?7/8
Which museums near me have free admission days?2/8
✓Named!Named, wrong facts✕Not mentioned
Named in 48 of 96 answers · 20 with wrong facts

How we work

Be found. Be right. Prove it.

01

Be found

  • Named when students and donors ask about your programs and cause, not just your name
  • Your share of AI answers against the schools or groups you compete with
  • Eight AI platforms, tested every month
02

Be right

  • Programs, costs, deadlines and impact stated correctly
  • The college guides, directories and charity profiles AI leans on, kept current
  • Program and giving pages AI tools can read
03

Prove it

  • A one-page monthly Scorecard for your leadership and board
  • Inquiries, applications, gifts or visits next to AI visibility
  • What moved, what likely moved it, and what to do next

Prove it

What your leaders and trustees see every month.

One page, in plain English, with the numbers you’re judged on next to last year and next to your AI visibility. It shows trends side by side; it doesn’t claim that any one change caused them.

ScorecardSample college · SeptemberSample data
Inquiries2,860▲ 10%vs. last year
Applications started914▲ 6%vs. last year
AI answers naming you29%▲ 8 ptsvs. last year
Wrong facts open5▼ 6vs. last year
Share of AI answers naming you12 months
60%30%0%Month 1Month 12 First fixes live You 29% Rival 44%
This month, in plain English
What moved
AI answers naming you rose 8 points, led by nursing program questions.
What likely moved it
Updated program pages and a corrected tuition figure in two college guides.
What’s next
One assistant still lists last year’s application deadline.

The rules we work within

Accurate, private and approved.

No student records

We never need student records. FERPA-protected data stays with you. The Scorecard uses totals you choose to share, such as inquiries and applications by month.

Official numbers only

Tuition, aid, outcomes and accreditation are stated exactly as your official sources say, and your team approves every change.

Donor trust

Impact figures come from your own reports. We don’t write reviews or testimonials, and we never need donor records.

Your compliance and communications teams have the final say. We aren’t lawyers, and nothing here is legal advice.

The engagement

Three steps. Clear prices.

STEP 1

Free AI snapshot

$0

A 3-page read on how five AI platforms answer the questions your students, families and donors ask, next to up to three competitors.

STEP 2

Two-week audit

$6,500 flat

Eight AI platforms, your competitors, your website and listings, your first Scorecard and a 90-day roadmap you keep.

STEP 3

One monthly plan

From $3,000/mo

Your Scorecard every month and the tools run for you. Growth and Full Partner add the fixes. Setup included.

Minimums: 3 months (Visibility), 6 months (Growth), 12 months (Full Partner). Larger or multi-audience work is scoped after a conversation. See full pricing →

Boutique by design

Founder-led. Senior from day one.

You won't be handed to a junior account manager. The people who run your audit build what comes next, with the same AI tools we sell.

GW Labs was founded by Rob Goldstein, who has spent more than 20 years building brands, events and the revenue behind them, including co-founding an Inc. 5000 craft beverage company.

  • Inc. 5000craft beverage company our founder co-founded and served as CMO, then CRO
  • Top 4%of ~11,000 U.S. craft breweries by production
  • 100,000+email subscribers built from zero
  • 30+festivals produced

FAQ

Questions

Do you work with colleges, schools and nonprofits of different sizes?

Yes. The method is the same; the questions and the numbers change. A college tracks inquiries and applications. A nonprofit tracks gifts, volunteers or visits.

Do you need access to student or donor data?

No. We work from public information and the totals you choose to share.

Can you change our rankings?

No, and we won’t try. Rankings belong to their publishers. We make sure the facts AI repeats about you are current and accurate.

We buy with public or grant funds. Can that work?

Yes. If your budget doesn’t fund the plan, you can end it at the end of the funded period with no penalty. A W-9, sample agreement and scope document are available on request.

What does it cost?

The snapshot is free. The two-week audit is $6,500, and monthly plans start at $3,000. Universities and multi-campus systems are scoped after a conversation.

Find out what AI
says about your school.

Free, in plain English, with no sales call required.