“I want a place where the kids who don’t fit anywhere finally fit somewhere.”
By.ai gives private schools, tutoring networks, summer programs, and education consultancies the AI infrastructure to match every family with the right opportunity — backed by real research, not just a directory.
“I want a place where the kids who don’t fit anywhere finally fit somewhere.”
“I want the school where the bar is the highest. No excuses, no apologies.”
One of them is going to thrive. The other is going to leave. The problem with most education matching is that it ranks schools instead of fitting them to students.
By.ai is built on the opposite premise: that the right school depends on the kid asking, and the right kid depends on the school asking.
Most education matching is a filterable list of schools, programs, or tutors. Filters can narrow a long list. They can’t tell a family whether this school is right for this kid.
Independent education consultants do real, valuable work — but most families can’t afford one, and consultants can only serve so many families. The thoughtful matching that families need is out of reach for most.
Schools and programs spend enormous effort marketing to families who aren’t a fit — and miss the families who would be. Inquiry-to-enrollment rates suffer; mission alignment suffers more.
Fit Intelligence brings the four By.ai roles into a single layer that powers the family-facing search experience, the institution-facing admissions experience, or both.
Built on the By.ai Advisor
Talks to families in your brand’s voice — across web, email, and SMS — with full context of what they’ve explored, what they care about, and what they’re trying to find.
Built on the By.ai Curator
Scores every school, program, or tutor in your network against the family asking — with reasoning attached. Not a filtered list. A real recommendation.
Built on the By.ai Persona Designer
Builds a living understanding of every family from the first inquiry forward — values, priorities, the kid’s specific story, and what “fit” really means for them.
Built on the By.ai Researcher
Reads the institutional landscape, the program details, the curriculum, the culture — and synthesizes it into evidence-backed recommendations.
A family submits an inquiry. Your Education Advisor opens a warm thread: tell us about your kid. Your Persona Designer captures the answers — interests, values, what they liked about previous schools, what they didn’t.
Your Curator surfaces three or four programs scored specifically for this kid — with a real explanation of why each one fits. Not “ranked highly by U.S. News.” Actual reasoning rooted in what the family told you.
The family asks a question. Your Researcher pulls program details, real reviews, recent news, and synthesizes a clear answer. Your Education Advisor delivers it in your brand’s voice, with citations.
Fit Intelligence is built for private schools and networks, tutoring and enrichment programs, summer and gap-year programs, education consultancies, and any institution where the right match matters more than the most applications. If your team is doing thoughtful matching today and looking for the infrastructure to do it at scale — without turning it into a directory — we should talk.