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AI College Prep Academy

Private College Consultant Serving Northbrook, Glenview & the North Shore — AI-Native, Engineer-Led (2026)

By Peter Lee, UC Berkeley ’18 · Ex-Amazon AI Engineer · 11 years in education · Updated June 2026

AI College Prep is a private, AI-integrated college consulting practice serving students at Stevenson, Glenbrook South, New Trier, and other North Shore schools. Founded by a UC Berkeley graduate and 8-year Amazon AI engineer with 11 years in private education and 80+ placements at top-20 universities.

Who serves North Shore families — and what “AI-native” actually means in 2026

The North Shore has no shortage of tutoring options. C2 Education has centers in Glenview and Vernon Hills. Wyzant and Varsity Tutors will match a Northbrook family with a marketplace tutor in under an hour. North Shore College Consulting and a handful of boutique advisors have worked this territory for years.

What none of them offer is this: a single engineer who spent eight years building production AI systems at Amazon and Ring, who has personally placed 80+ students at top-20 universities over 11 years in private education, and who builds a custom AI-powered study and application workflow for each student as part of the engagement.

That is what “AI-native” means at AI College Prep. It does not mean handing a student a chat app and calling it a service. It means the engineer who designed the program understands exactly what AI does well and what it cannot do — and structures the student’s work accordingly. The AI handles practice generation, retrieval, and schedule optimization. The human coaching handles essay voice, school selection strategy, and every judgment call the machine cannot make.

In the North Shore context, that specificity matters. Stevenson HS students face a well-resourced applicant pool. Glenbrook South sends students to strong regional programs and to selective national schools every year. New Trier families have access to a strong in-school counseling department — but the college counselor at a school like New Trier carries a caseload that makes sustained 1:1 attention structurally impossible. That gap is what this practice is designed to fill.

“I spent eight years at Amazon building AI that had to be accurate, safe, and explainable to real people. That is the standard I applied when I designed how we use AI with students. The honest answer is that AI can do certain things better than any tutor can — and certain things that no AI should ever attempt. Knowing which is which is the whole job.”
— Peter Lee, Founder, AI College Prep

What is the AI Study OS — and why it is not another prep tool

Every AICP engagement for North Shore students includes building what we call the AI Study OS: a custom, student-owned system of AI-powered workflows that the student runs independently after we build it together.

This is different in structure from any tutoring or coaching product a North Shore family has seen before, so it is worth being specific about what it is and what it is not.

What the AI Study OS is:

  • A set of AI-powered practice and retrieval tools built around the student’s specific course load, AP sequence, and application timeline — not a generic app
  • A study habit architecture designed so the student is doing harder, more focused work in less time, not substituting AI for effort
  • An academic integrity framework built in from the start — students who complete the program understand where the line is and why, which is also the answer to the most common parent question we get about AI use

What the AI Study OS is not:

  • A subscription app (there is no software subscription; the system the student builds is theirs)
  • A replacement for the student’s own thinking — the architecture puts the AI on repetition and the student on judgment, deliberately
  • A way to automate the college essay (the essay voice is the one place where there is no AI shortcut; we teach that early and clearly)

For Stevenson HS students, the OS is calibrated around the AP course sequence typical of Stevenson upperclassmen, the PSAT/National Merit timeline, and the competitive applicant pool that school generates. For Glenbrook South and New Trier students, the calibration adjusts to their school’s course offerings and counseling calendar.

The six-week AI Study OS cohort ($1,200 per family, one student seat and one parent seat) is the fastest way to see how this works before committing to a longer engagement.

“Parents in Northbrook and Glenview ask me why we build a custom system instead of just using Khanmigo or Khan Academy. Khan Academy is an excellent free tool. I use it. But it shows your student what to practice. It does not show the student how to build the system, hold them accountable to a timeline, or integrate the study plan with their actual college application runway. That is what the coaching layer does.”
— Peter Lee, Founder, AI College Prep

Local school fluency — why Stevenson, Glenbrook South, and New Trier matter to how we work

College consulting that ignores the specific school context is general advice. General advice is available in abundance. What is scarce on the North Shore is a consultant who understands the applicant pool, the course sequencing, and the counselor capacity at these specific schools.

Adlai E. Stevenson HS (Lincolnshire) sends a strong number of students to selective universities each year and has a well-regarded in-school counseling program. The in-school team is competent; the caseload per counselor makes sustained individualized attention a resource constraint, not a failure of the team. Students who come to us from Stevenson typically need help with two things: managing the AP course load in junior year without burning out, and building a college list that is honest about their actual profile rather than padded with reach schools.

Glenbrook South HS (Glenview) has a competitive cohort with a range of application outcomes. GBS students we work with often have strong test scores and transcripts but underdeveloped application narratives — they know their stats but have not yet made sense of what distinguishes them as a person. That is an essay and story problem, not a credentials problem, and it is what sustained 1:1 work is best at.

New Trier HS (Winnetka) operates one of the most resourced high school counseling departments in Illinois. Families who come to us alongside New Trier’s program are typically looking for an additional voice on school strategy and essay development — not to replace the school counselor but to add a perspective with a different vantage point. We work alongside, not against, the in-school counseling relationship.

Lake Forest HS and students from Deerfield, Highland Park, and Lincolnshire follow similar patterns: strong in-school support, competitive applicant pools, and a gap at the intersection of AI-powered study efficiency and individualized application strategy.

For every school, we calibrate the engagement to the student’s specific course load, AP sequence, extracurricular commitments, and application calendar — not a generic template.

“The families I work with on the North Shore are not looking for someone to tell them that admissions is competitive — they know that. They want someone who can look at their specific student’s transcript, course load, and story, and tell them honestly what the realistic range of outcomes is and what work will actually improve it. That is a different service than general college prep advice.”
— Peter Lee, Founder, AI College Prep

How is this different from C2 Education, a local consultant, or a tutoring marketplace — an honest comparison

North Shore families doing their research will encounter several well-established options. Here is an honest side-by-side.

C2 Education (Glenview · Vernon Hills): C2 is a national franchise with physical centers. The in-center model works well for students who benefit from a structured physical environment and flexible scheduling across a pool of tutors. What the franchise model does not offer is consistency of counselor — a student may work with different staff depending on availability — or the AI-integrated application workflow that is central to how we work. C2’s strength is access and scheduling flexibility; AI College Prep’s strength is consistency and the agentic system layer.

North Shore boutique consultants: There are well-regarded independent consultants on the North Shore who have placed students at strong universities over many years. The honest difference is the AI integration and the engineering background. A consultant who does not build AI systems for a living cannot teach students how to use AI correctly in their study and application process — because that requires understanding what the technology actually does at a production level, not what the product demos show.

Wyzant / Varsity Tutors / Thumbtack: Marketplace platforms offer access to a broad pool of tutors quickly, with hourly rates that vary widely by subject and tutor experience. The match is algorithm-based; the tutor may or may not be the same person across sessions. For students who need targeted subject help and are otherwise managing their college planning independently, the marketplace can work. For students who need a coherent, integrated approach across study efficiency, AP performance, and college application strategy, the marketplace model has structural limits. There is no continuity of relationship, no system architecture, and no AI-integration layer.

The honest framing we use with every family: if your student needs a single subject tutor for one semester, the marketplace is fine and more cost-efficient. If your student needs a sustained strategic guide who builds their entire academic productivity system and leads them through the application process, that requires a different kind of relationship — and that is what this practice offers.

“I do not tell North Shore families that C2 or a good local counselor is a bad choice. They are not. What I tell them is what I offer that those options do not: an engineer who built production AI at Amazon, who places 80+ students at top schools personally, and who builds a custom AI workflow for every student as part of the work. That combination does not exist elsewhere on the North Shore. I know because I looked.”
— Peter Lee, Founder, AI College Prep

Fees and what is included — AI-Productivity + College Consulting for North Shore students in 2026

Pricing is not hidden here. North Shore families are used to pricing transparency in professional services, and this practice runs the same way.

AI-Native College Consulting — Full Year

$12,500 per student

This is the flagship engagement, designed for students who start no later than junior year and carry through the full application cycle. What it includes:

  • A custom AI Study OS build in the first four weeks — not a generic workflow, but the student’s specific system built around their AP sequence, course load, and application calendar
  • 1-2 meetings per month, structured around upcoming milestones (PSAT, ACT/SAT sitting dates, AP exams, early action deadlines, regular decision deadlines)
  • College list development: honest, calibrated to the student’s actual profile — not a wish list padded with reach schools
  • Essay development: the student’s voice is the brief, not a template; we work through drafts from a student-written starting point
  • Application workflow: the AI handles organization, deadline tracking, and practice generation; the engineer handles every judgment call

1:1 AI-Productivity + College Coaching — Standing Seat

$1,700–2,500 per month, invoice-billed

Designed for families who need sustained, ongoing coaching without committing to the full consulting package upfront. The seat is kicked off by a custom AI build in week one. Renewal is milestone-anchored — the term renews relative to the next concrete goal (next AP season, next test sitting, early action deadline) rather than on an arbitrary calendar basis. Families are not paying for “ongoing enrichment” — they are paying for a specific result.

AI Study OS — 6-Week Cohort

$1,200 per family

(One student seat and one parent seat.) The fastest way to understand how the system works and see it in practice before committing to a longer engagement. Six weeks, live sessions, build-as-you-go. Most families who complete the cohort continue into a coaching seat or the full consulting package.

One free 30-minute consultation is available before any commitment. The call is a working session: we review the student’s current situation, answer questions about the program, and tell the family plainly which track makes sense — or whether AICP is the right fit at all.

No application fee. No paid “assessment.” The consultation is free.

How to get started — one free call, no commitment

The fastest path is the free 30-minute consultation. Book it at the link below.

The call covers:

  • The student’s current grade, course load, AP sequence, and extracurricular situation
  • The family’s college list thinking (early-stage or developed — either is fine)
  • Which AICP track makes sense given the timeline and the student’s profile
  • A plain answer to whether AICP is the right fit, or whether a different resource would serve the family better

If the timing is not right yet — sophomore year is early, but it is not too early to understand the landscape — the free parent guide covers the same framework in written form and is available without a call.

There is no follow-up sales sequence attached to the consultation. If the family decides to move forward, we discuss the engagement. If not, the call stands on its own.

Founder credentials

Peter Lee is the founder of AI College Prep.

He graduated from UC Berkeley in 2018 and spent eight years as an AI and software engineer at Amazon and Ring, building production AI systems that served millions of customers. He has worked in private education for more than a decade.

His placement record — accumulated over his independent consulting and tutoring career before and since founding AI College Prep — is 80+ student placements at top-20 universities. Among students who complete his multi-year program, the admission rate to top-20 universities is 90%. That figure is stated with its qualifier every time because a bare percentage without context would be misleading: it applies to multi-year program completers, not to students who engage for a single essay review.

AI College Prep serves North Shore families remotely. Sessions are conducted by video call, structured around the student’s school calendar, and led by Peter Lee — not delegated to staff or rotated between instructors.

Frequently asked questions

Do you serve students at Stevenson High School, Glenbrook South, and New Trier?
Yes. AI College Prep serves students at Adlai E. Stevenson HS in Lincolnshire, Glenbrook South HS in Glenview, New Trier HS in Winnetka, Lake Forest HS, and other North Shore schools. All sessions are conducted remotely by video call, so no commute is required. The program is calibrated to each school’s academic calendar, AP sequence, and college application deadlines.
What is AI-native college consulting and how is it different from a traditional consultant?
A traditional consultant gives advice and edits essays. AI-native consulting adds a second layer: we build the student’s own AI-powered study and application workflow from the ground up so the student is doing higher-quality work independently — not outsourcing thinking to a consultant or to an app. The engineer who designed this system spent eight years building AI at Amazon and Ring. The AI handles retrieval, organization, and practice. The human coaching handles essay voice, school selection, and every judgment call the machine cannot make.
How does the 90% admission-rate figure qualify — and what does it actually mean?
The 90% figure applies to students who complete our multi-year program — meaning a student who starts sophomore or junior year and works with us through submission. Students who engage for a single essay review or a short-term engagement are not counted in that cohort. We state it with the qualifier every time because a bare percentage without context would be misleading, even if technically accurate.
How is this different from C2 Education, North Shore College Consulting, or Wyzant?
C2 is a national franchise with in-center tutors; the instructor may rotate between students. North Shore College Consulting is a boutique advisory practice. Wyzant and Varsity Tutors are marketplace platforms where matches are algorithm-based and continuity is not guaranteed. AI College Prep is a single engineer-counselor who works with a small number of families at a time, builds a custom AI study system for each student, and carries the family from planning through submission. The machine handles the repetition; the engineer handles the judgment.
Do you have a physical office in Northbrook or Glenview?
No. All sessions are conducted remotely by video call. This is intentional — the program is structured around the student’s schedule, not around driving to a center. North Shore families we serve have included students from Northbrook, Glenview, Vernon Hills, Lake Forest, Highland Park, Lincolnshire, Deerfield, and Winnetka.
What does pricing look like for North Shore families in 2026?
The full-year AI-Native College Consulting package is $12,500. The 1:1 AI-Productivity + College Coaching seat is $1,700–2,500 per month, invoice-billed, with milestone-anchored renewal. The AI Study OS six-week cohort is $1,200 per family (one student seat and one parent seat). A free 30-minute consultation is available before any commitment — no application fee, no paid assessment.

Book a consultation or download the free guide

Book a free 30-minute North Shore consultation

One session. No follow-up sequence. Peter Lee reviews the student’s current situation, answers questions about the program, and tells the family which track makes sense — or if AICP is not the right fit.

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The guide covers how AI is changing college admissions in 2026, what the honest-use framework looks like in practice, and how to evaluate any college prep service — including this one.

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