Services
Start where you are. Most institutions begin with the readiness assessment; some come to us mid-build or ready for AI.
AssessMost clients start here
Know exactly what to fix first, and what AI your data can safely support.
4–6 weeks
$25,000 fixed fee
Foundation
One governed platform that every report and every AI tool can trust.
About 3 months a phase
From $85,000 a phase
Trusted Metrics
One version of the numbers, from the board deck to the department chair.
8–12 weeks
From $55,000
Governed AI
Real AI value on student and staff data, without losing control of it.
6–8 weeks
$45,000 fixed fee
Operate & Transfer
Senior architecture leadership, without a full-time hire.
Monthly retainer
$10,000 a month
Not sure where to start? Take the free Data & AI Readiness Checklist, a 15-minute self-check you can use online or download.
A free 30-minute conversation with the architect who does the work.
A fixed-fee diagnosis and an 18-month roadmap your cabinet can fund.
Platform, trusted metrics, and governed AI, one subject area at a time.
Ongoing architecture leadership once your team runs the platform.
Every offer runs on the same terms: a fixed fee, you own what we build, and student data stays in your tenant. How we engage

Tell us what you are trying to fix or build. You will talk with the architect who does the work.
Led by Victor Manchik, founder and principal data architect