How we engage
On one page, so your procurement, IT, and legal offices can review them before the first call.
You know the cost before work begins. Projects have a set price for a set scope and timebox; the fractional retainer is a set monthly fee. Starting fees are published on the services page.
Everything we build for you is yours: pipelines, data and semantic models, dashboards, code, and documentation. Your team builds alongside us and can run and extend the work without us.
We work inside your environment, under your access controls. Student data stays in your institution's tenant unless you agree otherwise, and that includes AI work.
Certificates of insurance are available on request for your procurement and risk offices.

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