Who we serve
For institutional research and effectiveness
Your office answers the questions everyone asks, from IPEDS to accreditation to the board. You need pre-cleaned, trusted data instead of rebuilding logic report by report.
What you bring to the table
Meaning: cohort and metric definitions, research design, and external-reporting expertise.
We bring IT, research and planning, the operational offices, and leadership to one table, so your strength becomes part of one shared, governed picture.
Questions we help answer
- Why does every office report a different headcount?
- How do we make IPEDS, state, and accreditation reporting repeatable and auditable?
- How do we move from reconciling data to interpreting it?
Where to start
Assess
Data & AI Readiness Assessment
4–6 weeks
Trusted Metrics
Trusted Metrics & Self-Service BI
8–12 weeks
Governed AI
Governed AI Pilot
6–8 weeks
Start with a 30-minute readiness call
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