Business model
AI-MEDICS Learner Continuity Flywheel: One Learner, Changing Payers, Compounding Relevance
The commercial thesis is not that one buyer pays forever. It is that relevance compounds with use, so the learner relationship can survive a change of payer.
University-sponsored B2B2C acquisition
Increasing adaptive relevance
Graduation consent and sponsorship transition
Self-funded or newly sponsored continuation
Residency and specialty expansion
CPD retention
Optional educator contribution
Personalisation from day one
Competency development
Continuity of a trusted record
Trusted remediation
Career-stage relevance
Maintenance of certification
Recognition and teaching craft
Learner value lane
Institutional licence revenue
Usage depth and switching cost
Continuation conversion
Potentially lower reacquisition needs
Multi-stage revenue
Earned retention
Content supply at lower cost
Commercial value lane
Illustrative economics
Adjustable management assumptions — not a forecast
Every input below is a management assumption for discussion. The model calculates one figure only: illustrative lifecycle gross value per learner.
Assumptions
Illustrative lifecycle gross value
$857
per learner, illustrative only
- Undergraduate institutional gross contribution
- $531
- Probability-weighted professional continuation
- $327
Illustrative lifecycle gross value = undergraduate institutional gross contribution + probability-weighted professional continuation gross contribution. No CAC, discount rate, churn curve, or forecast is implied.
What this figure is not
- • Not a revenue projection or a valuation input.
- • Not evidence that institutions will pay at this price.
- • Not a claim about conversion; continuation remains unvalidated.