Public school networksYour problem: you're accountable to a legislature, a procurement process, and a data protection authority simultaneously. You need evidence, not enthusiasm, and you need it in a form that survives an audit and a change of administration.
Start here: Line 1 (Baseline) + Line 2 (Policy). Twelve weeks to a defensible position.
Private and international schoolsYour problem: parents are asking what you're doing about phones and AI, and "we're monitoring the situation" stopped working a year ago. Your competitors are announcing policies. You need one that is genuinely evidence-based, because your parent body will check.
Start here: Digital Wellbeing & AI Readiness Audit a six-week engagement producing a board-ready position paper, a family-facing policy, and staff guidance. Defensible under scrutiny because it cites its sources and names its uncertainties.
Universities
Your problem: assessment integrity is breaking, detection tools don't work and produce discriminatory false positives, and your faculty are split between prohibition and surrender. Meanwhile your retention numbers are being scrutinised.
Start here: Assessment Redesign + Faculty AI Literacy. The durable answer to AI in higher education is assessment design, not detection and the research on cognitive debt tells you exactly which cognitive work must stay with the student.
ProductDeliverable
P1 - Educational Digital Maturity Index (IMDE). Validated psychometric instrument + census baseline
P2 - Educational Interoperability Semantic Layer. Canonical data model + versioned APIs (Ed-Fi, 1EdTech).
P3 - Certified AI Literacy Pathways. Three curricula (Acquire / Deepen / Create) + evidence-based credentialing.
P4 - Interpretable Early Warning System. Reproducible pipeline + public model card + equity audit.
P5 - Educational Decision Observatory. Dashboards + decision-traceability registry + public API.
P6 - Data & AI Governance ProtocolDPIA per system + ethics committee + algorithmic contestation channel.
P7 - Network Digital Shadow → Twin roadmap. Simulation model + backtesting report + three simulated scenarios.
P8 - Public Policy Sandbox. Ex-ante counterfactual simulation environment
P9 - Open Science Package. 3 peer-reviewed submissions + open code + synthetic dataset.
P10 - Institutionalisation & Replication Model. Implementation manual + municipal decree + licensing terms.
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