White papers · governance-grade resources

The human factor comes first.

Practical, evidence-based frameworks for the people deploying AI in public services — written on one conviction: the hardest part of AI adoption isn't the technology, it's the human readiness around it. Free to read, free to use.

Part I Local Government

The Human Factor

An operational & cultural readiness framework for AI adoption — featuring the Frontline AI Readiness Audit Matrix, the Call Centre Playbook, and a tribal-knowledge capture programme.

Read the framework →
Audience
Civil Service & LA leadership
Inside
3 sections · maturity matrix · 4-phase rollout
Version
1.0 · June 2025
Part II Education Sector

The School Readiness Feedback Loop

A structured, non-punitive AI-readiness diagnostic for headteachers and computing leads — five questions that generate an honest baseline and a personalised support report.

Open the diagnostic →
Audience
Headteachers & computing leads
Inside
5-question diagnostic · 45-min session
Turnaround
Report within 10 working days
Part III Data Governance

Building AI-Ready Datasets

Safely grounding LLMs in official policy to eliminate hallucinations and safeguard PII — featuring the AID-R readiness metric, the Anti-Hallucination RAG Architecture, and an eight-stage Zero-Trust ingestion pipeline.

Read the playbook →
Audience
CDOs · data governance · SROs
Inside
AID-R metric · RAG architecture · 8-stage pipeline
Version
1.0 · March 2026

Want to run a readiness review in your organisation?

These frameworks are free to adopt with attribution. Get in touch to bring the School AI Readiness Programme to your school or authority.

Get in touch →