AI RESOURCES
Sam's own frameworks, the growing bench of AI teammates, and other tools built and tested in real delivery work — all in one place. Two sections below: Core Tools (Sam's flagship frameworks and assessments) and GPT Assistants (10 custom AI teammates grouped by AI, Agile and Facilitation use cases). All links are live and public.
CORE TOOLS
A repeatable way to decide where AI leads, where humans lead, and where the two work together, with guardrails. For leaders or teams using AI.
A 19-question diagnostic of AI maturity and leadership readiness, with a 6-dimension radar chart. For leaders.
Evaluates AI outputs for factual accuracy, hallucination risk, evidence quality and trustworthiness. Reviews articles, case studies and AI-generated content. For anyone using AI.
Facilitate better team collaboration: decision making (Fist of Five, Roman Voting, Gradients of Agreement) and wellbeing check-ins. For Scrum & delivery teams.
Team health and maturity assessment assistant. Helps measure team wellbeing, collaboration and improvement opportunities. For leaders and Scrum Masters.