Tools I built for the businesses I work with. Now free for yours.
30 interactive tools across six categories, pulled straight from client engagements. Every one is free to use, with a printable report and no email required.
Not sure which one to open first? Take the AI Readiness Self-Assessment — five questions, ten minutes, and one prioritised next step.
I sorted these the way I'd sort papers for a client across my desk: by the problem they solve, not by how clever the taxonomy looks. Take the one that matches what's stuck.
Readiness & Strategy8
Start here if you don't yet know where you stand. These score your organisation, rank your use cases, and pick your data foundation before you commit any budget.
No Email RequiredAI Readiness Self-Assessment
Five questions. Ten minutes. An instant scored result with a prioritised next step.
No Email RequiredOrganisational AI Readiness Quiz
17 questions across Data, Process, Technology, People, and Governance, with a tiered roadmap.
No Email RequiredChief AI Officer Personality Test
20 questions across five dimensions. Discover which of five CAIO archetypes you are.
Benchmark · Bank case studyAI Value Sequence Diagnostic
Nine questions score you on the capabilities DBS built, in order, before its AI returned about S$1 billion a year, then name the DBS era you resemble and the first gap to close.
StrategyAI Use Case Prioritisation Matrix
Score up to three initiatives across five dimensions and get a ranked implementation sequence.
Interactive ToolBusiness Automation Map
Click the processes you already use AI for; a live quadrant maps your gaps by impact and effort.
Data FoundationData Architecture Decision Tool
Answer 7 questions and get a clear recommendation: Centralised Lakehouse, Data Mesh, or Data Fabric, before you buy any AI model.
StrategyAI Score Calibration Guide
The full 1-to-10 rubric behind the six-dimension scoring model, so two people land on the same number.
Financial & Value3
Put a number on it, before and after you build. Model the return you’d get, then track the return you’re getting.
Interactive ToolAI ROI Calculator
Move four sliders and watch your financial model update in real time.
EnterpriseEnterprise AI Value & Adoption Dashboard
The C-suite measurement framework: TCO, AI-influenced revenue, and adoption by business unit.
Test and control · Board reportingAI Value Ledger
List each AI use case with its owner and test-and-control result. The ledger grades how each value was measured and totals only the figure a board can defend, gross and net, with an Excel template.
Governance & Risk11
The checks a board, a regulator, or your own risk committee will ask for, plus hands-on labs for building agents that pass them.
ISO 42001ISO 42001 AIMS Readiness Checklist
36 requirements across the seven AI management system clauses, each broken into the evidence questions an auditor asks underneath it.
For BoardsBoard AI Oversight Checklist
23 questions across six areas of board-level AI oversight, each broken into the follow-up probes that decide whether a yes would hold up.
ISO 42001 · AgentsAgent Risk Assessment Matrix
Eight questions place each AI agent on a matrix of autonomy against consequence, then print a register with the oversight tier, the required controls and the ISO 42001 clause each one satisfies.
For Boards · Resilience and changeTechnology Risk Board Pack
Twenty questions in the four areas where MAS found DBS short in 2023, plus AI and agent change. Prints a board pack with the evidence to request and the MAS, PRA, DORA, APRA, HKMA or Basel rule behind each gap.
Human oversight · AgentsOversight Ceiling Calculator
Ten inputs from your own records give the largest share of AI output that can go out unreviewed while your escaped-defect target holds on a bad day, the reviewers it takes, and what copies of one model cost you in autonomy.
Agent EvaluationTRACE Agent Evaluation
Score a candidate task on Traceability, Reversibility, Acceptance, Compliance, and Escalation.
GovernanceAI Trust, Risk & Governance Dashboard
Monitor bias and fairness, trace data lineage, surface AI-specific security threats, and score your RAG access-control posture.
Data Access ControlFine-Tune vs. Retrieval-Only Classifier
Score a dataset across seven risk factors and get a clear call: safe to bake into model weights, or keep behind permission-gated retrieval.
Hands-On LabBuild Your Own AI Agent
Give it a job, tools, and rules. Test it, then check it against the same launch standards real companies use, IMDA and ISO 42001, in plain English.
Hands-On LabAdvanced AI Agent Builder
Build a Supervisor and Specialist team, watch it plan a task, pause for your approval, recover from a failure, and produce a team-wide governance record.
Hands-On LabExpert AI Agent Builder
Turn on production guardrails for an AI agent team, then red-team it with 5 real attack techniques (prompt injection, scope creep, memory poisoning, secret leakage, cascading hallucination) and see whether your defences hold.
Operations & MLOps2
Once a model is live, someone has to watch it. Dashboards for drift, latency, uptime, and how well people work alongside the system.
MLOpsModel Performance & Health Dashboard
Track drift detection, latency, uptime, and rollback history for deployed models.
Human-AIHuman-AI Interaction & Decision Quality
Benchmark decision acceptance and automation bias against McKinsey, BCG, and Stanford HAI research.
Procurement & Vendor3
Buying AI from someone else? Decide whether to build, buy, or partner, then score the vendors sitting in front of you.
StrategyAI Build vs. Buy vs. Partner
Answer 7 questions and get a clear recommendation: build, buy, or partner.
ProcurementAI Vendor Evaluation Scorecard
Score two vendors side-by-side across 7 dimensions and get risk flags before you sign.
Outcome PricingOutcome as a Service Qualification Checklist
8 threshold gates plus 55 scored criteria across 9 domains, with a live recommended commercial structure.
Methodology3
The frameworks and reference material behind everything above, for context.
Free AccessAI Frameworks
Five framework summaries applied across government infrastructure and enterprise AI deployments.
Executive BriefingLong-form report, not interactiveThe Discipline Gap
Why most AI transformations stall before they scale, and the disciplines that separate durable programmes from expensive pilots.
Reference MicrositeThe Agentic AI Pattern Catalogue
61 composable design patterns for autonomous AI agents, mapped to 17 principles and traced to 13 regulatory standards.
Want to work through this together?
The workshop takes these same diagnostics and turns them into a structured half-day session with a benchmarked scorecard and roadmap. Or skip straight to a private session on your specific situation.
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Every tool on this page exists because I got tired of giving the same answer over email, so I built something you could use without needing me in the room. None of these will make the decision for you. They'll make sure you're deciding with the right information already in front of you. Use whichever one gets you unstuck today.
