OUR METHODOLOGY
The Picken Financial Governance Framework™
Eight models. One framework. The first academically-grounded system for governing AI investment at board level.
The Five Pillars
Financial Controls & Cash Governance Whether your financial controls are accurate, complete and visible at board level.
Technology & Systems Investment Whether the technology you are paying for is delivering the return you were promised.
Regulatory Compliance Whether your AI and technology systems are creating regulatory exposure across data protection, pricing and employment law.
People & Operational Risk Whether decisions made at venue level by AI systems have board visibility and human oversight.
Strategic & Investment Governance Whether technology investment decisions are based on independent financial evidence — or on vendor promises.
The Board Confidence Score™
The Board Confidence Score™ is the single headline output of every engagement. It translates findings across all five pillars into one board-ready governance rating out of 100.
The average score for UK independent leisure operators is 34 out of 100 — placing most in the CRITICAL band.
0–39 CRITICAL Significant financial and regulatory exposure. Immediate action required.
40–59 AT RISK Material governance gaps. Priority action plan required.
60–79 DEVELOPING Governance foundations in place but significant gaps remain.
80–89 STRONG Well-governed with identifiable improvement areas.
90–100 EXEMPLARY Sector-leading governance.
The Eight Models
PAAPM™ — The Picken AI Asset Pricing Model™ Calculates the risk-adjusted return you should rationally expect from any AI investment.
PAPOM™ — The Picken AI Portfolio Optimisation Model™ Treats your entire technology estate as a portfolio and identifies where risk is concentrated.
PAOVM™ — The Picken AI Options Value Model™ Calculates the financial value of running a pilot before full deployment.
PAVR™ — The Picken AI Value at Risk™ Identifies the maximum downside of any AI investment at 95% confidence.
PAA™ — The Picken AI Alpha™ Measures whether your AI systems are outperforming or underperforming their risk-adjusted predictions.
FFTAM™ — The Fama-French Three-Factor AI Model™ Extends PAAPM™ to account for the scale and governance maturity of your organisation.
PAIM™ — The Picken AI Investment Matrix™ Plots every AI investment on a 2x2 grid: Deploy Now | Pilot First | Monitor | Retire.
PASR™ — The Picken AI Sharpe Ratio™ The definitive tie-breaker between competing AI systems — return per unit of governance risk.
Full methodology available to clients.
The 2026 Regulatory Calendar
CMA — Now Active oversight of AI-driven pricing in hospitality. Operators who cannot explain their pricing logic face enforcement action today.
ICO — Now AI scheduling, monitoring and HR systems under active scrutiny. Non-compliant operators face enforcement action now.
UK AI Bill — Summer 2026 Mandatory AI governance obligations expected. Operators with no framework in place face significant retrospective compliance cost.
EU AI Act — August 2026 Full compliance obligations confirmed. Fines up to €35 million or 7% of global turnover. Applies to UK operators with EU customers or EU-based systems.
ISO 42001 — Ongoing Gaining traction as the de facto governance benchmark for operators who need to demonstrate board-level AI accountability.
Download the White Paper
A plain-English introduction to The Picken Financial Governance Framework for AI Investment™. Free. No sign-up required.
Ready to find out your Board Confidence Score™?