A
AI Health Score
Skyjed IP
A composite measure of an AI system's condition across performance, compliance, and trust dimensions at a point in time — extending Skyjed's Product Health Score methodology to AI systems and AI-enabled product features.
Context: Designed for leaders accountable for AI outcomes — surfacing model drift, accuracy degradation, fairness signals, regulatory exposure, and operational reliability in a single executive-readable score.
AI Lifecycle Governance
Skyjed IP
The structured application of product lifecycle governance disciplines to AI systems — treating each AI agent, model, or AI-enabled feature as a product with a documented owner, purpose, performance expectations, regulatory obligations, and a defined retirement pathway.
Context: Skyjed positions AI as a product that must be governed across its full lifecycle — not a one-off deployment. As global regulation (EU AI Act, TRAIGA, Colorado AI Act, AU Voluntary AI Safety Standard, ISO/IEC 42001) converges on lifecycle-style obligations for AI systems, AI Lifecycle Governance has become the connective tissue between AI strategy and AI compliance.
AI Product Birth Certificate
Skyjed IP
The AI-specific variant of the Product Birth Certificate — a structured governance record completed when an AI system is first deployed, capturing its purpose, accountable owner, training data lineage, intended population, risk classification, human-oversight model, performance KPIs, and decommission triggers.
Context: Most organisations stand up AI systems without a single authoritative governance record. The AI Product Birth Certificate is the foundational artefact for organisations treating AI as a product — and the precondition for every downstream obligation under the EU AI Act, ISO/IEC 42001, and emerging US and AU AI frameworks.
C
The disconnect between an organisation's stated product strategy and the actual decisions being made across its portfolio day to day — a pattern in which leadership believes the portfolio is strategically aligned while the reality at product level tells a different story.
Context: Leica Ison identified the Coherence Gap as one of the most common and costly failure patterns in mature product organisations, particularly in regulated industries where strategic misalignment carries compliance and reputational consequences. Closing it requires all three governance disciplines — Visibility, Oversight, and Growth Intelligence — working in concert. Distinguished from the Coherence Problem, which describes misalignment within an individual product.
Compliance Evidence
Product governance
The documented record of governance decisions, review actions, approvals, and assessments that demonstrates an organisation has met its regulatory obligations in respect of a product or portfolio of products.
Context: In regulated industries, it is not sufficient to have complied — organisations must be able to demonstrate compliance to regulators, auditors, and boards. Most product teams manage compliance evidence in spreadsheets and shared drives — an approach that creates material gaps under regulatory scrutiny.
Course-Correction Triggers
Skyjed IP
The defined performance, compliance, customer-outcome, or risk thresholds that — when crossed — automatically initiate governance action on a product, AI system, or policy. Replaces ad-hoc intervention with structured, signal-driven response.
Context: Course-Correction Triggers operationalise Skyjed's principle of moving organisations "from reactive to proactive" — embedding early-warning indicators into the platform's oversight layer so issues surface in time to act, rather than at audit or regulatory review.
D
Decommission Debt
Skyjed IP
The accumulated governance liability created by products that have been operationally retired but remain legally, contractually, or regulatorily active — or products that should have been decommissioned but persist beyond their useful life due to organisational inertia.
Context: Analogous to technical debt in software engineering, decommission debt compounds over time. Products lingering beyond their appropriate lifecycle consume governance resources, create regulatory risk, and can harm customers or members who remain in unsuitable products.
Design Intent
Product governance
The original documented purpose, target customer or member, pricing rationale, risk parameters, and outcome objectives established at a product's inception — against which ongoing performance and suitability is assessed throughout the product lifecycle.
Context: In regulated industries, design intent becomes the reference point for regulatory assessments of whether a product continues to meet the needs of its target market. The coherence problem emerges when a product's operational reality drifts from its design intent without governance mechanisms to detect the drift.
G
The invisible ongoing investment consumed by products that are no longer actively developed or strategically prioritised — but continue to require maintenance, compliance, regulatory monitoring, and operational support.
Context: Unlike decommission debt — which is a governance liability — ghost R&D is an active resource drain. Identifying and eliminating ghost R&D is one of the most significant value-creation opportunities available through rigorous product lifecycle governance.
Governance Obligation
Regulatory
A regulatory or legal requirement that mandates an organisation to establish, maintain, document, and demonstrate specific governance processes in respect of its products, services, or operations.
Context: Governance obligations are distinct from substantive compliance obligations. A substantive obligation requires a specific outcome; a governance obligation requires a specific process to be documented and evidenced. Many regulatory failures arise not from substantive non-compliance but from failure to evidence that governance obligations were discharged.
L
Launch Obsession
Skyjed IP
The systemic organisational bias toward creating and releasing new products at the expense of managing, optimising, and governing the products that already exist — prioritising the excitement of launch over the discipline of lifecycle stewardship.
Context: Leica Ison developed Launch Obsession as the opening diagnostic in The Product Lifecycle Playbook. It is self-reinforcing: the more resources consumed by new launches, the less capacity remains to govern existing products — accelerating the accumulation of Lifecycle Debt.
The hidden organisational cost that accumulates when products are neglected, under-resourced, or mismanaged after launch — compounding silently across a portfolio, eroding margin, increasing compliance risk, and degrading customer trust until it becomes a strategic liability.
Context: Coined by Leica Ison, Lifecycle Debt is the foundational diagnostic concept in the Skyjed framework. Like financial debt, it accrues interest: a product receiving inadequate governance today creates greater remediation costs tomorrow. Developed extensively in The Product Lifecycle Playbook.
Lifecycle Debt Ratio
Skyjed IP
A proprietary diagnostic metric developed by Skyjed to quantify the proportion of a product portfolio carrying unresolved Lifecycle Debt — giving CEOs and product leaders a single, actionable number that signals portfolio-level strategic risk.
Context: Skyjed uses the Lifecycle Debt Ratio as a baseline measure when organisations begin their product governance journey, enabling leadership teams to prioritise intervention across their product assets. The ratio changes as products are reviewed, remediated, or retired through the platform.
Lifecycle Drift
Skyjed IP
The gradual divergence of a product, AI system, or policy from its original design intent, regulatory obligations, or strategic purpose over the course of its active life — accumulating silently until corrected or detected at audit, customer failure, or regulatory review.
Context: Lifecycle Drift is the observable phenomenon that Skyjed's Visibility and Oversight pillars are designed to surface. It is closely related to the Coherence Problem but framed for the broader 2026 Skyjed narrative spanning products, policies, communications, and AI systems.
Lifecycle Guardrails
Skyjed IP
The five structural boundaries that keep product decisions within safe, value-creating limits throughout a product's life — spanning strategic alignment, commercial performance, compliance obligations, customer outcomes, and operational integrity.
Context: Developed by Leica Ison as a practical governance tool for CEOs in regulated environments. In Skyjed's platform, Lifecycle Guardrails are embedded into the oversight layer — triggering alerts and workflows when product decisions approach or breach the boundaries of safe operation.
Lifecycle Health Score
Skyjed IP
Skyjed's proprietary composite metric that quantifies the governance, compliance, and commercial health of a product at any point in its lifecycle — drawing on performance data, review completion rates, regulatory status, customer outcome signals, and strategic alignment indicators.
Context: The Lifecycle Health Score enables portfolio-level governance — surfacing products requiring immediate attention, near-term review, or decommission consideration — within a single view accessible to boards, trustees, and compliance teams. See also: Product Health Score.
Lifecycle Sentinel
Skyjed IP
A continuous, AI-enabled monitor watching an asset — product, AI system, policy, or communication — for early signals of lifecycle drift, compliance exposure, or commercial decline, and surfacing those signals to the accountable owner before they become incidents.
Context: Lifecycle Sentinel describes the always-on oversight pattern embedded in Skyjed's platform — distinct from periodic review cycles. Particularly important for AI systems, where drift can occur faster than human review cadence can detect.
P
PLGO — Product Lifecycle Governance Orchestration
Skyjed IP
Skyjed's proprietary framework for the systematic orchestration of governance activities across the complete product lifecycle — integrating compliance workflows, performance monitoring, risk assessment, and evidence collection into a continuous, automated governance process.
Context: PLGO represents a maturity step beyond traditional GRC approaches, which are typically reactive, periodic, and siloed. Governance activities are triggered by lifecycle events, regulatory calendars, and performance signals — automatically and continuously.
Product Birth Certificate
Skyjed IP
A structured governance document completed at the moment of product creation — capturing a product's purpose, accountable owner, success criteria, regulatory obligations, target market, and lifecycle commitments from day one, creating an auditable record that travels with the product throughout its life.
Context: Introduced by Leica Ison as a practical mechanism to eliminate the accountability gaps that cause Lifecycle Debt to form. Most organisations launch products without a single document capturing all governance commitments at inception. The Product Birth Certificate is the first document created in Skyjed for every new product, and it is never closed.
Product Health Score
Skyjed IP
A composite metric developed by Skyjed to measure the overall condition of a product at any point in its lifecycle — evaluating the product across three dimensions: commercial performance, compliance standing, and customer experience.
Context: The Product Health Score provides leadership teams with real-time visibility into which products are thriving, which are declining, and which require immediate intervention. The Product Health Score is the human-readable executive summary; the Lifecycle Health Score is the platform's internally calculated metric drawing on all available data signals.
Product Lifecycle
Product governance
The complete arc of a product's existence within an organisation — from ideation and design through launch, active management, review, and ultimately decommission or sunset. In regulated industries, each lifecycle stage carries distinct governance obligations.
Context: Traditional product lifecycle models are marketing frameworks. In regulated industries, the governance view is more granular — encompassing regulatory approval, distribution governance, ongoing performance monitoring, review cadences, remediation workflows, and documented decommission.
Product Lifecycle Governance
Product governance
The discipline of managing the governance, compliance, risk, and performance obligations of a product continuously across its full lifecycle — from design through active management to decommission — rather than at isolated review points.
Context: Skyjed was founded in 2017–2019 specifically to address this gap, following 100+ CEO interviews that identified product lifecycle governance as the most underserved problem in regulated industries.
Product Portfolio Rationalisation
Product governance
The structured process of reviewing an organisation's complete product portfolio to identify products that should be retired, consolidated, or redesigned — based on financial performance, regulatory fitness, strategic alignment, and customer or member outcome assessment.
Context: Portfolio rationalisation has become a regulatory expectation. APRA SPS 515, FCA Consumer Duty, and ERISA all create obligations that require trustees and firms to assess whether products continue to serve the interests of members or customers.
The foundational business asset created when customers, regulators, and stakeholders can consistently rely on a product to perform as promised — safely, fairly, and transparently. Product Trust is not an outcome of marketing: it is the direct result of disciplined lifecycle governance applied at every stage of a product's life.
Context: Leica Ison positions Product Trust as the defining measure of product governance maturity. In regulated industries, Product Trust is also the primary defence against regulatory enforcement action.
S
AI systems, agents, models, or AI-enabled features operating inside an organisation without formal governance — adopted informally by teams or vendors, used to make decisions that affect customers or operations, but absent from any AI inventory, risk register, or accountability map.
Context: The AI parallel to Shadow Product Risk. Under regulations such as the EU AI Act, Colorado AI Act, ISO/IEC 42001, and the AU Voluntary AI Safety Standard, AI inventory completeness is now a compliance obligation. Shadow AI is the gap between what an organisation believes it has deployed and what is actually running.
Shadow Product Risk
Skyjed IP
The category of product risk that accumulates invisibly outside formal risk management frameworks — arising from undocumented product changes, informal distribution arrangements, regulatory evolution that has outpaced product design, or operational practices that have diverged from product documentation.
Context: Shadow product risk is distinguished from known product risk by its invisibility to governance infrastructure. It typically originates from the gap between how a product was designed and how it is actually operated — a gap that grows over time without lifecycle governance mechanisms to detect it.
Supervisory Scrutiny
Regulatory
The formal and informal regulatory oversight exercised by prudential and conduct regulators — including APRA, FCA, TPR, and the DOL — over the governance, risk management, and compliance practices of regulated entities.
Context: Post-Royal Commission (Australia), post-Woodford (UK), and post-Enron ERISA reform (US), regulatory supervisory postures have hardened. Regulators now expect real-time access to governance documentation rather than periodic reporting — the primary driver of demand for dedicated product lifecycle governance infrastructure.
C
The Coherence Problem
Skyjed IP
The structural misalignment between a product's original design intent, its current operational reality, its regulatory obligations, and the organisation's strategic objectives — which accumulates silently over the product's active life and becomes visible only at audit, customer failure, or regulatory review.
Context: Leica Ison identified the Coherence Problem through 100+ CEO interviews. Originally diagnosed in regulated financial products, the pattern now applies across any portfolio of governed assets — products, policies, communications, and AI systems. The drift accumulates over time as regulation changes and priorities evolve, but the governance infrastructure to detect it rarely exists. In the 2026 Skyjed narrative, the observable form of this drift is called Lifecycle Drift.