Alessandro L. Piana Bianco
Strategic Innovation & Design — EU / MENA
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AI Glossary

Is your organisation fluent in the language of AI-enabled delivery? This glossary clarifies the concepts shaping human-AI collaboration, governance, and operational decision-making so leaders and teams can align faster, reduce risk, and ship with confidence.

Defined term

Agentic Experience (AX)

Agentic Experience (AX): patterns for shipping human–AI collaboration with orchestration, guardrails, explainability, and adoption—without silent failure.

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Operational truth

Operational truth: design based on what actually happens in operations—states, exceptions, handoffs, and constraints—so services ship without support debt.

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Trust cues

Trust cues: design signals that make risk, intent, and control legible—so users understand what a system is doing and why, especially in high-stakes contexts.

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Auditability UX

Auditability UX: making decisions, actions, and states traceable and usable for operators, compliance, and investigations—without turning the product into a dashboard.

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Recoverability

Recoverability: designing flows and systems so failures can be detected, reversed, retried, or safely handed off—without data loss or user harm.

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Consent and control

Consent and control: making permissions, purpose, retention, and revocation understandable and actionable—so users can actually govern their data and identity.

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Progressive autonomy

Progressive autonomy: a deliberate ladder from assistive to autonomous behavior, with guardrails, oversight, and reversibility at each step.

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Contestability

Contestability: designing the ability to challenge, correct, and appeal system decisions—so trust survives mistakes and power remains accountable.

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Decision artefacts

Decision artefacts: lightweight documents that capture context, constraints, tradeoffs, and ownership—so teams move faster with fewer reversals.

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Governance that ships

Governance that ships: operating rhythms, decision rights, and quality gates that increase delivery speed and coherence—without process theatre.

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Common core + local layers

Common core + local layers: a scaling strategy that keeps global coherence while allowing local adaptation—without fragmentation.

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State model

State model: a shared definition of system states and transitions that makes complex journeys governable, recoverable, and auditable.

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Evidence surfaces

Evidence surfaces: UX patterns that show the basis of a recommendation or decision—inputs, constraints, provenance—so outcomes remain explainable and contestable.

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Escalation paths

Escalation paths: predefined handoff routes for blocked decisions and high-risk uncertainty—so teams don’t hide problems until launch.

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Quality gates

Quality gates: lightweight, risk-based checks that protect high-stakes journeys—so teams ship faster with fewer reversals and fewer incidents.

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