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Turning AI investment into enterprise value.

AI transformation advisory.

The Power of AI. The Potential of People™. 

Leading brands we have worked with

The AI Value Operating Model (AIVOM)

Most organisations have deployed AI. The gap between deployment and operating impact continues to widen. Workflows remain designed for human-only execution. Agents and AI-enabled processes are running without systematic management. Governance, quality, and performance frameworks were built for a pre-AI environment.

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AIVOM™ (the AI Value Operating Model) is Envisago's proprietary methodology for closing that gap. It operates as a continuous loop across four elements:

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Value. What value is being sought and how it aligns to the organisation's or function's strategic direction. 

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Design. How the workflow operates with AI. Where AI sits, at what level of autonomy, with what boundaries, quality gates, and agent specifications.

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Capability. How roles, responsibilities, and human judgement change within the redesigned operation. What people need to be able to do, not just what tools they need to use.

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Performance. What results to track across speed, quality, value, and cost. The measurement framework that confirms whether the redesigned operation is delivering the value it was designed to produce.

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These four elements operate at two levels: at the individual workflow level, where each element is applied to a specific process, and at the functional or departmental level, where the same elements govern how AI-enabled operations are managed, evolved, and measured across the function

Building AI Capability That Scales

Advisory Capabilities

AI Strategy

AI Value & Performance

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Defining what value AI should produce for your function and building the measurement system to prove it. Value strategy, accountability structures, and performance architecture across financial, operational, experience, and innovation dimensions. Where AI progress is evidenced.

AI Capability Building

AI Operating Design

 

Redesigning how work operates with AI. Workflow design with clear human-agent boundaries. Quality architecture for AI-enabled output. Governance design covering decision rights, standards, and oversight. The operational core of AI Operating Model Design.

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Operating Model Design

AI Capability Design

 

Designing how people and roles evolve for AI-enabled work. Role redesign that elevates human contribution. Performance frameworks that account for how work has changed. Workforce planning for how the function needs to look in the near future. 

These three disciplines reflect the core dimensions of AIVOM, the AI Value Operating Model:

a continuous loop connecting Value, Design, Capability, and Performance.

What Our Clients Say

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Clia brought strategic clarity and focus to a complex transformation initiative, translating technical concepts into actionable business direction. Her ability to align diverse teams around shared goals helped us unlock new value through AI-enabled solutions.

IT Manager & Head of Digital Centre of Excellence, Global Consumer Brand

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Working with Clia over an extended period brought measurable clarity and confidence to our transformation journey. She played a pivotal role in shaping our vision for technology-enabled service excellence and strengthening our leadership team’s capability to apply AI-driven approaches.

Head of Customer Operations Europe, Global Automotive Brand

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Clia guided our leadership team through significant change with a calm, structured approach. Her coaching style built confidence in adopting new technologies, improved decision-making, and helped us embed more effective, human-centred ways of working.

Head of CRM Europe, Global Automotive Brand

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Where to Start

Every function's situation is different. Some need to redesign how workflows operate with AI. Some need to build the quality and governance architecture. Some need to redefine how their teams work and are measured. Most need a combination.

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We start by understanding where you are: what AI you have deployed, where the gaps sit across value, design, capability, and performance, and where the greatest operating impact is available.

From there, we scope advisory work tailored to exactly what your function needs.

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No prescribed packages. No unnecessary scope. Just the work that will make the most difference to how your operation performs with AI.

Subscribe to the Envisago Compass.

Weekly insights on AI Operating Model Design for enterprise organisations.

The Power of AI. The Potential of People.™

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20 Ashley Court

Westminster, London

SW1P IEN UK

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Office Location

Springfalls New Mills

Brownsmills Kinsale, Co. Cork

Republic of Ireland

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