AI ENGINEERING CAPABILITIES STUDY

AI ambition is everywhere.AI value isn't.

PROSIGHT™ combines AI practitioner expertise with prescriptive frameworks to turn AI ambition into sustainable business value.

AI StrategyEnterprise TransformationSustainable Business Value
PROSIGHT AI engineering and technology visual
AI EngineeringFrom ambition to business value

THE ENTERPRISE AI DILEMMA

Most enterprises are scaling AI access.
Not AI outcomes.

AI investments are growing, but technology alone doesn’t create enterprise value. Without the right practices, governance and operating model, AI initiatives often struggle to scale and deliver measurable impact.

The Enterprise AI Gap

No Governance

AI initiatives can scale faster than the governance structures required to manage them responsibly.

Skill Gaps

Organisations need the right capabilities, roles and operating structures to turn AI investments into sustained impact.

Unclear ROI

AI investment needs clear metrics, accountability and a connection to measurable business outcomes.

Data & Information Challenges

AI outcomes depend on trusted, governed and accessible information.

WHAT IS AISM™?

PROSIGHT™ AI Service Management (AISM™) refers to best practices and frameworks for managing AI Services in an enterprise.

AISM™ brings together the practices required to manage AI across the enterprise — from strategy and use-case prioritisation to governance, technology, workforce, outcomes and culture.

AISM™ brings together the practices required to manage AI across the enterprise — from strategy and use-case prioritisation to governance, technology, workforce, outcomes and culture.

AI professional working with artificial intelligence technology

Enterprise AI vs AI Enterprise

ENTERPRISE AI

  • Organised adoption of AI
  • Build AI capability
  • Deploy AI into workflows
  • Improve decisions & automation
  • Create measurable outcomes
  • Capability foundation

AI ENTERPRISES

  • Enterprise re-architected around AI
  • Architect AI foundation
  • Redesign business & operating model
  • Embed AI into the enterprise
  • Transform workforce & culture
  • Strategic transformation

THE AISM™ MODEL

Six dimensions.
A smarter
enterprise.

AISM™ connects the dimensions that determine whether AI can scale responsibly and create business value.

AISWITCH™
  • AI Human Augmentation

    Human + AI collaboration; using AI to augment human capabilities and improve how people make decisions and perform work.

  • AI Strategy Management

    AI strategy and roadmap, governance, policies, ethics, ESG, AI CoE, financial management and strategic planning.

  • AI Workforce Management

    Workforce planning, roles and responsibilities, KRA/KPIs, RACI, skills, capabilities and workforce transformation.

  • AI Information Management

    Data governance, data quality, data security, data management, DataOps and ensuring trusted information for AI.

  • AI Culture

    AI-first culture, adoption, behaviour change, AI storytelling, trust and embedding AI into organisational ways of working.

  • AI Technology

    AI infrastructure, cloud/hybrid environments, models, lifecycle management, capacity, cost, performance, resilience and technology governance.

PROSIGHT™ AI SERVICE MANAGEMENT

End-to-end capabilities for your AI journey.

PROSIGHT™ brings together the capabilities required to build, manage and scale enterprise AI.

Our Capabilities

Ten capabilities. One connected AI journey.

AI Strategy

Define the strategic direction, priorities and roadmap for enterprise AI.

AI Practice

Establish the practices, operating structures and capabilities required to manage AI at scale.

AI Engineering Capabilities & Use Case Pipelines

Build the engineering capabilities and prioritised pipelines required to move AI from concept to execution.

AI Technology Management & GRC

Manage AI technology, infrastructure, risk, governance and lifecycle requirements.

AI CoE Structure

Design and establish the structures required to coordinate enterprise AI capabilities and execution.

AI Investment Centers / Innovation Center & Roadmap

Create the structures and roadmaps required to align AI investment with strategic priorities.

AI Innovation & Ecosystems Funds

Build mechanisms to support AI innovation, experimentation and ecosystem collaboration.

AI Data Engineering Practices

Establish data engineering practices that support reliable and scalable AI.

AI Adoption@Scale

Embed AI into workflows, teams and organisational ways of working.

AI ROI & Metrics Measurements

Define and measure the metrics required to connect AI initiatives with business outcomes.

Proprietary Intelligence. Prescriptive Frameworks.

Frameworks that turn AI ambition into enterprise intelligence.

Our expert-built frameworks bring structure to the complexity of enterprise AI — helping organisations assess, architect, govern and scale.

GREAI™

Framework for Developing and Deploying AI Responsibly

A framework focused on Green, Responsible and Ethical AI engineering across the AI lifecycle.

AISWITCH™

Comprehensive AI Practice Maturity Assessment

A maturity assessment focused on evaluating AI capabilities across People, Process, Tools and Outcomes.

CHIP2EXPERIENCE 2OUTCOME™

Intelligent Enterprise Fabric Architecture

An architecture connecting technology capabilities to user experiences and business outcomes.

AISTATE™

Industry-agnostic AI Practice & Governance Framework

A framework for AI practice assessment, benchmarking, strategic planning and roadmap development.

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AI MATURITY ASSESSMENT

How AI-ready is your
organisation?

Evaluate your organisation’s AI Practice Competitive Leverage across the six critical dimensions of AISWITCH™.

Understand where your organisation stands across the capabilities, practices and structures required to manage and scale enterprise AI.

Know where you stand. Know what comes next.

Explore

INSIGHTS & PERSPECTIVES

Ideas that shape the
intelligent enterprise.

Expert perspectives, practical frameworks and emerging ideas for leaders navigating enterprise AI.

Explore by perspective

Leadership

AI for CXOs

Perspectives for business leaders shaping AI strategy and enterprise transformation.

Explore perspective
Communication

AI Storytelling

Ideas and frameworks for communicating AI with clarity, relevance and impact.

Explore perspective
Engineering

Platform Engineering

Perspectives on building and evolving platforms for the intelligent enterprise.

Explore perspective

READY TO TURN AI AMBITION
INTO REAL VALUE?

Let’s build a brighter
tomorrow, together.

Turn AI ambition into sustainable business value with the right strategy, practice, frameworks and capabilities.

Your AI ambition needs an operating model.

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