Pillars of an Effective AI Strategy

Strategia per l'Intelligenza Artificiale (AI)

Vidhi Chugh

AI strategist and ethicist

Time for AI strategy

  • Andrew Ng, a global AI leader, emphasized early focus on AI strategy
  • Learn from past regrets

    S&P 500 CEOs wished starting sooner about their Internet strategy

Early focus on AI strategy

1 https://www.fast.ai/posts/2016-10-11-fortune.html
Strategia per l'Intelligenza Artificiale (AI)

Time for AI strategy

  • Andrew Ng emphasized early focus on AI strategy
  • Learn from past regrets

    S&P 500 CEOs wished starting sooner about their Internet strategy

No universal playbook

  • Choices and decisions drive business ambitions
1 https://www.fast.ai/posts/2016-10-11-fortune.html
Strategia per l'Intelligenza Artificiale (AI)

Building an effective AI strategy

Vision

Strategia per l'Intelligenza Artificiale (AI)

Building an effective AI strategy

Current state

Strategia per l'Intelligenza Artificiale (AI)

Building an effective AI strategy

Goals and objectives

Strategia per l'Intelligenza Artificiale (AI)

Building an effective AI strategy

Action plan

Strategia per l'Intelligenza Artificiale (AI)

Building an effective AI strategy

Implementation

Strategia per l'Intelligenza Artificiale (AI)

Building an effective AI strategy

Review and adjust

Strategia per l'Intelligenza Artificiale (AI)

Formulate a vision

  • Current and emerging trends

Microsoft's early vision

  • A computer on every desk and in every home

A computer on every desk and in every home

  • Long-term growth

Democratizing AI

  • Bringing it to every application, process and employee

Bringing it to every application, process and employee

1 Microsoft's vision for AI in the enterprise 2 Business News Daily, What is a Vision Statement?
Strategia per l'Intelligenza Artificiale (AI)

Assess the current state

Evaluate gap

Data availability

Technology and processes

Skills and AI-promoting culture

Strategia per l'Intelligenza Artificiale (AI)

Goals and objectives

 

  • Gap to action plan
    • Align with business goals

 

  • Example

    • Goal: Improve customer support

    • Issue: lacks automated customer support

    • High-value initiative: Build AI chatbots

 

High-value initiative

Strategia per l'Intelligenza Artificiale (AI)

Putting up an action plan

                  Business goals set

  • Detailed steps

 

                  Specifics

  • Resources
  • Responsibilities
  • Reporting

                  Time for sub-goals

  • Data, model development, integration etc.

 

                  Considerations

  • Hiring vs training
  • Build vs. buy
  • External partnerships
Strategia per l'Intelligenza Artificiale (AI)

Resources

  • Infrastructure

 

 

 

Server

Strategia per l'Intelligenza Artificiale (AI)

Resources

  • Infrastructure

 

 

 

 

GPUs

Strategia per l'Intelligenza Artificiale (AI)

Resources

  • Infrastructure

 

 

 

 

AI platforms and tools

Strategia per l'Intelligenza Artificiale (AI)

Resources

  • Infrastructure

 

 

 

 

Data storage and processing

Strategia per l'Intelligenza Artificiale (AI)

Resources

  • Infrastructure
  • Finance: funding to sponsor the initiative
  • Time: setting realistic timelines for goals

 

 

 

Data storage and processing

Strategia per l'Intelligenza Artificiale (AI)

Responsibilities

AI strategist

Strategia per l'Intelligenza Artificiale (AI)

Responsibilities

Business analyst

Strategia per l'Intelligenza Artificiale (AI)

Responsibilities

Data engineer

Strategia per l'Intelligenza Artificiale (AI)

Responsibilities

Data analyst

Strategia per l'Intelligenza Artificiale (AI)

Responsibilities

Model developer

Strategia per l'Intelligenza Artificiale (AI)

Responsibilities

MLOps engineer

Strategia per l'Intelligenza Artificiale (AI)

Reporting

  • Resources allocated; team assigned

KPIs

  • Reduced customer response time

Periodic meetings to discuss updates

  • Periodic meetings to discuss updates
  • Time to track progress

OKRs

  • By 50% using an AI chatbot

Inform stakeholders using dashboards/tools

  • Inform stakeholders using dashboards/tools
Strategia per l'Intelligenza Artificiale (AI)

Implementation

 

PoC

  • AI aligned with goals

 

  • KPIs established

 

  • Time for PoC

 

  • Learn and tweak before scaling
Strategia per l'Intelligenza Artificiale (AI)

Review and adjust

Subpar data quality

Technical constraints

Ineffective models

Review and adjust

Strategia per l'Intelligenza Artificiale (AI)

End-user adoption

  • PoC successful

  • Not just deployment

AI-aware

AI-aware

  • Identify which ones do
  • Full-scale implementation starts

  • End-user adoption

AI-first

AI-first

  • Not all problems need AI
Strategia per l'Intelligenza Artificiale (AI)

Let's practice!

Strategia per l'Intelligenza Artificiale (AI)

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