Pillars of an Effective AI Strategy

Artificial Intelligence (AI) Strategy

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
Artificial Intelligence (AI) Strategy

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
Artificial Intelligence (AI) Strategy

Building an effective AI strategy

Vision

Artificial Intelligence (AI) Strategy

Building an effective AI strategy

Current state

Artificial Intelligence (AI) Strategy

Building an effective AI strategy

Goals and objectives

Artificial Intelligence (AI) Strategy

Building an effective AI strategy

Action plan

Artificial Intelligence (AI) Strategy

Building an effective AI strategy

Implementation

Artificial Intelligence (AI) Strategy

Building an effective AI strategy

Review and adjust

Artificial Intelligence (AI) Strategy

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?
Artificial Intelligence (AI) Strategy

Assess the current state

Evaluate gap

Data availability

Technology and processes

Skills and AI-promoting culture

Artificial Intelligence (AI) Strategy

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

Artificial Intelligence (AI) Strategy

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
Artificial Intelligence (AI) Strategy

Resources

  • Infrastructure

 

 

 

Server

Artificial Intelligence (AI) Strategy

Resources

  • Infrastructure

 

 

 

 

GPUs

Artificial Intelligence (AI) Strategy

Resources

  • Infrastructure

 

 

 

 

AI platforms and tools

Artificial Intelligence (AI) Strategy

Resources

  • Infrastructure

 

 

 

 

Data storage and processing

Artificial Intelligence (AI) Strategy

Resources

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

 

 

 

Data storage and processing

Artificial Intelligence (AI) Strategy

Responsibilities

AI strategist

Artificial Intelligence (AI) Strategy

Responsibilities

Business analyst

Artificial Intelligence (AI) Strategy

Responsibilities

Data engineer

Artificial Intelligence (AI) Strategy

Responsibilities

Data analyst

Artificial Intelligence (AI) Strategy

Responsibilities

Model developer

Artificial Intelligence (AI) Strategy

Responsibilities

MLOps engineer

Artificial Intelligence (AI) Strategy

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
Artificial Intelligence (AI) Strategy

Implementation

 

PoC

  • AI aligned with goals

 

  • KPIs established

 

  • Time for PoC

 

  • Learn and tweak before scaling
Artificial Intelligence (AI) Strategy

Review and adjust

Subpar data quality

Technical constraints

Ineffective models

Review and adjust

Artificial Intelligence (AI) Strategy

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
Artificial Intelligence (AI) Strategy

Let's practice!

Artificial Intelligence (AI) Strategy

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