Setting realistic business goals

Artificial Intelligence (AI) Strategy

Vidhi Chugh

AI strategist and ethicist

Goals setting

 

  • Setting the right goals

Setting the right goals

 

  • Example: AI chatbot

AI chatbot

Artificial Intelligence (AI) Strategy

Broad goals are not effective!

Broad goals

Artificial Intelligence (AI) Strategy

SMART framework

Specific

Artificial Intelligence (AI) Strategy

SMART framework

Measurable

Artificial Intelligence (AI) Strategy

SMART framework

Achievable

Artificial Intelligence (AI) Strategy

SMART framework

Relevant

Artificial Intelligence (AI) Strategy

SMART framework

Time-bound

Artificial Intelligence (AI) Strategy

SMART framework

A SMART goal

Artificial Intelligence (AI) Strategy

Specific and measurable

 

  • Specifics
    • Improved customer experience
    • Reduced time to respond

Specific

Measurable

 

  • Goals must be measurable
    • 80% model accuracy
    • 10% faster response
Artificial Intelligence (AI) Strategy

Relevant and time-bound

 

  • Relevant
    • Building bot is aligned with business

Building bot is aligned with business

 

  • Time-bound
    • Timeframe to plan, execute and evaluate

Timeframe to plan, execute and evaluate

Artificial Intelligence (AI) Strategy

Achievable

 

Feasibility workshops

 

Two-step process

  • Feasibility workshops
    • Leans on different teams' expertise
    • Assess the solution's viability

 

  • Benchmarking
    • Comparison with the existing approach
Artificial Intelligence (AI) Strategy

Achievable

 

Building a PoC

 

Two-step process

  • Feasibility workshops
    • Leans on different teams' expertise
    • Assess the solution's viability

 

  • Benchmarking
    • Comparison with the existing approach
    • Building a prototype i.e., PoC
Artificial Intelligence (AI) Strategy

PoC

 

Smaller audience to gauge performance

Artificial Intelligence (AI) Strategy

PoC

 

Adjustments

Artificial Intelligence (AI) Strategy

PoC

 

Full-scale deployment

Artificial Intelligence (AI) Strategy

The fixed timeline issue

 

Experimentative and research based

Experimentative and research based

 

Fixed timeline

Fixed timeline

Artificial Intelligence (AI) Strategy

The fixed timeline issue

Experimentation

New tech stack integration

Deployment

Monitoring and maintaining complex systems

Artificial Intelligence (AI) Strategy

The stakeholders

Business

Artificial Intelligence (AI) Strategy

The stakeholders

Data

Artificial Intelligence (AI) Strategy

The stakeholders

Model development

Artificial Intelligence (AI) Strategy

The stakeholders

MLOps

Artificial Intelligence (AI) Strategy

The stakeholders

AI strategist

Artificial Intelligence (AI) Strategy

The kill switch

 

Kill project when?

Kill project

 

Sunk cost

Sunk cost

Artificial Intelligence (AI) Strategy

The ROI indicator

Decide upfront

Project delays

Cost overrun

RoI

Artificial Intelligence (AI) Strategy

Let's practice!

Artificial Intelligence (AI) Strategy

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