Setting realistic business goals

Strategia per l'Intelligenza Artificiale (AI)

Vidhi Chugh

AI strategist and ethicist

Goals setting

 

  • Setting the right goals

Setting the right goals

 

  • Example: AI chatbot

AI chatbot

Strategia per l'Intelligenza Artificiale (AI)

Broad goals are not effective!

Broad goals

Strategia per l'Intelligenza Artificiale (AI)

SMART framework

Specific

Strategia per l'Intelligenza Artificiale (AI)

SMART framework

Measurable

Strategia per l'Intelligenza Artificiale (AI)

SMART framework

Achievable

Strategia per l'Intelligenza Artificiale (AI)

SMART framework

Relevant

Strategia per l'Intelligenza Artificiale (AI)

SMART framework

Time-bound

Strategia per l'Intelligenza Artificiale (AI)

SMART framework

A SMART goal

Strategia per l'Intelligenza Artificiale (AI)

Specific and measurable

 

  • Specifics
    • Improved customer experience
    • Reduced time to respond

Specific

Measurable

 

  • Goals must be measurable
    • 80% model accuracy
    • 10% faster response
Strategia per l'Intelligenza Artificiale (AI)

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

Strategia per l'Intelligenza Artificiale (AI)

Achievable

 

Feasibility workshops

 

Two-step process

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

 

  • Benchmarking
    • Comparison with the existing approach
Strategia per l'Intelligenza Artificiale (AI)

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
Strategia per l'Intelligenza Artificiale (AI)

PoC

 

Smaller audience to gauge performance

Strategia per l'Intelligenza Artificiale (AI)

PoC

 

Adjustments

Strategia per l'Intelligenza Artificiale (AI)

PoC

 

Full-scale deployment

Strategia per l'Intelligenza Artificiale (AI)

The fixed timeline issue

 

Experimentative and research based

Experimentative and research based

 

Fixed timeline

Fixed timeline

Strategia per l'Intelligenza Artificiale (AI)

The fixed timeline issue

Experimentation

New tech stack integration

Deployment

Monitoring and maintaining complex systems

Strategia per l'Intelligenza Artificiale (AI)

The stakeholders

Business

Strategia per l'Intelligenza Artificiale (AI)

The stakeholders

Data

Strategia per l'Intelligenza Artificiale (AI)

The stakeholders

Model development

Strategia per l'Intelligenza Artificiale (AI)

The stakeholders

MLOps

Strategia per l'Intelligenza Artificiale (AI)

The stakeholders

AI strategist

Strategia per l'Intelligenza Artificiale (AI)

The kill switch

 

Kill project when?

Kill project

 

Sunk cost

Sunk cost

Strategia per l'Intelligenza Artificiale (AI)

The ROI indicator

Decide upfront

Project delays

Cost overrun

RoI

Strategia per l'Intelligenza Artificiale (AI)

Let's practice!

Strategia per l'Intelligenza Artificiale (AI)

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