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Assessment Framework Overview

Understanding the comprehensive value assessment methodology that goes beyond traditional ROI

Beyond Traditional ROI

The AIVAL assessment framework goes beyond traditional ROI calculations to provide a holistic view of the value that AI initiatives can deliver to your organisation. It considers both quantitative and qualitative factors across multiple dimensions to ensure a comprehensive evaluation.

Why a Holistic Approach Matters

This approach recognises that AI value extends beyond direct financial returns and includes benefits such as improved customer experience, operational efficiency, risk reduction, and strategic positioning.

Assessment Dimensions
The framework evaluates AI use cases across five key dimensions for comprehensive value assessment

Financial Impact

Quantifiable monetary benefits the use case is expected to deliver:

Cost reduction through automation or efficiency gains
Revenue generation through new offerings or improved conversion
Working capital optimisation
Asset utilisation improvements

Operational Excellence

Improvements to internal processes and operations:

Productivity enhancements
Quality improvements and error reduction
Process standardisation and consistency
Resource optimisation
Decision-making speed and quality

Customer Experience

Impact on customer satisfaction, engagement, and loyalty:

Personalisation capabilities
Response time and service quality
Self-service enablement
Customer journey improvements
Net Promoter Score (NPS) impact

Risk and Compliance

Effects on organisational risk profile and regulatory compliance:

Fraud detection and prevention
Compliance monitoring and reporting
Error reduction in critical processes
Audit trail and transparency
Data security enhancements

Strategic Alignment

Contribution to long-term organisational goals and competitive positioning:

Alignment with corporate strategy
Market differentiation
Future-proofing and adaptability
Capability building and knowledge creation
Ecosystem and partnership development
Scoring Methodology
Each dimension is evaluated through specific questions with responses scored on a 1-5 scale
ScoreDescriptionInterpretation
1MinimalLittle to no positive impact in this dimension
2MinorSmall improvements or benefits
3ModerateNoticeable improvements with some business value
4SignificantSubstantial improvements with clear business value
5TransformativeGame-changing impact with exceptional business value

Calculation Method

Dimension scores are calculated as the average of the question scores within that dimension. The overall assessment score is a weighted average of the dimension scores, with weights configurable based on organisational priorities.

Default Dimension Weights
Financial Impact:30%
Operational Excellence:25%
Customer Experience:20%
Risk and Compliance:15%
Strategic Alignment:10%

Note: These weights can be customised to reflect your organisation's specific priorities.

Conducting an Assessment
Follow these steps to conduct a comprehensive value assessment with your team
1

Select a Use Case

Choose a prioritised use case from your inventory for detailed assessment.

2

Gather the Right Team

Include business stakeholders, technical experts, and financial analysts relevant to the use case.

3

Complete the Assessment Questionnaire

Answer all questions across the five dimensions, providing supporting evidence where possible.

4

Review Dimension Scores

Examine the scores for each dimension to identify strengths and weaknesses.

5

Calculate Overall Value Score

Apply dimension weights to calculate the final value score.

6

Document Insights and Recommendations

Capture key findings, potential enhancements, and next steps.

Interpreting Results
The assessment produces several outputs to guide decision-making and investment priorities

Overall Value Score

A score between 1-5 representing the overall value potential of the use case. This can be used to compare different initiatives and inform investment decisions.

4.5-5.0:Exceptional value, top priority
3.5-4.4:Strong value, high priority
2.5-3.4:Good value, medium priority
1.5-2.4:Limited value, low priority
1.0-1.4:Minimal value, reconsider

Dimension Profile

A radar chart showing scores across all five dimensions, highlighting areas of strength and potential improvement. This helps identify which aspects of the use case deliver the most value.

Balanced profile:Well-rounded value proposition
Spiky profile:Value concentrated in specific dimensions
Low critical scores:Consider enhancements

Additional Insights

The assessment also provides qualitative insights and recommendations for maximising value, addressing potential risks, and enhancing the implementation approach.

Using the AIVAL Assessment Tool
The AIVAL platform provides a digital workspace for comprehensive value assessments
1
Select a use case from your inventory
2
Complete the assessment questionnaire with your team
3
View automatically calculated dimension and overall scores
4
Explore visual representations of the value profile
5
Generate assessment reports for stakeholders
6
Compare multiple assessments to inform portfolio decisions