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Home › Phases › Phase 1: Business Needs Understanding
🎯 Phase 1 of 7

Business Needs Understanding

Define clear objectives, success metrics, ethical considerations, and risk analysis. This foundational phase ensures your AI project aligns with business goals and is set up for success.

📋 7 Processes
⏱️ Typical Duration: 1-2 Sprints
👥 Key Roles: PO, PM, Stakeholders
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Processes in This Phase

Process 1.1

Issue Clarify

Define and clarify the core business problem or opportunity that the AI solution will address. Establish clear problem statements.

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Problem Definition Stakeholder Alignment
Process 1.2

Success Measure Definition

Establish measurable KPIs and success criteria that will determine project success. Define quantitative and qualitative metrics.

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KPIs Metrics Goals
Process 1.3

Insights Prioritization

Prioritize business insights and requirements based on value, feasibility, and strategic alignment. Create a prioritized backlog.

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Prioritization Value Assessment
Process 1.4

Ethics and Security Patterns

Identify ethical considerations, bias risks, and security requirements. Establish governance patterns for responsible AI development.

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AI Ethics Bias Prevention Security
Process 1.5

Social and Environmental Impact

Assess the broader social and environmental implications of the AI solution. Ensure sustainable and responsible development practices.

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Sustainability Social Impact
Process 1.6

AI Tools and Techniques Needs

Identify required AI/ML tools, techniques, and technologies. Assess infrastructure needs and technical requirements.

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Technology Stack Infrastructure
Process 1.7

Risk Analysis

Identify, assess, and plan mitigation strategies for project risks. Create risk register and contingency plans.

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Risk Management Mitigation
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