AI Toolkit by Role

Writes production code with AI assistance daily. Reviews AI-generated code critically. Uses Cursor agents for multi-step tasks. Understands when AI output needs human judgment.

Uses AI to generate test cases and identify edge cases. Reviews AI-written tests critically. Leverages Gandalf for CI analysis. Writes automation scripts with AI assistance.

Writes first-draft specs with AI and refines them. Uses AI for competitive research and synthesis. Technical PMs can navigate codebases with AI assistance. Evaluates AI output against customer needs.

Uses Cursor for technical exploration and Kai for knowledge lookup. Navigates codebases and Salesforce config with AI assistance. Reviews AI output against customer context.

Uses Kai before escalating. Leverages AI for case analysis and customer comms. Identifies patterns that can be automated. Contributes to the knowledge base that trains AI.

Uses AI for first-draft proposals and RFP responses. Leverages Kai for product knowledge in customer conversations. Reviews AI-generated content for accuracy and tone.

Uses Saga for programme intelligence. Generates status reports and risk assessments with AI. Reviews AI-produced analysis against ground truth. Identifies automation opportunities in programme workflows.

Uses AI for routine document creation and analysis. Reviews AI output for accuracy in financial/legal contexts. Identifies processes that can be streamlined with AI.

Models AI-first behavior for the company. Uses AI teammates daily. Makes decisions informed by AI-generated analysis while applying executive judgment.