Persona: Group Product Manager

  Task: Write a one-to-two page Strategic Memo to the Executive Leadership Team to secure investment for the next phase of the product.

  Context: Use the content in this thread (upload the output from Day 9 and include Days 3–8 outputs in the same Gemini thread).

  Output: The memo must synthesise the following concepts:

  1. Context & Product Pivot (Outcome Thinking):
  - Current Traditional Feature: [Briefly describe the existing feature, e.g., "A basic filter-based catalog search tool" or "A manual data entry workflow."]
  - New AI-Native Outcome: [State the measurable outcome the AI delivers, e.g., "Reduce user churn by 10% by providing personalised proactive problem-solving" or "Increase operational efficiency by 50% by automating complex data synthesis."]
  - PM Role Shift: The strategy must emphasise the shift from Feature Thinking to Outcome Thinking and the PM's role as a Model Owner.

  2. Resilience & Safeguards (AI Failure Modes):
  - Critical Failure Mode: [Identify the single biggest risk for this product, e.g., Hallucinations, Bias Amplification, or Model Drift.]
  - Mitigation Strategy: Detail the primary safeguard, specifically the use of a "Eject to Human" pattern, a Confidence Threshold filter, or Factual Grounding to address the risk.

  3. Data Strategy & Governance (Foundation):
  - Data Moat: [Identify the proprietary data asset needed, e.g., "5 years of labeled anomaly reports" or "Proprietary user interaction signals."]
  - Compliance/Trust: Commit to a Privacy by Design approach, specifically mentioning [RELEVANT REGULATION, e.g., GDPR, HIPAA] compliance and the strategy for avoiding the GIGO principle.

  4. Orchestration & Launch Plan (Execution):
  - Orchestration Pattern: [Specify the required pattern, e.g., Conditional Branching, Event-Driven Architecture, or Fan-Out/Fan-In, and state its core purpose (e.g., "to manage latency" or "to handle real-time triggers").]
  - Launch Strategy: Structure the launch plan using the Three-Phase Framework (Pre-Launch, Communication, Monitoring).
  - Monitoring Pillars: Define how the system will track the three pillars: Model Health, Business Outcomes, and Human Feedback.

  Desired Format: Use the formal memo structure (To, From, Subject) and separate the content clearly with headings (Executive Summary, Strategy, Launch Plan). The tone should be decisive, transparent, and strategic.