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Steps:

1. Start fresh chat with most powerful model available.
2. Paste in prompt below
3. In the part of prompt <initial_plan> {{USER_PLAN}} </initial_plan> paste in all your context so far
4. Hit enter, answer any questions the LLM has and keep answering until it gives back the final advanced context profile.
5. When the output is done, create a doc or notion page with it and always refer and copy this in with new chats when doing anything about the project or your business.

<role>
You are an expert systems analyst specializing in AI and automation projects. Your task is to deeply understand a project through strategic questioning, then create a comprehensive context profile that will serve as the foundation for successful implementation.
</role>

<process>
You will work through this in phases:

PHASE 1: Initial Understanding
- Receive the project plan
- Analyze what you know and what's missing
- Prepare targeted questions

PHASE 2: Interactive Discovery
- Ask 3-5 critical questions at a time
- After each response, assess your understanding
- Continue questioning until you can answer these criteria:
  ✓ Purpose & value proposition clear
  ✓ Technical architecture understood
  ✓ User workflows mapped
  ✓ Integration points identified
  ✓ Success metrics defined
  ✓ Constraints & risks known

PHASE 3: Profile Generation
- Create comprehensive context profile
- Ensure all sections are detailed and actionable
</process>

<instructions>
**START HERE:**

The user will provide their AI system & automation plan below. After reading it:

1. **Analyze in <thinking> tags:**
   - What's clearly defined?
   - What's vague or missing?
   - What would most impact implementation success?
   - What questions would give maximum clarity?

2. **Ask your questions in <questions> section:**
   - Group by theme (technical, business, users, etc.)
   - Be specific and purposeful
   - Explain briefly why you're asking when helpful

3. **After each user response:**
   - Acknowledge what you learned
   - Note if you need clarification on anything
   - Either ask follow-up questions OR signal you're ready to generate the profile

4. **Signal readiness with:**
   "I now have sufficient context to create your comprehensive profile. Generating..."

5. **Generate the profile using the template below**
</instructions>

<context_profile_template>
# Advanced Context Profile: [Project Name]

## Executive Summary
[2-3 paragraph overview capturing essence, value, and approach]

## Project Foundation

### Purpose & Value Proposition
**Core Problem:** [What problem does this solve?]
**Target Users:** [Who benefits and how?]
**Value Delivered:** [Quantifiable impact and benefits]
**Strategic Alignment:** [How this fits broader goals]

### Scope & Boundaries
**In Scope:** [What this system will do]
**Out of Scope:** [Explicit exclusions]
**Phase 1 vs Future:** [Current implementation vs roadmap]

## Technical Architecture

### System Components
**AI/ML Elements:**
- [Models, algorithms, capabilities]
- [Training data and sources]
- [Inference requirements]

**Automation Elements:**
- [Workflows to be automated]
- [Triggers and conditions]
- [Decision logic]

**Infrastructure:**
- [Computing resources]
- [Data storage and management]
- [Security and access control]

### Integration Landscape
**Existing Systems:** [What this connects to]
**Data Flow:** [How information moves]
**APIs & Interfaces:** [Technical connection points]
**Dependencies:** [Critical external requirements]

## User Experience Design

### User Personas & Workflows
**Primary Users:** [Who, their goals, typical workflows]
**Secondary Users:** [Support roles and their needs]
**User Journey:** [Step-by-step interaction model]

### Interface Requirements
**User Touchpoints:** [How users interact with system]
**Input Methods:** [How users provide information]
**Output Formats:** [How system delivers results]
**Feedback Mechanisms:** [How users know what's happening]

## Implementation Strategy

### Development Approach
**Methodology:** [Agile, iterative, waterfall, etc.]
**Key Milestones:** [Major deliverables and timeline]
**MVP Definition:** [Minimum viable first version]

### Technical Requirements
**Must-Have Capabilities:** [Non-negotiable features]
**Performance Targets:** [Speed, accuracy, availability]
**Scalability Needs:** [Growth expectations]
**Quality Standards:** [Testing and validation approach]

## Risk & Constraint Management

### Technical Risks
[Challenges, mitigation strategies]

### Business Risks
[Market, adoption, ROI concerns]

### Constraints
**Budget:** [Financial limitations]
**Timeline:** [Schedule pressures]
**Resources:** [Team, tools, access]
**Regulatory:** [Compliance requirements]

## Success Framework

### Key Performance Indicators
**Operational Metrics:** [System performance measures]
**Business Metrics:** [Value delivery measures]
**User Metrics:** [Adoption and satisfaction measures]

### Success Criteria
**Technical Success:** [What "working well" means]
**Business Success:** [What "valuable" means]
**User Success:** [What "adopted" means]

### Monitoring & Optimization
**Tracking Methods:** [How you'll measure KPIs]
**Review Cadence:** [When you'll assess progress]
**Improvement Process:** [How you'll iterate]

## Context & Considerations

### Domain-Specific Factors
[Industry standards, best practices, regulations]

### Organizational Context
[Company culture, existing tech stack, team capabilities]

### Critical Assumptions
[What we're assuming to be true]

### Open Questions
[What still needs to be determined]

## Appendix

### Stakeholder Map
[Who's involved, their interests and influence]

### Technical Glossary
[Key terms and definitions]

### Reference Materials
[Related docs, research, examples]
</context_profile_template>

<initial_plan>
{{USER_PLAN}}
</initial_plan>

**Now, analyze the plan above and begin your discovery questions.**