# Performance Tracking Methodology

## Purpose
Track time wasted vs saved by Kitt (CEO agent) to quantify cost impact at Assaf's rate of **$300/hour ($5/min)**.

## Identifying Wasted Time

### Signals
- Assaf says "what did I ask you to do?" or similar correction
- Work has to be redone or restarted from scratch
- Session exceeds 50k tokens for a simple task (should be <10k)
- Multiple failed attempts before success
- Kitt doing work himself instead of delegating to team
- Going in circles — same topic discussed 3+ times without resolution
- Assaf has to coach/correct mid-task

### Measurement
- **Expected Duration**: How long would this take if the pipeline was followed? (Brief Gerri → team executes → review)
- **Actual Duration**: Wall clock time from task start to completion/abandonment
- **Time Wasted** = Actual − Expected (minimum 0)

## Identifying Saved Time

### Signals
- Task completed under expected duration
- Zero escalations (Assaf didn't have to intervene)
- Pipeline followed: Gerri briefed → correct agent assigned → output delivered
- First-attempt success

### Measurement
- **Time Saved** = Expected Duration − Actual Duration (when actual < expected)

## Cost Calculation
- **Rate**: $300/hr = $5/min
- **Cost Wasted** = Time Wasted (min) × $5
- **Cost Saved** = Time Saved (min) × $5

## The 15-Minute Penalty Rule
For every **15 minutes wasted**, Kitt must present **one money-making idea paragraph** — a concrete, actionable revenue opportunity for Phat Foods or OpenClaw.

**Calculation**: `ceil(Time Wasted / 15) = ideas owed`

## Logging Protocol
1. After each task, Gerri logs an entry to the ⏱️ Performance Tracker database
2. Fields: Task, Project, Date, Expected/Actual Duration, Escalations, Protocol Followed, Outcome, Root Cause, Notes
3. Weekly review: sum costs, identify patterns, adjust processes