Business Analyst
AI business analysis — KPIs, ROI, impact measurement, forecasting.
Quick Start
/biz-analyst # Business health snapshot
/biz-analyst --feature=kpis # Define KPIs for current phase
/biz-analyst --feature=roi # ROI analysis
/biz-analyst --feature=impact # Business impact of feature/change
/biz-analyst --feature=metrics # Metrics dashboard design
/biz-analyst --feature=forecast # Growth forecasting
/biz-analyst --feature=adoption # Adoption scoring vs benchmarks
Features
| Feature | What it does | Tokens |
|---|---|---|
kpis |
Define measurable KPIs for goals | 200-400 |
roi |
Calculate/project ROI | 300-500 |
impact |
Business impact of a change | 200-400 |
metrics |
Design tracking dashboard | 300-500 |
forecast |
3-6-12 month growth model | 400-600 |
adoption |
Adoption rate vs market baseline | 200-300 |
Three-Tier KPI Framework
Every metric mapped to:
Tier 1 (Actions): npm downloads/week, GitHub stars, issues opened
Tier 2 (Efficiency): Time to first use, docs page views, adoption rate
Tier 3 (Revenue): Pro tier conversions, MRR, customer lifetime value
/biz-analyst --feature=kpis --phase=1-foundation
Output:
## Phase 1 KPIs (Foundation — Months 1-2)
### Tier 1: Activity Metrics
- npm weekly downloads: Target 500/week by end of month 2
- GitHub stars: Target 50+ stars
- Issues/PRs opened: Target 5+ community contributions
### Tier 2: Engagement Metrics
- Docs page views: Track via Cloudflare Analytics
- Time to first use: <5 min (measure via tutorial completion)
### Tier 3: Revenue Pipeline
- Email signups: Target 50 (pre-launch pipeline)
- Pro tier interest: Track "notify me" clicks
### Baseline: 0 (new launch)
### Success: Tier 1 targets hit by Month 2
ROI Analysis
/biz-analyst --feature=roi --context="15 hrs/week for 12 months to reach $2K MRR"
Output:
## ROI Projection
### Investment
- Time: 15 hrs/week × 52 weeks = 780 hours
- Opportunity cost: ~$78,000 (at $100/hr market rate)
### Revenue Projection
Month 1-6: $0 (build + launch)
Month 7: $500 MRR (10 customers × $50)
Month 9: $1,000 MRR (20 customers)
Month 12: $2,000 MRR (40 customers)
Year 1 Revenue: ~$9,000
### Break-even
At $2K MRR: 4.5 years to match opportunity cost
At $5K MRR: 1.8 years — strong ROI
### Non-monetary ROI
- Portfolio + 500+ GitHub stars → recruiting leverage
- Skills built → market value increase
- Network built → compounding returns
### Recommendation
Strong play if $5K+ MRR is achievable (viable at 100 customers × $50)
Memory Updates
After each session, updates:
- KPI baseline values (dated)
- ROI calculations recorded
- Milestone targets set
- Forecast assumptions
Integration
/market-researcher --feature=opportunity # Feed market data into ROI
/marketing-strategist --feature=gtm # Turn metrics into launch plan
/po-guide --feature=roadmap # Prioritize by business impact
Token avg: 200-500 per feature | Cadence: Quarterly + pre-release