# Success Metrics & KPIs

Quantitative and qualitative measures for validating SOPHIAClaw across all phases.

---

## Technical Metrics

### System Health

| Metric                    | Phase 1 Target | Phase 2 Target | Phase 3 Target | Measurement                       |
| ------------------------- | -------------- | -------------- | -------------- | --------------------------------- |
| **Gateway Uptime**        | >99.5%         | >99.5%         | >99.9%         | Health check pings                |
| **Average Response Time** | <2s            | <2s            | <1.5s          | Time to first token               |
| **End-to-End Latency**    | <5s            | <4s            | <3s            | Message sent → response received  |
| **Error Rate**            | <1%            | <0.5%          | <0.1%          | Failed requests / total requests  |
| **Concurrent Sessions**   | 10             | 50             | 500+           | Peak simultaneous active sessions |

### Infrastructure

| Metric                    | Target        | Notes                       |
| ------------------------- | ------------- | --------------------------- |
| **Gateway Memory Usage**  | <200MB stable | No memory leaks over 7 days |
| **Database Query Time**   | <100ms p95    | All standard queries        |
| **AI Provider Response**  | <2s           | Including retries           |
| **Session Recovery Time** | <1s           | After disconnect/reconnect  |

### Alert Thresholds

**Critical (Page immediately):**

- Gateway down for >2 minutes
- Error rate >5% for >5 minutes
- Response time >10s for >5 minutes

**Warning (Log and monitor):**

- Gateway restart (unexpected)
- Error rate >1% for >10 minutes
- Response time >5s for >10 minutes

---

## Usage Metrics

### Engagement

| Metric                       | Phase 1 | Phase 2 | Phase 3 | Definition                          |
| ---------------------------- | ------- | ------- | ------- | ----------------------------------- |
| **Sessions/Day**             | 20+     | 50+     | 500+    | Unique daily active sessions        |
| **Messages/Session**         | 5+      | 10+     | 15+     | Average messages per session        |
| **Session Duration**         | 5+ min  | 10+ min | 15+ min | Average time per session            |
| **DAU/MAU Ratio**            | N/A     | 40%+    | 50%+    | Daily Active / Monthly Active Users |
| **Week-over-Week Retention** | 60%+    | 80%+    | 85%+    | Users returning week after week     |

### Feature Adoption

Track percentage of active users who engage with each feature:

| Feature                 | Phase 2 Target | Phase 3 Target |
| ----------------------- | -------------- | -------------- |
| **Multi-Channel Setup** | 80%            | 90%            |
| **Custom Commands**     | 60%            | 75%            |
| **Session Persistence** | 70%            | 85%            |
| **Avatar/Personality**  | 50%            | 65%            |
| **Dashboard Access**    | 40%            | 60%            |

### Feature Utilization Heatmap

Track feature combinations to understand user workflows:

```
Example Heatmap:
                 Telegram  Discord  Dashboard  Commands  Avatar
Telegram            -        40%       25%        60%      45%
Discord            40%        -        20%        55%      40%
Dashboard          25%       20%        -         35%      30%
Commands           60%       55%       35%         -       50%
Avatar             45%       40%       30%        50%       -
```

---

## Business Metrics

### Cost Efficiency

| Metric                  | Phase 1 | Phase 2 | Phase 3  | Target                 |
| ----------------------- | ------- | ------- | -------- | ---------------------- |
| **Cost per Session**    | <$0.10  | <$0.08  | <$0.05   | Total costs / sessions |
| **Cost per Message**    | <$0.02  | <$0.015 | <$0.01   | Total costs / messages |
| **Infrastructure Cost** | $50/mo  | $200/mo | $1K/mo   | Hosting, DB, bandwidth |
| **AI Provider Cost**    | $30/mo  | $150/mo | $1.5K/mo | OpenAI/Anthropic/etc   |

### Unit Economics

**Session Cost Breakdown:**

```
Per Session:
- Gateway processing: $0.001
- Database operations: $0.002
- AI inference (avg): $0.015
- Bandwidth/storage: $0.002
──────────────────────────
Total: ~$0.02/session

At 1000 sessions/day: $20/day = $600/month
```

### Revenue (Phase 3+)

| Metric                              | Month 1 | Month 6 | Month 12 |
| ----------------------------------- | ------- | ------- | -------- |
| **Monthly Recurring Revenue (MRR)** | $1K     | $10K    | $50K     |
| **Average Revenue Per User (ARPU)** | $29     | $35     | $40      |
| **Customer Acquisition Cost (CAC)** | $100    | $80     | $60      |
| **Lifetime Value (LTV)**            | $150    | $300    | $600     |
| **LTV:CAC Ratio**                   | 1.5:1   | 3.75:1  | 10:1     |

### Churn & Retention

| Metric                          | Target |
| ------------------------------- | ------ |
| **Monthly Churn Rate**          | <5%    |
| **Annual Churn Rate**           | <40%   |
| **Net Revenue Retention (NRR)** | >110%  |
| **Logo Retention**              | >90%   |

---

## Quality Metrics

### User Satisfaction

| Metric                           | Phase 1 | Phase 2 | Phase 3 |
| -------------------------------- | ------- | ------- | ------- |
| **Net Promoter Score (NPS)**     | N/A     | >40     | >50     |
| **Customer Satisfaction (CSAT)** | 4.0/5   | 4.2/5   | 4.5/5   |
| **System Usability Scale (SUS)** | 70      | 75      | 80      |

### NPS Survey

**Question:** "How likely are you to recommend SOPHIAClaw to a colleague?" (0-10)

- **Promoters (9-10):** Enthusiastic advocates
- **Passives (7-8):** Satisfied but unenthusiastic
- **Detractors (0-6):** Unhappy users

**Formula:** % Promoters - % Detractors = NPS (-100 to +100)

### Quality of Responses

**Measupurple via:**

1. User feedback (thumbs up/down on responses)
2. Follow-up rate (did user need to clarify/re-ask)
3. Task completion rate (did user achieve their goal)

| Metric                    | Target |
| ------------------------- | ------ |
| **Helpful Response Rate** | >85%   |
| **Follow-up Rate**        | <20%   |
| **Task Completion Rate**  | >80%   |

---

## Operational Metrics

### Support

| Metric                      | Phase 2   | Phase 3             |
| --------------------------- | --------- | ------------------- |
| **First Response Time**     | <4 hours  | <1 hour (paid)      |
| **Resolution Time**         | <24 hours | <4 hours (critical) |
| **Support Tickets/Week**    | <10       | <50                 |
| **Self-Service Resolution** | 60%       | 70%                 |

### Documentation

| Metric                       | Target                      |
| ---------------------------- | --------------------------- |
| **Documentation Coverage**   | 100% of features            |
| **Doc Page Load Time**       | <2s                         |
| **Doc Search Success Rate**  | >70%                        |
| **User Guide Comprehension** | >80% (measupurple via quiz) |

---

## Validation Metrics by Phase

### Phase 1: Internal Validation

**Success Criteria:**

- [ ] Uptime >99.5% (7 consecutive days)
- [ ] Zero critical bugs (7 consecutive days)
- [ ] 20+ sessions/day internally
- [ ] Team time savings: 20%+
- [ ] Cost per session documented (<$0.10)
- [ ] All documented features tested

**Validation Method:**

- Daily usage logs (see INTERNAL_VALIDATION_LOG.md)
- Weekly team retrospective
- Automated monitoring alerts

### Phase 2: Partner Beta

**Success Criteria:**

- [ ] 3+ partners report "indispensable"
- [ ] 50+ total sessions completed
- [ ] 80%+ week-over-week retention
- [ ] NPS >40
- [ ] Feature adoption >60%
- [ ] <5 critical issues/month
- [ ] 2+ case studies completed

**Validation Method:**

- Weekly partner check-ins
- Usage analytics dashboard
- Partner surveys (mid-point and final)
- Case study interviews

### Phase 3: Commercial Launch

**Success Criteria:**

- [ ] 100+ paying customers
- [ ] MRR >$10K
- [ ] Monthly churn <5%
- [ ] LTV:CAC >3:1
- [ ] NPS >50
- [ ] Organic growth >20% MoM
- [ ] Support SLA met consistently

**Validation Method:**

- Monthly business reviews
- Cohort analysis
- Customer interviews
- Public transparency reports

---

## Data Collection

### Automated Tracking

**Technical Metrics:**

- Gateway health checks (every 30s)
- Request/response logging
- Error tracking (Sentry)
- Performance monitoring (OpenTelemetry)

**Usage Metrics:**

- Session start/end events
- Feature usage events
- Message counts
- Channel distribution

### Manual Collection

**Satisfaction Metrics:**

- NPS surveys (monthly)
- CSAT ratings (after key interactions)
- Partner check-ins (weekly)
- User interviews (quarterly)

**Business Metrics:**

- Revenue tracking (Stripe)
- Cost tracking (AWS/GCP dashboards)
- Support ticket analysis
- Cohort retention analysis

---

## Reporting Cadence

| Report                  | Frequency | Audience        |
| ----------------------- | --------- | --------------- |
| **Daily Metrics**       | Daily     | Engineering     |
| **Weekly Summary**      | Weekly    | Team            |
| **Partner Updates**     | Weekly    | Partners        |
| **Monthly Review**      | Monthly   | Stakeholders    |
| **Transparency Report** | Monthly   | Public          |
| **Phase Gate Review**   | Per phase | Decision makers |

---

## Dashboard Requirements

**Real-Time Metrics:**

- Gateway status
- Active sessions
- Response time (last hour)
- Error rate (last hour)

**Daily/Weekly Views:**

- Sessions over time
- Messages per session
- Feature adoption
- Top errors

**Business Views:**

- Revenue (Phase 3+)
- CAC/LTV
- Churn cohorts
- Growth rate

---

_Created: 2026-02-24_  
_Next Review: Weekly (every Monday)_