AI Pricing and Packaging Experiment Planner

# AI Pricing and Packaging Experiment Plan - AI Monetization Team

## Baseline
- Monthly signups: 22,000
- Current paid conversion: 3.6%
- Target paid conversion: 5.2%
- Conversion gap: 1.6 percentage points
- Current ARPA: $118
- Target ARPA: $146
- ARPA gap: $28
- Current discount rate: 22.0%
- Current gross margin: 71.0%
- Target gross margin: 78.0%
- Primary pricing constraint: Tier packaging confusion
- Pricing pressure score: 78.2 / 100 (Critical)
- Recommended cadence: Run two pricing command reviews per week with 48-hour decision SLAs.

## Economics snapshot
- Current paid accounts / month: 792
- Target paid accounts / month: 1,144
- Current new MRR: $93,456
- Target new MRR: $167,024
- Estimated incremental new MRR: $73,568
- Discount leakage estimate: $20,560
- Estimated margin uplift: $11,692

## Owner model
- Growth owner: Growth Lead
- Product owner: Product Monetization Manager
- RevOps owner: RevOps Director
- Finance owner: Finance Partner

## 30- to 90-day execution lines
| # | Phase | Objective | Owner | Due window | Success metric | Supporting route |
|---|---|---|---|---|---|---|
| 1 | Monetization baseline audit | Segment conversion and ARPA gaps by ICP, channel, and pricing tier to isolate where value capture fails. | RevOps Director | Week 1 | Top leakage segment list is owner-assigned with quantified upside | AI Pipeline Leakage Audit Generator (/ai-pipeline-leakage-audit-generator) |
| 2 | Packaging hypothesis board | Redesign tier boundaries, usage caps, and value metrics to reduce buyer confusion and dead-end plan selection. | Product Monetization Manager | Week 1-2 | At least three packaging hypotheses are prioritized by expected MRR impact | AI Monetization Sprint Hub (/ai-monetization-sprint-hub) |
| 3 | Pricing experiment lanes | Launch controlled pricing and discount experiments with margin guardrails and clear rollback criteria. | Growth Lead | Week 2 | Experiment pass/fail decisions made on conversion, ARPA, and margin thresholds | AI A/B Test Manager Generator (/ai-ab-test-manager-generator) |
| 4 | Trial and paid handoff tune-up | Align trial activation milestones with paid-entry triggers so packaging changes improve close quality, not only click-through. | Product Monetization Manager | Week 2-3 | Trial-to-paid progression improves for priority segments | AI Trial-to-Paid Conversion Rescue Generator (/ai-trial-to-paid-conversion-rescue-generator) |
| 5 | Expansion and upsell logic | Map upgrade triggers and in-product expansion offers so ARPA lift survives beyond initial conversion. | RevOps Director | Week 3 | Upsell attach rate and expansion MRR trend improve month over month | AI Expansion Revenue Playbook Generator (/ai-expansion-revenue-playbook-generator) |
| 6 | Executive pricing governance | Publish one pricing memo with experiment outcomes, margin impact, and next-quarter package decisions. | Finance Partner | Week 4 | Approved pricing roadmap has owner accountability and decision deadlines | AI Business Case Memo Generator (/ai-business-case-memo-generator) |

## Weekly operating ritual
1. Review one conversion gap and one ARPA gap segment with owner-level accountability.
2. Approve or stop packaging experiments based on margin-safe pass thresholds.
3. Track discount leakage and escalate uncontrolled exception patterns within 48 hours.
4. Publish one pricing memo with resolved decisions and next-week tests.