AI Expansion Revenue Forecast OS

# AI Expansion Revenue Forecast OS - Revenue Lifecycle Team

## Baseline
- Monthly active accounts: 340
- Eligible expansion accounts: 160
- Current expansion win rate: 13.0%
- Target expansion win rate: 24.0%
- Expansion win-rate gap: 11.0 points
- Current sales-accepted expansion share: 62.0%
- Target sales-accepted expansion share: 80.0%
- Accepted expansion gap: 18.0 points
- Current NRR: 105.0%
- Target NRR: 118.0%
- NRR gap: 13.0 points
- Current median time-to-expansion: 52.0 days
- Target median time-to-expansion: 32.0 days
- Time-to-expansion recovery target: 20.0 days (38.5%)
- Expansion pressure score: 100.0 / 100 (Critical)
- Recommended cadence: Run two weekly expansion command reviews with 48-hour blocker closure.
- Primary constraint: Weak CS to sales expansion handoff

## Expansion economics
- Expansion deals / quarter: 20.8 -> 38.4 (+17.6)
- Accepted expansion deals / quarter: 12.9 -> 30.7 (+17.8)
- Incremental quarterly expansion revenue: $347,100
- Incremental annualized expansion revenue: $1,388,400
- Speed-adjusted incremental quarterly revenue: $555,360
- Speed-adjusted incremental annualized revenue: $2,221,440

## Capacity diagnostics
- Required expansion touches / week: 16.5
- Available expansion touches / week: 104.0
- Expansion coverage ratio: 6.30
- Weekly touch delta: +87.5

## Owner model
- Customer success owner: Customer Success Director
- Sales owner: Expansion Sales Manager
- RevOps owner: RevOps Director

## 90-day execution lines
| # | Stage | Objective | Owner | Due window | Success metric | Supporting route |
|---|---|---|---|---|---|---|
| 1 | Expansion signal baseline | Re-rank eligible accounts by product-adoption depth, commercial upside, and renewal exposure. | RevOps Director | Week 1 | Tiered expansion cohort list published with one owner per tier | AI Growth and Monetization Hub (/ai-growth-monetization-hub) |
| 2 | Adoption-to-value checkpoint enforcement | Require milestone-level value proof before launching expansion offers to avoid low-quality closes. | Customer Success Director | Week 1-2 | Accepted expansion quality trends toward target | AI Rollout and Adoption Hub (/ai-rollout-adoption-hub) |
| 3 | Offer lane and packaging governance | Run structured expansion offer tests with discount and margin guardrails by segment. | Expansion Sales Manager | Week 2-3 | Expansion win rate trends toward 24.0% | AI Pricing and Packaging Experiment Planner (/ai-pricing-packaging-experiment-planner) |
| 4 | Accepted expansion quality control | Align CS to sales handoff SLA, enforce acceptance criteria, and recirculate low-confidence opportunities. | Expansion Sales Manager | Week 3-4 | Accepted expansion share trends toward 80.0% | AI PQL Forecast OS (/ai-pql-scoring-workflow-generator) |
| 5 | Capacity and renewal-risk balancing | Balance expansion touch demand against pod throughput and isolate renewal-risk blockers early. | RevOps Director | Week 4-5 | Expansion coverage ratio stays >= 1.00 (current 6.30) | AI Revenue Lifecycle Hub (/ai-revenue-lifecycle-hub) |
| 6 | Executive expansion forecast loop | Run one monthly forecast review on accepted expansion volume, speed-to-expansion, and NRR movement. | RevOps Director | Week 6-8 | Quarterly expansion run-rate and NRR trend positive for two review cycles | AI Monetization Sprint Hub (Forecast OS + exports) (/ai-monetization-sprint-hub) |

## 90-day checkpoint scorecard
| Checkpoint | Expansion win-rate target (%) | Accepted expansion target (%) | Accepted deals target | NRR target (%) | Time-to-expansion target (days) | Coverage target | Incremental quarterly revenue run-rate | Speed-adjusted quarterly run-rate | Owner |
|---|---|---|---|---|---|---|---|---|---|
| Week 1 | 14.8 | 64.9 | 15.7 | 107.1 | 48.8 | 4.92 | $55,536 | $88,858 | Customer Success Director |
| Week 2 | 16.5 | 67.8 | 18.6 | 109.2 | 45.6 | 4.18 | $111,072 | $177,715 | Customer Success Director |
| Week 4 | 18.5 | 71.0 | 21.8 | 111.5 | 42.0 | 3.34 | $173,550 | $277,680 | Expansion Sales Manager |
| Week 6 | 20.5 | 74.2 | 25.0 | 113.8 | 38.4 | 2.49 | $236,028 | $377,645 | Expansion Sales Manager |
| Week 8 | 22.2 | 77.1 | 27.9 | 115.9 | 35.2 | 1.75 | $291,564 | $466,502 | RevOps Director |
| Week 12 | 24.0 | 80.0 | 30.7 | 118.0 | 32.0 | 1.00 | $347,100 | $555,360 | RevOps Director |

## Weekly operating ritual
1. Review account-tier movement, accepted expansion quality, and renewal-risk blockers in one board.
2. Escalate one underperforming expansion cohort with an owner and due window each week.
3. Rebalance expansion touch capacity when coverage ratio drops below 1.00.
4. Publish checkpoint deltas for win-rate, accepted expansion share, NRR trend, and revenue run-rate.