AI Use Case Prioritization Forecast OS

Ranked use-case lanes

90-day execution lines

90-day checkpoint scorecard

# AI Use Case Prioritization Forecast OS - AI Strategy Office

## Portfolio baseline
- Review cadence: Weekly
- Primary constraint: Low owner capacity
- Quarterly execution budget: $240,000
- Cost per owner-capacity point: $3,200
- Monthly owner-capacity points: 34.0
- Current value realization: 28.0%
- Target value realization: 52.0%
- Portfolio pressure score: 64.6 / 100 (High)
- Recommended cadence: Run one weekly command review plus one payback and capacity checkpoint.

## Ranked use case lanes
| Rank | Use case | Owner | Priority score | Lane | Risk-adjusted annual value | Payback (months) | Capacity efficiency ($/point) |
|---|---|---|---:|---|---:|---:|---:|
| 1 | Support ticket triage assistant | Support Ops | 83.4 | Now | $282,240 | 2.0 | $25,658 |
| 2 | Sales-assisted proposal copilot | Revenue Ops | 70.5 | Now | $241,920 | 1.9 | $26,880 |
| 3 | Lifecycle win-back trigger orchestration | Lifecycle Team | 55.0 | Next | $237,120 | 3.3 | $15,808 |
| 4 | Contract redline intelligence | Procurement | 41.6 | Later | $141,360 | 4.7 | $10,874 |

## Forecast diagnostics
- Total risk-adjusted annual value pool: $902,640
- Now-lane annual value: $524,160
- Next-lane annual value: $237,120
- Later-lane annual value: $141,360
- Weighted average payback: 2.7 months
- Now-lane required capacity points: 20.0
- Capacity coverage ratio: 1.70
- Now-lane quarterly budget need: $85,000
- Budget coverage ratio: 2.82
- Current realized annual value: $252,739
- Target realized annual value: $469,373
- Incremental realized annual value: $216,634
- Incremental realized quarterly run-rate: $54,159

## 90-day execution lines
| # | Stage | Objective | Owner | Due window | Success metric | Supporting route |
|---|---|---|---|---|---|---|
| 1 | Portfolio baseline lock | Freeze value assumptions, target realization range, and payback guardrails before roadmap commitments. | Support Ops | Week 1-2 | Target realization and payback guardrails signed off by owners. | AI Business Case Memo Generator (/ai-business-case-memo-generator) |
| 2 | Evidence and risk calibration | Normalize impact/confidence evidence and risk controls for each top-lane use case before execution starts. | Revenue Ops | Week 2-3 | All Now-lane rows have evidence links and risk owners assigned. | AI Adoption Readiness Scorecard (/ai-adoption-readiness-scorecard) |
| 3 | Now-lane launch sprint | Launch prioritized use cases: Support ticket triage assistant, Sales-assisted proposal copilot. | Support Ops | Week 3-5 | Now-lane use cases move to production-pilot status with checkpoint owners. | AI Rollout and Adoption Hub (/ai-rollout-adoption-hub) |
| 4 | Capacity and budget balancing | Reallocate owner capacity points and cut low-efficiency rows when coverage or budget ratio drops below 1.00. | Revenue Ops | Week 5-7 | Capacity coverage >= 1.00 (current 1.70), budget coverage >= 1.00. | AI Monetization Sprint Hub (Forecast OS + exports) (/ai-monetization-sprint-hub) |
| 5 | Value realization checkpoint loop | Track realized annual value, weighted payback movement, and owner-level execution risk in one monthly operating review. | Support Ops | Week 8-12 | Realized annual value trend and weighted payback both improve for two cycles. | AI Revenue Lifecycle Hub (/ai-revenue-lifecycle-hub) |

## 90-day checkpoint scorecard
| Checkpoint | Active Now-lane use cases | Value realization target (%) | Capacity coverage target | Weighted payback target (months) | Incremental annual value run-rate | Owner |
|---|---:|---:|---:|---:|---:|---|
| Week 1 | 1 | 31.8 | 1.15 | 4.0 | $34,661 | Support Ops |
| Week 2 | 1 | 35.7 | 1.26 | 3.7 | $69,323 | Support Ops |
| Week 4 | 2 | 40.0 | 1.38 | 3.5 | $108,317 | Support Ops |
| Week 6 | 2 | 44.3 | 1.49 | 3.2 | $147,311 | Support Ops |
| Week 8 | 2 | 48.2 | 1.60 | 2.9 | $181,973 | Support Ops |
| Week 12 | 2 | 52.0 | 1.70 | 2.7 | $216,634 | Support Ops |

## Weekly operating ritual
1. Re-rank use cases with evidence updates and enforce one owner for each Now-lane row.
2. Block promotion when weighted payback drifts above target or capacity coverage falls below 1.00.
3. Reallocate budget and owner-capacity points before adding new use cases to Now lane.
4. Publish checkpoint scorecard movement with value realization and payback trend every review cycle.