Feature 02 · AI Opportunity Pipeline
AI Use Case Portfolio
Twelve transportation use cases scored on impact, feasibility, data readiness, and governance maturity. The quadrant separates quick wins from strategic bets; the ranked table shows the full scoring detail behind each recommendation.
Use Cases Scored
12
Via AI Review Board intake
Tier 1 (High-Risk)
4
Full RMF controls + HITL
Human-in-the-Loop
8 of 12
Mandatory review checkpoints
Short-Term Candidates
8
Startable inside 18 months
Prioritization Quadrant
Bubble size = data readiness · Color = risk tier
Upper-right: strategic priorities — fund first
Lower-right: quick wins — bundle into Year 1
Scoring Model
Composite priority score, weighted for a DOT context where mission impact and deliverability outrank novelty. Weights are set with the agency during discovery and re-tuned each quarter.
Risk Tiers at a Glance
Tier assignments drive control intensity on the AI Governance page.
Ranked Portfolio
| # | Use Case | Impact | Feasibility | Data | Governance | Score | Risk Tier | Illustrative Value |
|---|---|---|---|---|---|---|---|---|
| 1 | Crash-Data Safety Analytics UC-03 · Traffic Safety Office | 9.5 | 7.2 | 7.8 | 6.0 | 7.95 | Tier 1 — High | Better-targeted HSIP portfolio vs. hotspot-only methods |
| 2 | Document Accessibility Automation UC-07 · Communications / Legal | 6.2 | 9.0 | 8.4 | 7.8 | 7.72 | Tier 3 — Low | 90% reduction in manual remediation hours |
| 3 | Predictive Bridge & Pavement Maintenance UC-01 · Maintenance / Bridge | 9.2 | 6.8 | 7.4 | 5.5 | 7.57 | Tier 1 — High | 5–8% life-cycle cost avoidance on treatment programs |
| 4 | 511 & TMC Incident Summarization UC-05 · Traffic Management Center | 6.4 | 8.6 | 7.6 | 7.0 | 7.39 | Tier 2 — Moderate | Faster traveler notifications; consistent messaging |
| 5 | Grant Application Drafting Support UC-11 · Planning / Grants | 6.6 | 8.4 | 6.8 | 7.2 | 7.27 | Tier 3 — Low | More NOFOs pursued per cycle with same staff |
| 6 | Executive Briefing Automation UC-12 · Office of the Secretary | 5.8 | 8.8 | 7.2 | 7.5 | 7.24 | Tier 3 — Low | Consistent, current briefings; analyst hours returned |
| 7 | Automated FHWA Compliance Reporting UC-04 · Finance & Administration | 7.2 | 7.8 | 6.9 | 6.5 | 7.21 | Tier 2 — Moderate | 3,000+ staff-hours returned annually; fewer resubmissions |
| 8 | Encroachment Permit Triage UC-06 · Right of Way / Districts | 6.8 | 8.2 | 6.4 | 6.8 | 7.14 | Tier 2 — Moderate | Median turnaround from 21 to 8 days |
| 9 | Workforce Knowledge Assistant UC-08 · Agency-wide | 7.8 | 7.4 | 6.2 | 6.2 | 7.12 | Tier 2 — Moderate | Faster onboarding; fewer escalations to senior engineers |
| 10 | Construction Schedule Risk Analysis UC-09 · Construction Office | 8.0 | 6.2 | 5.4 | 5.0 | 6.49 | Tier 2 — Moderate | Earlier intervention on at-risk projects in $2B+ program |
| 11 | Traffic Signal Timing Optimization UC-02 · Traffic Engineering | 8.4 | 5.6 | 5.8 | 4.5 | 6.46 | Tier 1 — High | 8–12% corridor delay reduction on retimed corridors |
| 12 | Asset Image Recognition from Inspection Photos UC-10 · Maintenance / Bridge | 7.6 | 5.8 | 5.0 | 4.8 | 6.12 | Tier 1 — High | Inspector time shifted from data entry to judgment |