Capture inquiries from every channel, enrich the record, assign the right agent, and start a measured follow-up sequence without replacing the existing CRM.
Where automation earns back the week.
An interactive opportunity map for a fictional property group, built to turn scattered operational pain into a ranked, buildable system.
Find the first build.
Choose the operating area and implementation appetite. The report updates its recommendation and dims opportunities that do not match.
Ranked by leverage.
The sample score balances time recovered, implementation effort, process stability, and how quickly success can be measured.
| Rank | Opportunity | Recovery | Area | Scope | Best measure |
|---|---|---|---|---|---|
| 1 | Lead response routerIntake · enrichment · assignment | 3.2 hrs / week | Leads | Quick win | Median response time |
| 2 | Owner update builderPortfolio activity summary | 2.4 hrs / week | Reporting | Quick win | Prep time per report |
| 3 | Maintenance triage deskClassification · urgency · routing | 2.1 hrs / week | Operations | Core system | Time to assignment |
| 4 | Showing follow-upFeedback and next-step sequence | 1.6 hrs / week | Client service | Quick win | Feedback completion |
| 5 | Document readiness monitorChecklist · reminders · exceptions | 1.3 hrs / week | Operations | Core system | Missing-item rate |
| 6 | Portfolio signal boardLive operational indicators | 0.9 hrs / week | Reporting | Core system | Decision latency |
Evidence before expansion.
A four-part pilot protects the existing operation while producing enough evidence to decide whether the system deserves a wider rollout.
Map the real handoff
Record where work enters, who touches it, what breaks, and which exceptions require judgment.
Set the baseline
Measure current response time, manual touches, completion rate, and weekly effort before automating.
Run one narrow loop
Build the smallest end-to-end workflow with human review, logs, and a clean rollback path.
Keep, revise, or stop
Compare results to the baseline. Expand only when the evidence beats the operating cost.
What gets delivered.
A demonstration of how research, system design, and implementation guidance can live in one decision-ready artifact.