Validate
Confirm the real workflow, baseline, data access, exceptions, and owner.
◇ Synthetic demo● Scenario ready
Property management
Maintenance request intake
Structure resident requests, identify missing details, draft a response, and route the work—while a manager retains approval for urgency and vendor dispatch.
AI FIT87/100
01
Inputs completeDefine the workflow
Adjust the operating assumptions to match the process you want to improve.
02
BaselineCurrent state
19.3 hours of work each week
01
Request arrivesEmail, voicemail, web form
02
Manager reads and categorizesLocation, urgency, trade
Manual triage03
Missing details requested18% need follow-up
Rework04
Vendor or technician selectedRules and availability
05
Resident receives updateManually written response
03
Human controlledAI-assisted state
64% of processing time recovered
01
AI structures the requestExtracts location, issue, urgency
02
AI identifies missing detailsPrepares focused follow-up
03
AI drafts category and responseUses approved language
H
Manager reviews urgency and routingHuman approval
Human review05
Existing system is updatedApproved record and response
04
Assumptions to validateCalculate the business case
Change the expected time reduction and pilot investment to test the economics.
FIRST-YEAR NET VALUE$15,052after estimated implementation costs
HOURS RECOVERED12.3per week
ESTIMATED PAYBACK12weeks
FIRST-YEAR ROI323%modeled return
05
Prepare the 30-day pilot
Test with a small group, retain human approval, and decide based on measured results.
Configure
Build the controlled workflow using approved content and test cases.
Pilot
Run with a small user group. Require human review and record corrections.
Decide
Measure average triage time and recommend scale, revise, or stop.
REQUIRED CONTROLS
✓ No automatic emergency classification
✓ Manager approves vendor dispatch
✓ Use approved resident-response templates
✓ Retain request and approval history
PRIMARY SUCCESS MEASURE