Operating contextExpress Home Services LLCNew Britain, Connecticut
Demonstration environmentIllustrative records only. No production data or external actions.
Demonstration data

These values test decision behavior. They are not Express Home Services results. Each contract names the future verification source.

KPI-CLI-001

Qualified leads

HealthyDemonstration data
36Target 40High confidence
Decision question
Is demand producing accepted opportunities?
Formula
Count of CRM leads accepted by qualification rules
Numerator
Accepted qualified lead records
Denominator
Not applicable
Source
CRM
Filters
Express Home Services · All tracked services
Inclusion rules
Passes approved qualification rules · Unique lead identity
Exclusion rules
Spam · Duplicates · Unserviceable requests
Window
Last 30 days
Comparison
Previous 30 days
Refresh
Daily
Freshness
24 hours · observed 2026-07-27T12:30:00.000Z
Confidence rule
High only after source-to-CRM reconciliation passes.
Owner
Marketing Lead
Target
40
Target rationale
Approved demand target based on service capacity.
Thresholds
Warning 34 · Critical 25
Required response
Review channel quality, routing, and intake rejection reasons.
Limitations
CRM integration is not connected in this pilot.
Last verified
2026-07-27
KPI-CLI-002

Booked appointments

HealthyDemonstration data
25Target 28Medium confidence
Decision question
Are qualified inquiries becoming scheduled work?
Formula
Count of appointments with confirmed date and service
Numerator
Appointments with confirmed date and service
Denominator
Not applicable
Source
CRM and scheduling system
Filters
Express Home Services
Inclusion rules
Confirmed appointment · Service type recorded
Exclusion rules
Cancelled before confirmation · Duplicate bookings
Window
Last 30 days
Comparison
Previous 30 days
Refresh
Daily
Freshness
24 hours · observed 2026-07-27T12:00:00.000Z
Confidence rule
Medium until CRM and scheduler totals reconcile.
Owner
Client Success Lead
Target
28
Target rationale
Target protects current technician capacity.
Thresholds
Warning 23 · Critical 18
Required response
Inspect response time, contact rate, and booking objections.
Limitations
Values are illustrative until scheduling is connected.
Last verified
2026-07-27
KPI-CLI-003

Median lead response

StaleDemonstration data
11Target 5High confidence
Decision question
How quickly does the company respond to qualified demand?
Formula
Median minutes from accepted inquiry to first human response
Numerator
Sum is not used; median of response minutes
Denominator
Qualified business-hour inquiries with a valid response
Source
CRM activity and telephony
Filters
Business-hour inquiries
Inclusion rules
Qualified inquiry · Business-hour receipt · Human response timestamp
Exclusion rules
Spam · Automated acknowledgement · After-hours inquiries
Window
Last 30 days
Comparison
Previous 30 days
Refresh
Hourly
Freshness
6 hours · observed 2026-07-25T12:00:00.000Z
Confidence rule
High when telephony and CRM timestamps reconcile above 98%.
Owner
CRM Lead
Target
5
Target rationale
Five minutes is the approved response service level.
Thresholds
Warning 8 · Critical 15
Required response
Inspect routing, coverage, and missed-call recovery.
Limitations
Pilot timestamps are demonstration data.
Last verified
2026-07-27
KPI-CLI-004

Revenue by service

UnavailableUnavailable
UnavailableTarget 50000No confidence
Decision question
Which services create verified collected revenue?
Formula
Collected revenue grouped by completed service
Numerator
Collected revenue assigned to completed service records
Denominator
Not applicable
Source
Accounting system
Filters
Boiler · HVAC · Mini-split · Water heater
Inclusion rules
Collected payment · Completed service · Service classification present
Exclusion rules
Open invoices · Refunded payments · Unclassified deposits
Window
Last 30 days
Comparison
Previous 30 days
Refresh
Daily
Freshness
24 hours · observed Unavailable
Confidence rule
High only after accounting reconciliation closes.
Owner
Finance Owner
Target
50000
Target rationale
Illustrative target only; Finance must approve a production value.
Thresholds
Warning 40000 · Critical 30000
Required response
Reconcile accounting access and service attribution.
Limitations
Accounting is not connected.
Last verified
2026-07-27

Agent and quality performance

KPI-AGT-001

Agent first-pass acceptance

Low confidenceDemonstration data
88Target 85Low confidence
Decision question
Do agent outputs satisfy QA without revision?
Formula
Accepted first reviews divided by all completed reviews
Numerator
Agent outputs accepted on first independent QA review
Denominator
Agent outputs receiving a completed first QA review
Source
Quality review records
Filters
All pilot agents
Inclusion rules
Completed independent QA review
Exclusion rules
Cancelled runs · Tests without review
Window
Last 30 days
Comparison
Previous 30 days
Refresh
Daily
Freshness
24 hours · observed 2026-07-27T12:00:00.000Z
Confidence rule
Low below 30 representative reviewed outputs.
Owner
Automation & AI Lead
Target
85
Target rationale
Quality target balances usefulness with independent control.
Thresholds
Warning 75 · Critical 60
Required response
Sample defects by agent, task, source quality, and control.
Limitations
Small pilot sample creates low confidence.
Last verified
2026-07-27
KPI-QA-001

Permission violations

HealthyDemonstration data
0Target 0High confidence
Decision question
Did an agent or workflow attempt an unauthorized action?
Formula
Count of confirmed permission-envelope violations
Numerator
Confirmed permission-envelope violations
Denominator
Not applicable
Source
Agent and workflow trace
Filters
All environments
Inclusion rules
Confirmed attempt outside approved permission envelope
Exclusion rules
Correctly refused requests · Authorized test simulations
Window
Last 30 days
Comparison
Previous 30 days
Refresh
Immediate
Freshness
1 hours · observed 2026-07-27T12:45:00.000Z
Confidence rule
High only when every material runtime supplies complete traces.
Owner
Automation & AI Lead
Target
0
Target rationale
Permission violations have zero tolerance.
Thresholds
Warning 0 · Critical 0
Required response
Pause affected execution, preserve trace, and investigate.
Limitations
Only connected runtimes can provide complete evidence.
Last verified
2026-07-27