Intelligence preview · representative data

The manufacturer surface, before the backend.

A static preview of the lifecycle intelligence panels manufacturers consume once their SKUs are connected to the installed asset graph. All values are demo data.

Top-line signals

Lifecycle KPIs

Installed assets
142,418
+4.2K wk
Commissioning rate
78.6%
+1.4 QoQ
Active warranty risk
14
+6
Avg install confidence
89%
+2.1
Replacement forecast (12mo)
8,870
+11%
Data coverage
64%
+8

Manufacturer intelligence

Strategic panels

Install Quality Score

Weighted score across commissioning, callbacks, and early-life performance.

conf
91%
86.4+2.1 QoQ
hourly · 42K installs live

Commissioning Compliance

Share of installs with a complete commissioning evidence bundle.

conf
88%
78.6%+1.4
Startup checklist
92%
Refrigerant charge
81%
Static pressure
64%
Combustion analysis
41%
daily rollup live

Warranty Risk Signals

Anomalous claim clusters by region + SKU.

conf
84%
14+6 vs 30d
  • FL-Tampa · Lennox EL296V
    8 claims · 4-wk
    risk
  • GA-Atlanta · JCI YC-D24
    callback cluster
    watch
  • TX-Houston · Trane XR16
    performance drift
    watch
  • CA-LA · Carrier 25HCB
    early-life failure
    watch
real-time live

Regional Demand Velocity

Install velocity index by state, normalized.

conf
86%
74.0+4.2
TX
92
+12%
FL
88
+9%
CA
76
+4%
GA
71
+6%
AZ
84
+11%
NC
68
+3%
CO
54
-2%
WA
49
+1%
daily live

Contractor Quality Ranking

Top installers by quality index in your network.

conf
82%
ContractorInstallsQual
Lone Star Mech.
TX-Austin
41294
Gulf Coast HVAC
FL-Tampa
38889
Front Range Air
CO-Denver
27181
Pacific Climate
CA-LA
35487
Cascade Mech.
WA-Seattle
19892
weekly live

Replacement Forecast

Projected 12-month replacement volume.

conf
79%
8,870+11.4%
Carrier
2140
Trane
1980
Lennox
1620
Daikin
1280
Mitsubishi
980
Johnson Controls
870
model v0.4 live

Manufacturer rollup

Insight table

ManufacturerInstallsComm. %Callback %ClaimsForecast 12moConfidence
Carrier18,42084%4.23122140
Trane16,28079%5.14081980
Lennox11,96072%6.45621620
Daikin9,41088%3.61981280
Mitsubishi7,82091%2.9142980
Johnson Controls6,51068%7.1388870

Asset graph

Installed assets, deep view

asset · 4218E92044verified
Carrier
25VNA460A003
stage
Serviced
installed
2024-08-12
region
TX-Austin
service
1 evt
commission
complete
install conf
96%
failure risk
low
asset · TR16A88201watch
Trane
XR16-036
stage
Active
installed
2023-05-04
region
FL-Tampa
service
3 evt
commission
partial
install conf
71%
failure risk
medium
asset · LN29X45019risk
Lennox
EL296V070
stage
Claim filed
installed
2022-11-18
region
CO-Denver
service
5 evt
commission
complete
install conf
88%
failure risk
high
asset · DK2244U089verified
Daikin
FTXS24LVJU
stage
Commissioned
installed
2025-02-22
region
CA-LA
service
0 evt
commission
complete
install conf
92%
failure risk
low
asset · MIT18N4421verified
Mitsubishi
MUZ-GL18NAH
stage
Active
installed
2024-01-09
region
WA-Seattle
service
1 evt
commission
complete
install conf
84%
failure risk
low
asset · JC24SA0712watch
Johnson Controls
YC-D24S21S
stage
Replacement forecast
installed
2021-07-30
region
GA-Atlanta
service
4 evt
commission
missing
install conf
63%
failure risk
medium