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

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

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

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

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

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

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

Carrier
verified
Model
25VNA460A003
Serial
4218E92044
Installed
2024-08-12
Region
TX-Austin
Stage
Serviced
Install conf.
96%
Failure risk
low
Trane
watch
Model
XR16-036
Serial
TR16A88201
Installed
2023-05-04
Region
FL-Tampa
Stage
Active
Install conf.
71%
Failure risk
medium
Lennox
risk
Model
EL296V070
Serial
LN29X45019
Installed
2022-11-18
Region
CO-Denver
Stage
Claim filed
Install conf.
88%
Failure risk
high
Daikin
verified
Model
FTXS24LVJU
Serial
DK2244U089
Installed
2025-02-22
Region
CA-LA
Stage
Commissioned
Install conf.
92%
Failure risk
low
Mitsubishi
verified
Model
MUZ-GL18NAH
Serial
MIT18N4421
Installed
2024-01-09
Region
WA-Seattle
Stage
Active
Install conf.
84%
Failure risk
low
Johnson Controls
watch
Model
YC-D24S21S
Serial
JC24SA0712
Installed
2021-07-30
Region
GA-Atlanta
Stage
Replacement forecast
Install conf.
63%
Failure risk
medium