PropTech Innovation Brief

Destroying The Black Box of HVAC Claims

The insurance industry bleeds hundreds of millions of dollars annually due to unchecked Loss Adjustment Expenses (LAE) and inflated contractor diagnostics. Traditional routing models rely on the unverified, unilateral word of the field technician. We are eliminating this vulnerability entirely. FindStatic.ai acts as an incorruptible auditor that shifts the burden of proof from the contractor directly to an objective, multimodal AI.

1. The AI Pushback Protocol

Historically, when an HVAC technician claimed a unit was compromised, the carrier paid. There was no pushback because the adjuster was blind. FindStatic acts as the ultimate gatekeeper, possessing complete mechanical knowledge of all OEM appliances.

If a technician claims there is standing water in a furnace cabinet, FindStatic analyzes the visual input in real-time. If the AI cannot detect water, it immediately issues a Pushback Command:

Step 1: The AI prompts the technician to zoom in or activate their flashlight.
Step 2: If visual confirmation fails, the AI requests tactile proof, instructing the tech to touch the affected area and present their finger to the camera lens.
Step 3: If ambiguity remains, the AI demands the activation of thermal/LiDAR imaging to map internal moisture signatures.

This protocol ensures that a carrier never pays for a system replacement based on a hunch. If the evidence does not satisfy the AI, the claim is flagged.

Data dictates the outcome. FindStatic forces compliance, slashes inspection times to 15 minutes, and absolutely prevents carrier exposure to fraudulent mechanical claims.

2. Multimodal Audio & Vibration Diagnostics

FindStatic does not rely solely on visual inspection. The AI processes audio frequencies and mechanical vibrations to generate near-100% certainty diagnoses in the field.

Case Study (The Bearing Failure): A technician reports a failing inducer motor. FindStatic captures the ambient decibel rating. Detecting a frequency anomaly consistent with bearing failure, the AI instructs the technician to physically rest their mobile device against the motor housing. By analyzing the microscopic vibrations through the device's accelerometer, FindStatic confirms the exact state of the bearing—mitigating a callback and definitively proving the failure to the adjuster.

3. Forensic Audit Reports & Legal Protection

The FindStatic Forensic Audit Report is the carrier's ultimate shield against litigation and contractor disputes. Every action taken by the tech is time-stamped, geofenced, and logged.

Crucially, the report explicitly documents any disagreements between the AI and the technician. If a tech insists on a $15,000 commercial replacement but FindStatic determines a $400 repair is sufficient, the Forensic Report triggers an immediate secondary review. The technician no longer wins by default. This geofenced telemetry provides airtight, irrefutable evidence for legal proceedings.

4. Zero-Friction 15-Minute Inspections

Because the AI actively guides the technician through troubleshooting, diagnosis, and even compliant installations, human error and guesswork are completely eliminated. Complex commercial inspections that previously took hours are consistently reduced to 15 minutes. This drastic reduction in cycle time keeps policyholders happy and drastically cuts LAE.

5. Predictive Material Sourcing

Efficiency does not stop at the diagnosis. The moment the technician physically exits the geofenced perimeter of the property, FindStatic instantly cross-references the diagnosed failure with real-time supplier databases.

Before the adjuster has even opened the claim file, the AI has already sourced the precise OEM replacement materials, secured pricing, and generated a thorough, line-item analysis. When the carrier gives the go-ahead, Immediate Response HVAC is already mobilized—drastically cutting business interruption times for commercial clients.

The Pilot Challenge: The technology is proven. The operational fleet is ready. We challenge insurance executives to route commercial or high-value residential claims through the FindStatic ecosystem. The reduction in claim severity will be undeniable.