DigiMEP (Source: The Internet Of Team)
DigiMEP The Internet Of Team

Across the Heating, Ventilation, and Air Conditioning (HVAC) industry, system performance has historically been evaluated through a blend of mechanical expertise, manual readings, and technician judgment. Yet for decades, according to Patrick Davis, founder and CEO of The Internet Of Team, LLC, the industry has operated without true diagnostic visibility into how systems were actually performing once installed or serviced.

"As equipment architecture has advanced, integrating microprocessors, onboard electronics, and connected controls at an accelerated pace, the methods used to verify performance have not evolved at the same rate," he says. Davis notes that this widening gap between equipment sophistication and field diagnostics is beginning to reshape how industry leaders think about accountability.

"The systems themselves have become highly computerized," he explains. "But the processes used to validate installation, startup, and service have not kept pace with that complexity. That disconnect is where tech inefficiencies collide with technology advancements in equipment, which begin to surface."

Davis explains the dynamic as a collision course, where rapid equipment digitalization is intersecting with a workforce that historically has not been equipped with the same level of data infrastructure or diagnostic tooling. A prime example is the automotive industry's on-board diagnostics (OBD) system, which has been standardized across all makes and models for more than two decades, leaving the HVAC industry over 20 years behind in developing comparable digital diagnostic support.

The Internet Of Team operates at the intersection of IoT strategy and building systems performance, working across real estate portfolios to help organizations digitize operational visibility. Its patented platform, DigiMEP, was developed specifically for HVAC environments, translating field measurements into structured datasets that can be analyzed, benchmarked, and verified.

According to Davis, there's no universal framework that captures, validates, and interprets system readings in a standardized way. He adds that technicians take measurements, but historically, that information hasn't been converted into a scalable data asset.

He contrasts this with what he considers a shift from two-dimensional diagnostics, where readings exist in isolation, to a three-dimensional model where performance data, installation variables, and operational outcomes can be analyzed together.

Research highlights the accelerating digital transformation of field service environments, particularly within asset-intensive sectors. Findings indicate that 55% of field service leaders now view advanced technology adoption as a primary competitive differentiator, reflecting a broader shift toward connected diagnostics and analytics-enabled operations.

Within HVAC, where system complexity and lifecycle costs continue to rise, Davis notes that the growing reliance on field technicians to keep pace with rapid product evolution and consistently deliver the intended efficiencies and performance of new systems is breaking down across the industry. As a result, he adds, this gap is undermining efforts to leverage connected equipment for AI or AFDD initiatives.

Keith Jackson, President of The Internet Of Team, views this as both a technology evolution and a workforce enablement opportunity. "Our objective is not to replace technician expertise," Jackson explains. "It's to support it with structured diagnostics that provide scientific validation (digital footprint) behind every service decision."

DigiMEP functions as what Jackson frames as a data factory, capturing readings taken during installation, maintenance, or repair and converting them into real-time diagnostics. Instead of handwritten notes or isolated service tickets, each measurement becomes part of a longitudinal performance baseline.

That baseline becomes critical across the equipment lifecycle. Jackson notes that during commissioning, performance data confirms whether rated capacity is being delivered, while years later, technicians can compare current readings against archived digital baselines during standard maintenance and service. "Without a digital baseline, every diagnostic conversation starts at zero," Jackson says. "With one in place, you can measure drift, degradation, and restoration with precision."

The implications extend beyond mechanical performance alone. Davis notes that installation inconsistencies, such as airflow imbalances or refrigerant charge deficiencies, may influence system efficiency and operating cost structures over time. By embedding guided workflows and digital verification into service visits, the platform is designed to help ensure work aligns with documented performance standards.

From an operational standpoint, the system also introduces real-time quality control. Jackson notes that service verification has historically depended on trust rather than measurable validation. "Once a technician completes a repair, stakeholders typically rely on verbal confirmation," he says. "Digitized diagnostics introduce an automated verification layer that didn't previously exist."

Jackson frames this visibility through what he calls a people–process–product framework, linking technician actions, service methodology, and unit performance into a single verifiable workflow. "DigiMEP standardizes tech methods being applied in the field. Standardization is the predicate for any industry optimization," states Jackson.

He adds that in some operating environments, diagnostic verification is now being used as part of the sign-off process before service work is approved for closure. "When performance is validated through diagnostics, stakeholders have a clearer line of sight into what was delivered (the product)," Jackson explains. This verification model has implications for workforce development as well. As experienced technicians retire and newer entrants join the field, structured digital guidance can help standardize outcomes regardless of tenure. Industry workforce studies emphasize the importance of digital tools in closing skilled-labor productivity gaps, particularly in infrastructure sectors facing generational transitions.

Davis believes this standardization may ultimately reshape how performance accountability is defined across the trade ecosystem. "When diagnostics are science-based and repeatable, performance stops being subjective," he says. "It becomes measurable, and thus, manageable."

Importantly, the platform's architecture extends beyond individual service visits. Davis explains that aggregated data feeds enterprise dashboards, allowing contractors, service firms, and asset operators to analyze performance trends across portfolios. Equipment health, technician workflows, and recurring fault patterns can all be visualized within a unified environment.

Davis views this enterprise visibility as the next frontier in HVAC operations. "When data rolls up from the field into portfolio analytics, decision-makers gain insight they have never had before," he explains. "It shifts maintenance from reactive activity to informed strategy."

As HVAC systems continue integrating IoT connectivity, AI optimization, and building automation, validated data baselines may become foundational infrastructure rather than optional enhancements. Davis frames the transition as inevitable. "The industry has reached a point where complexity requires digital support," he says. "Once performance data becomes visible, it changes how systems are installed, serviced, and valued across their entire lifecycle."