Evidence-Based HVAC/R Diagnostic Intelligence

Find the cause. Prove the fix.

AQLYRON is a software platform in active development for HVAC/R field technicians and service organizations. It is designed to connect symptoms, measurements and traceable technical evidence to the next safe, high-information diagnostic action.

Prototype and technical validation in progress

MASTER DIAGNOSTIC GUIDED
CASE SIGNAL Outdoor fan command present, feedback absent
Hypothesis focus Fan drive / feedback path
NEXT-BEST TEST Verify commanded DC bus at the fan connector under load High information value · Safety constraints applied
OEM evidence Prior tests respected No-repeat logic
Evidence-grounded OEM provenance Measurement-driven Built from HVAC/R field work

The platform

Diagnosis is not a lookup table.

AQLYRON is designed around a reasoning loop that continuously reduces diagnostic uncertainty instead of presenting generic troubleshooting lists.

01

Observe

Fault codes, symptoms, equipment context, history and measurements.

02

Reason

Build and update competing fault hypotheses using available evidence.

03

Discriminate

Select the safe measurement with the greatest diagnostic value.

04

Verify

Confirm the root cause and verify that the repair actually corrected the failure.

Diagnostic intelligence

From symptom to supported conclusion.

AQLYRON is being designed to compress the diagnostic tree: preserve what has already been tested, rank the remaining hypotheses and select the next safe measurement with the highest diagnostic value.

Illustrative diagnostic sequence
GUIDED
OBSERVATION Outdoor fan does not rotate while cooling demand is active.

Compressor operation confirmed. Fan command path requires discrimination before component replacement.

ACTIVE HYPOTHESES Ranked for investigation
01
Fan drive / power delivery fault Compatible with command present and missing motor response
FOCUS
02
Fan motor / feedback fault Remains plausible until supply and feedback are separated
OPEN
03
Upstream cooling-demand fault Weakened by confirmed compressor operation
WEAKENED
NEXT-BEST TEST Verify commanded fan supply at the specified connector under the required operating condition.

One measurement separates the board power path from the motor / feedback branch without repeating completed tests.

STRUCTURED MEASUREMENT CONTEXT REQUIRED
Quantity Voltage
Characteristic DC
Location Fan connector
Condition Cooling demand
01 Measure Capture raw field result
02 Interpret Normal / low / absent / unstable
03 Update Strengthen or eliminate branches
04 Verify Support cause and prove repair
01 No-repeat logic

Completed valid tests remain part of the case so the diagnostic path does not restart from zero.

02 Evidence before replace

Component replacement should follow discriminating evidence, not simply the presence of an error code.

03 Applicability-aware

Technical facts must match equipment, revision, operating state and measurement context.

04 Repair verification

The workflow continues beyond finding a likely cause to confirming that the corrective action resolved it.

One diagnostic intelligence platform

Built for the technician. Designed for the organization.

AQLYRON is being developed as one technical intelligence system with two complementary operating layers: a field workflow for diagnosis at the equipment and an enterprise layer for service quality, asset intelligence and technical knowledge across the organization.

AQLYRON FIELD

Master-engineer reasoning at the point of service.

IN DEVELOPMENT

A field-first diagnostic workspace intended to reduce unnecessary measurements, preserve completed work and guide the technician toward the safest high-information next test.

01 Capture Symptoms, context, measurements and completed tests
02 Reason Rank competing fault hypotheses against evidence
03 Discriminate Select the highest-value safe measurement
04 Verify Confirm cause and prove the corrective action
Next-Best-Test

Prioritizes the measurement most useful for separating the remaining plausible causes.

No-repeat diagnostics

Valid completed tests remain part of the case instead of restarting the troubleshooting process.

Technical Memory

Field-ready technical facts retain their source, revision, applicability and measurement context.

Advanced electronics

Architecture supports reasoning across rails, rectifiers, drive stages, sensing, communications and feedback paths.

AQLYRON ENTERPRISE

Turn field service into a measurable engineering system.

PLATFORM ROADMAP

An organizational intelligence layer intended to connect diagnostic quality, asset history, workforce capability, recurring failure patterns and private technical knowledge.

MISSION CONTROL — CONCEPTUAL WORKSPACE Illustrative platform view
ACTIVE SERVICE CASES Case intelligence Priorities, unresolved branches and evidence state
ASSET MEMORY Digital Technical Twin Fault, measurement, repair and verification history
DIAGNOSTIC QUALITY Evidence coverage Unsupported conclusions and missing verification
FLEET INTELLIGENCE Failure signatures Repeated patterns across equipment and service events
01 Evidence Before Replace

Support costly replacement decisions with traceable technical evidence rather than guesswork.

02 First-Time-Fix Intelligence

Connect likely failure, required tools, technician capability, parts context and asset history.

03 Digital Technical Twin

Build structured technical history for each asset across failures, measurements, repairs and verification.

04 Diagnostic Quality Control

Detect missing evidence, unsupported conclusions and recurring diagnostic weaknesses.

05 Failure Signature Engine

Combine electrical, thermal, pressure, timing, communication and historical patterns.

06 Private Technical Intelligence

Preserve organization-specific knowledge while keeping field experience distinct from OEM technical evidence.

FIELD One verified service event
ENTERPRISE Becomes organizational technical intelligence

Technology

Deterministic engineering where possible. AI where it adds value.

Calculations, limits, applicability and safety rules should remain deterministic when they can be. AI is used where it adds value for semantic extraction, synthesis and difficult reasoning; it is not treated as the source of technical truth.

Field Experience real workflows · measurements · repair verification
Diagnostic Reasoning hypotheses · evidence effects · next-best-test
Reviewed Technical Memory measurements · procedures · applicability · provenance
Source Knowledge manuals · pages · diagrams · tables · revisions
Engineering Core deterministic science · safety · units · rules

Development architecture

Built to move from technical evidence to scalable diagnostic services.

AQLYRON is currently at prototype and technical-validation stage. Development focuses on a traceable evidence pipeline, deterministic engineering services, model-assisted reasoning and cloud-ready infrastructure for secure document processing and diagnostic cases.

Technical document intelligence

Versioned OEM documents, page-level provenance, applicability and reviewed technical facts are kept separate from model-generated inference.

Model-assisted reasoning

AI supports extraction, synthesis and complex reasoning while deterministic rules retain control of units, limits and safety constraints.

Secure cloud services

The architecture is being prepared for scalable storage, document processing, inference, observability and organization-level access control.

AWS evaluation

Current development evaluates AWS services, including Amazon Bedrock, for managed foundation-model access and cloud experimentation as the platform progresses toward an MVP.

AQLYRON is not affiliated with or endorsed by AWS. References describe technologies being evaluated during product development.

About

Built from real HVAC/R field-service problems.

AQLYRON is an evidence-based HVAC/R diagnostic software platform currently in active development by SERVICE AC FRIGO SRL, a Romanian company established in 2023.

The product is shaped by practical HVAC/R diagnostics, maintenance troubleshooting, electrical and refrigeration measurements, and electronic control-board fault isolation. This field experience informs AQLYRON's requirements, safety constraints and validation methodology.

AQLYRON is a separate software product, currently pre-commercial and under active development. Its initial users are intended to be HVAC/R technicians, service organizations and technical teams that need traceable, measurement-driven diagnostic workflows.

Contact

Product and early-access inquiries.

AQLYRON is currently in active development. For product, technical collaboration or early-access inquiries, use the official AQLYRON business email below.

OFFICIAL CONTACT founder@aqlyron.com Business email on the aqlyron.com domain · SERVICE AC FRIGO SRL