PREDICTIVE ELECTRICAL IGNITION INTELLIGENCE
Predict the conditions that could become a fire.
ElectricIQ is a patent-pending, software-first architecture that evaluates compatible electrical data from utilities, OEM equipment and critical infrastructure to identify when abnormal behavior may be progressing toward ignition, before conventional fault thresholds or protective responses are reached.
Conceptual illustration, not measured validation data. Detection capability and warning time remain subject to data qualification, controlled testing and application-specific validation.
Built to use compatible electrical data already being generated. Additional sensors are not required where existing telemetry provides sufficient signal quality and resolution; optional sensing can supplement that data when needed.
Equipment failure is not the same as ignition risk.
Predictive-maintenance and electrical-monitoring platforms identify declining performance, abnormal consumption, asset deterioration and potential equipment failure. Those insights are valuable, but equipment deterioration alone does not establish that a condition is progressing toward ignition. ElectricIQ answers a narrower question: it distinguishes ordinary electrical abnormalities and developing equipment failure from behavior that may indicate progression toward an ignition-capable condition.
Traditional Electrical & Asset Analytics
- Monitors equipment condition
- Detects faults and anomalies
- Identifies inefficient operation
- Forecasts maintenance requirements
- Predicts potential equipment failure
- Protects availability and uptime
ElectricIQ Ignition Intelligence
- Evaluates developing ignition risk
- Analyzes electrical-state progression
- Separates failure risk from ignition risk
- Weighs the strength of the available evidence
- Communicates confidence and urgency
- Supports proportionate preventive action
ElectricIQ does not replace predictive maintenance, electrical protection or professional safety judgment. It adds a dedicated ignition intelligence layer that complements the systems organizations already operate.
An electrical anomaly does not automatically mean ignition risk.
Before returning a high-risk determination, ElectricIQ weighs whether the available data is strong enough, whether related observations form a consistent developing pattern, and whether another credible cause better explains the behavior. When the evidence falls short, ElectricIQ continues monitoring or flags the need for additional information rather than overstate the risk.
Distinguish
Separate ordinary abnormalities, equipment-failure risk and potential ignition progression.
Verify
Weigh whether the available evidence supports the determination, and whether another credible cause better explains the condition.
Respond
Translate a supported determination into the appropriate level of monitoring, review, maintenance or authorized intervention.
THE ELECTRICIQ METHOD
From existing electrical data to ignition-risk intelligence.
Read — Use Compatible Electrical Data
Evaluates relevant information already produced by compatible AMI, OEM, BMS, SCADA, UPS, PDU and industrial monitoring environments. Optional sensing can supplement existing telemetry where required.
Qualify — Confirm the Data Can Support the Analysis
Checks whether the available information has the signal quality, resolution and context required to assess the developing condition.
Learn — Establish the Operating Baseline
Establishes expected electrical behavior for the monitored equipment or location under relevant operating conditions.
Differentiate — Separate Failure from Ignition Progression
Determines whether observed behavior is more consistent with ordinary variation, developing equipment failure, or a potentially ignition-relevant progression.
Verify — Weigh the Strength of the Determination
Assesses whether related observations form a consistent pattern, and whether another credible cause may better explain the behavior.
Guide — Support the Appropriate Response
Translates a supported determination into continued monitoring, qualified review, maintenance action, or properly authorized intervention.
Intelligence before intervention. ElectricIQ provides decision intelligence. It does not independently replace code-compliant electrical protection, qualified inspection, fire-detection systems, authorized operating procedures or professional safety judgment.
MULTIPLE SIGNALS. ONE RISK DETERMINATION.
From detecting an abnormality to understanding its potential consequence.
An anomaly alert indicates that something has changed. The ElectricIQ IQ-Score is built to communicate whether observed electrical behavior may be progressing toward ignition, how strongly the available evidence supports that determination, and how urgently the condition should be evaluated.
Confidence that reflects the evidence. The IQ-Score is structured so that the urgency of a warning cannot exceed what the available data and supporting pattern can justify. Where evidence is incomplete or inconsistent, ElectricIQ reduces confidence, continues monitoring, or flags the need for additional information.
No ignition-relevant progression is presently supported by the available evidence.
A developing deviation warrants continued evaluation.
A supported pattern may indicate a material ignition pathway requiring qualified review.
The supported progression may warrant immediate qualified review and, where validated and authorized, a preventive response.
The available data does not support a reliable ignition-progression determination. ElectricIQ continues monitoring or flags the need for additional qualified information rather than overstate the risk.
Illustrative classification framework, not validated intervention thresholds. Production scoring, classifications and response requirements depend on qualified data, controlled testing, engineering review and application-specific authorization.
An ignition intelligence layer for systems already in place.
ElectricIQ enters an established environment of smart meters, building systems, equipment monitoring, predictive maintenance, protective devices and fire-prevention technologies. It does not duplicate or replace those systems. It interprets compatible data through a dedicated ignition-risk methodology built to complement infrastructure organizations already operate.
Existing Infrastructure
Smart meters, OEM equipment, BMS, SCADA, UPS, PDU, optional sensors.
Existing Analytics
Energy monitoring, fault detection, predictive maintenance, asset health.
ElectricIQ
Data qualification, electrical-state progression, failure/ignition differentiation, IQ-Score.
Decision and Response
Operator review, maintenance response, loss prevention, authorized infrastructure action.
Many electrical analytics platforms focus on asset health, faults, energy performance or predicted failure. ElectricIQ is built for a more specific determination: whether the available evidence indicates that an abnormal electrical condition may be progressing toward ignition, and how confidently and urgently an organization should respond.
MULTIPLE INTEGRATION PATHWAYS
Where electrical ignition risk carries the greatest consequences.
ElectricIQ is being developed as an adaptable intelligence layer for environments where electrical ignition risk can threaten life safety, equipment, infrastructure, business continuity and insurable property. Each application depends on compatible data and use-case-specific validation.
Utilities
Is being developed to evaluate compatible AMI, relay, substation and grid-edge data for potentially ignition-relevant progression, using existing infrastructure where the available data satisfies the analysis.
OEM Equipment
Is designed to let compatible panels, breakers, inverters, chargers, appliances and power equipment incorporate differentiated ignition intelligence into existing products and monitoring ecosystems.
Commercial Buildings
Is being developed to translate compatible building and electrical-system information into ignition-risk intelligence for qualified facility, maintenance and safety teams.
Industrial Facilities
Is being developed to evaluate evolving electrical behavior across complex, mission-critical environments where equipment failure and ignition progression may require different responses.
Data Centers
Is designed to analyze compatible UPS, PDU, battery, charger and electrical-distribution telemetry where safety, resilience and continuous availability are inseparable.
Insurance
Is intended to support a potential new risk signal for qualified property evaluation, prevention programs and evidence-based loss mitigation.
VALIDATION BEFORE DEPLOYMENT
Predictive intelligence must be proven against the right data.
ElectricIQ uses compatible existing telemetry whenever that data is sufficient, but software-first does not mean data-agnostic. Performance depends on signal availability, sampling frequency, resolution, continuity, equipment context and correlation with verified electrical outcomes. Validation must determine both when ElectricIQ can identify a developing condition, and when the system should withhold a conclusion because the available evidence is insufficient.
Data Qualification
Determine whether available AMI, OEM, BMS, SCADA, UPS, PDU or optional sensor data has the signal quality and context the use case requires.
Retrospective Modeling
Evaluate historical electrical, equipment, maintenance and incident data for reproducible ignition-relevant patterns and credible alternative explanations.
Controlled Validation
Test candidate patterns under qualified laboratory or controlled electrical-fault conditions with verified outcomes and documented safeguards.
Limited Pilot
Evaluate the method in a defined operating environment with human oversight, documented limitations and controlled response protocols.
ElectricIQ's development path begins with data qualification, not assumptions.
PATENT-PENDING SYSTEM POSITION
Protecting the ignition intelligence layer.
ElectricIQ is supported by pending U.S. utility patent applications directed to predictive electrical ignition analysis, risk differentiation, optional sensing, confidence-informed classification and response intelligence. The applications seek protection for the specific ElectricIQ systems and methodologies. Patent scope and claim allowance remain subject to USPTO examination.
VALIDATION · LICENSING · INTEGRATION
ElectricIQ is built for infrastructure-scale collaboration.
ElectricIQ is seeking qualified organizations with the electrical data, engineering environment and market reach to validate and advance predictive electrical ignition intelligence, starting with where existing infrastructure already contains sufficient information to support controlled evaluation, limited piloting and future integration.
Validation Partner
Utilities, laboratories, OEMs, insurers and infrastructure operators capable of supporting data qualification, controlled testing and supervised evaluation.
Licensing Partner
Organizations evaluating a future license to incorporate validated ElectricIQ ignition intelligence into existing electrical products, platforms or loss-prevention programs.
Integration Partner
Utilities, OEMs, building-technology companies, data-center operators and critical-infrastructure organizations positioned to evaluate ElectricIQ within compatible monitoring, data and authorized control environments.
Invented from the gap between fault detection and fire prevention.
ElectricIQ was conceived and is owned by La Juan Grace, founder and inventor. The architecture was developed around a fundamental question: if modern electrical infrastructure already produces continuous operational data, can that information be evaluated not only to identify abnormality or equipment failure, but to determine when electrical behavior may be progressing toward ignition?
ElectricIQ is the intelligence architecture built to answer that question.
ElectricIQ@ElectricIQ.coEARLIER THAN THE PROTECTIVE TRIP
Before the protective trip. Before the heat. Before the fire.
ElectricIQ moves electrical safety upstream, from reacting to a dangerous condition toward recognizing when abnormal electrical behavior may be progressing toward ignition, and determining whether the available evidence supports action.
EXECUTIVE INQUIRIES
Begin a confidential ElectricIQ discussion.
Qualified utilities, OEMs, insurers, laboratories, data-center operators, infrastructure organizations and strategic partners are invited to request a pilot demonstration or discuss potential validation, licensing and integration opportunities.
ElectricIQ@ElectricIQ.coPlease include your name, organization, title and area of interest.