EQ Syntropy™
Physics-Informed AI for Real-Time Power and Energy Intelligence
EQ Syntropy is the intelligence core of Energy Quotient’s platform — transforming high-fidelity waveform data into contextual insight that powers predictive maintenance, root-cause analysis, and operational optimization.
Rather than treating power quality events as isolated anomalies, EQ Syntropy builds an evolving model of your site’s electrical and operational fingerprint. It bridges the gap between raw electrical measurements and business outcomes by integrating physics-based AI, real-world pattern recognition, and multimodal retrieval.
How It Works: From Signal to Insight
1. Semantic Embedding of Raw Power Data
Using domain-aware processing pipelines, your facility's waveform data — up to 40 MB/min — undergoes real-time, continuous power quality feature extraction, signal classification and event detection. The resulting insights are contextually enriched through our semantic enrichment engine, and converted into vector embeddings for semantic search and retrieval.
2. Contextualization
Event data is enriched with operational metadata — including equipment tags, facility layout, system topology, weather feeds, and historical patterns — to support time-aware and role-aware analysis. Structured and unstructured data are co-located in a unified memory layer (vector DB + data lake).
3. Adaptive Retrieval & Query Routing
Engineers, operators, or AI agents can ask natural-language questions like:
- “What caused last Thursday’s voltage sag?”
- “Have we seen this harmonic pattern before?”
EQ Syntropy dynamically interprets each query and routes it through the appropriate pipeline — statistical, waveform-based, rule-based, or generative. These queries can trigger report generation, visualization routines, anomaly detection, or root-cause workflows.
4. AI Orchestration Layer
This layer brings it all together. Embedded agents:
- Synthesize and explain results in human language
- Reference standards and past events
- Recommend next steps based on equipment and process context
- Learn from feedback and user input
Why It Matters
Power quality problems are rising — and traditional monitoring can’t keep up. EQ Syntropy brings clarity, precision, and actionable context to what used to be noise.
- No more shallow metrics: EQ Syntropy avoids lossy abstractions like RMS-only monitoring. Every decision starts from continuous, lossless waveform data.
- Smarter than threshold alerts: Instead of flooding users with false positives or cryptic codes, the system explains the “what, why, and what next.”
- Designed for industrial scale: Handles real-time streaming, on-prem compute, and hybrid edge-cloud coordination — with full facility recall.
Key Capabilities
EQ Syntropy delivers the intelligence layer your facility has been missing — built on trusted signals, and ready for action.
- Physics-Informed Insight: Anomaly detection and event tagging grounded in first-principles and real-world electrical behavior.
- Explainable AI: RAG-based diagnostics, root cause analysis, and transparent reporting — not just alerts, but understanding.
- Predictive Intelligence: Health scoring and failure forecasting using equipment-specific electrical signatures.
- Multi-Domain Signal Analysis: Correlation across time and frequency domains to reveal subtle or intermittent phenomena.
- Context-Driven Customization: Upload facility manuals, equipment specs, and operational procedures so EQ Syntropy adapts its terminology, workflows, and analysis to your environment — creating a personalized PQ experience that reflects your facility.
- Contextual Search: Vector-based retrieval across historical disturbances and operational knowledge, allowing engineers to instantly find similar events, correlate patterns, and resolve issues faster.
- Flexible Integration: Works seamlessly with EQ Wave, SCADA, third-party meters, and environmental data feeds.
- Structured, Scalable Output: RESTful API access and Parquet-based data lake for clean handoff to your tools and teams.
Adaptive Architecture
- Edge-first by design: Millisecond latency, full autonomy during outages
- Cloud-coordinated: Secure cross-facility benchmarking and updates
- Multi-modal, memory-safe, and scalable
Deployment Options
Hardware Configurations
- Preconfigured gateway or deploy on your own hardware
- AI at the industrial edge: NVIDIA Jetson Thor and AGX Orin
- AI on discrete GPU: multiple NVIDIA models supported
- Hybrid edge + cloud deployment for large-scale coordination
Software Licensing
- Core platform (with or without AI support)
- Industry-specific modules for specialized applications
- Custom models trained on your data
- Enterprise features for multi-site deployment
Not Just AI — Amplified Engineering Judgment
EQ Syntropy isn’t designed to replace power quality experts. It’s built to amplify them — surfacing relevant context, automating routine tasks, and empowering faster, more confident decision-making.
Whether you’re managing a semiconductor fab, a defense microgrid, or a medical imaging facility, Syntropy turns the noise into knowledge — and knowledge into action.
