Autonomous Energy Load Splitting with EcoSplit AI
Autonomous real-time energy load splitting & tariff arbitrage. EcoSplit AI combines time-series neural forecasting (<120ms) with OpenADR cloud telemetry to slash peak demand charges by up to 45%.
Active Load Split Efficiency
Deep Time-Series Neural Forecasting & Autonomous LLM Grid Orchestrator
EcoSplit AI bridges high-frequency grid edge telemetry with deep transformer forecasting and domain-adapted energy foundation models. Purpose-engineered for real-time ISO tariff arbitrage, commercial microgrids, and certified OpenADR utility response.
Edge-accelerated neural dispatch on grid signal shifts
Multi-horizon peak demand prediction
Demonstrated peak demand charge reduction
Certified Virtual End Node / VEN standard
Multi-Horizon Forecasting & Mixed-Integer Arbitrage
Engineered for micro-second energy dynamics, our recurrent pipeline continuously correlates real-time ISO locational marginal pricing with high-frequency smart meter active and reactive power, local solar irradiance, and electrochemical degradation constraints.
- Streaming Telemetry Ingestion: Ingests 1Hz active power (kW), reactive power (kVAR), real-time ISO LMP feeds (CAISO, ERCOT, PJM, NYISO), and ambient weather vectors.
- Temporal Fusion Cross-Attention: Multi-horizon self-attention heads isolate long-term diurnal cycles from sudden spot tariff spikes to forecast load curves 24 hours ahead.
- Sub-120ms MILP Solver: Real-time mixed-integer linear programming continuously balances battery degradation limits against tariff spreads to minimize peak demand surcharges.
- Automated Hardware Dispatch: Delivers deterministic setpoints directly to Tesla, Enphase, and SolarEdge inverters with zero human intervention.
Click any pipeline stage below to inspect real-time tensor transformations:
- Multi-Horizon Temporal Fusion Transformer (TFT) with interpretable self-attention
- Dynamic variable selection networks filtering noisy microgrid telemetry
- Gated residual connections isolating long-term seasonal vs short-term tariff shock
- 98.4% day-ahead peak demand and price spike probability prediction
How EcoSplit AI Works
Scroll down to discover our step-by-step progressive energy splitting algorithm.
Step 0: System Idle
Instant Cloud Telemetry Sync: Connect your smart meter, battery inverter (Enphase, SolarEdge, Tesla), or utility AMI via zero-touch OAuth and REST Webhooks.
Step 1: Smart Data Gathering
High-Frequency Grid Telemetry Ingestion: Continuously streams real-time ISO locational marginal pricing (LMP), grid carbon intensity, and microinverter telemetry.
Step 2: Load Splitting Analysis
Time-Series Neural Forecasting: Deep sequence models compute 24-hour ahead peak load probabilities with <120ms inference latency.
Step 3: Real-Time Execution
Autonomous Tariff Arbitrage Execution: Automated dispatch triggers battery discharge during peak tariff spikes and shifts deferrable loads to negative-cost windows.
Step 4: AI Co-Pilot & Chatbot Control
Autonomous LLM Co-Pilot Orchestrator: Command-line and conversational dispatch for operations teams to execute demand-response events, inspect anomalies, and configure OpenADR rules.
Zero-Touch API & Microgrid Hardware Connectors
Seamlessly integrate EcoSplit's neural load splitting engine into your IoT gateways, multi-tenant property management platforms, or utility grid dispatchers with clean REST APIs, Webhooks, and automated telemetry ingestion.
curl -X POST https://api.ecosplitai.com/v1/telemetry/split \
-H "Authorization: Bearer eco_live_948f2ca817b" \
-H "Content-Type: application/json" \
-d '{
"gateway_id": "gw_tesla_pw_4821",
"current_load_kw": 8.45,
"battery_soc_pct": 78.5,
"grid_tariff_usd_kwh": 0.48,
"openadr_signal": "MODERATE_PEAK"
}'{
"status": "optimized",
"recommendation": {
"grid_import_kw": 2.10,
"battery_discharge_kw": 6.35,
"cost_avoided_hourly_usd": 3.05,
"carbon_offset_kg_hr": 2.41
},
"inference_latency_ms": 84.2,
"engine": "NeuralSplit-v2.4"
}Pre-Built Hardware & Inverter Connectors
Zero-touch cloud synchronization and local gateway polling with industry-standard energy storage, microinverters, and utility protocols.
OpenADR 2.0b
Certified Virtual End Node (VEN) & Virtual Top Node (VTN) automated demand response compliance for utility peak-event shedding and automated load curtailment.
Tesla Powerwall & Energy API
Bidirectional telemetry streaming, active SoC monitoring, automated storm-mode reserve overrides, and dynamic tariff charge/discharge scheduling.
Enphase Enlighten
Microinverter array telemetry, IQ Gateway polling at 1-minute intervals, real-time solar generation curves, and active net-metering optimization.
SolarEdge Cloud
Commercial inverter Modbus and REST telemetry for multi-kW solar arrays, supporting high-throughput commercial installations and curtailment controls.
Webhooks & Event-Driven Grid Streaming
Subscribe your cloud infrastructure or SCADA systems to mission-critical grid events with sub-second delivery and tamper-proof SHA-256 HMAC cryptographic signatures via the X-EcoSplit-Signature header.
split.executedDispatched whenever the MILP solver writes automated charge/discharge setpoints to active inverters.X-EcoSplit-Signature: t=1730079624,v1=c3f1409ab7d45e12089ef01a2345bcdef901{
"event": "split.executed",
"decision_id": "dec_8f17a932b",
"timestamp": "2026-10-28T01:30:24Z",
"execution": {
"grid_import_kw": 2.10,
"battery_discharge_kw": 6.35,
"cost_avoided_hourly_usd": 3.05,
"carbon_offset_kg_hr": 2.41,
"inverter_throttle_ratio": 0.655,
"latency_ms": 84.2
}
}import crypto from "crypto";
export function verifyEcoSplitWebhook(
rawBody: string,
signatureHeader: string,
secret: string
): boolean {
// Extract timestamp and signature hash
const parts = Object.fromEntries(
signatureHeader.split(",").map(part => part.split("="))
);
const expected = crypto
.createHmac("sha256", secret)
.update(`${parts.t}.${rawBody}`)
.digest("hex");
return crypto.timingSafeEqual(
Buffer.from(parts.v1),
Buffer.from(expected)
);
}Transparent, Value-Driven Pricing
Choose the cloud SaaS plan tailored for your telemetry scale. Zero-touch provisioning with instant API tokens.
Free Core
Instant cloud sandbox for developers and energy engineers evaluating API endpoints and load forecasting models.
- 10,000 monthly telemetry API calls
- 1 active gateway or simulated virtual meter
- REST API & Webhooks (60 req/min limit)
- Synthetic regional ISO tariff feeds
- Developer Community Discord support
AI Premium
Turnkey AI engine for commercial properties, smart facilities, and prosumer battery fleets requiring automated arbitrage.
- 500,000 monthly telemetry events
- Up to 10 live hardware gateways (Tesla, Enphase, SolarEdge)
- <120ms Neural Split Engine & 24h forecasting
- Natural language LLM Co-Pilot dispatch
- Automated OpenADR demand-response triggers
- 99.9% uptime SLA & priority developer support
Our Mission
To democratize intelligent energy management. We empower commercial operators, utilities, and clean energy fleets to participate in autonomous demand-response programs, mitigating peak grid stress and accelerating the transition to a zero-carbon power grid.
Xavier
Founder & Chief Architect
Xavier is the Founder & Chief Architect of EcoSplit AI. With extensive background across full-stack AI/ML systems, distributed grid telemetry, and power systems engineering, he designs autonomous edge-and-cloud algorithms that orchestrate high-throughput power loads with sub-120ms neural inference.
Enterprise Sales, Utility Partnerships & Developer API Support
Ready to deploy EcoSplit AI across your fleet or integrate our real-time telemetry API? Connect with our systems engineering and partnerships team.