AI-powered energy intelligence

AI-native
energy & carbon intelligence

From telemetry to decisions, AI spans every net-zero scenario.
Time-series models, general LLMs, and an agent mesh keep assets operating at peak performance.

Agent matrix

Scenario agents

Three agents covering solar, microgrids, and buildings across their full lifecycle.

Solar agent

Investment decisions

ROI analytics grounded in weather forecasts and yield models

Site assessment

Precise siting using satellite imagery and terrain data

Microgrid agent

Smart O&M

Auto anomaly detection and predictive maintenance routing

Investment decisions

Optimal sizing for source–grid–load–storage portfolios

Building agent

Price & load forecasting

TOU-aware load shaping and operations

Decision support

HVAC and lighting strategies under multi-objective constraints

AI capability center

Foundations for industry AI

Agent studio, time-series foundation models, and general LLMs—one integrated stack.

Agent development platform

Engineering management
Agent marketplace
Tool marketplace
Operations console
Open platform admin

Time-series foundation model

Deep learning on power-system physics

Price forecast
Sub-second clearing price outlook
Load forecast
High-accuracy short-horizon load
Energy forecast
Solar/wind generation outlook
Weather forecast
Fine-grained microclimate modeling

General-purpose LLM stack

Domain knowledge and decision reasoning

Prompt engineering
Power-scenario prompt tuning
Agentic Q&A
Private knowledge-base assistants
Reasoning engine
Multi-step decision chains
Safety engineering
Industrial-grade data protection

Platform portfolio

Eight operating platforms with AI embedded in every workflow.

Virtual power plant operations

Power trading decision support

Smart microgrid / net-zero campus

Load aggregation platform

Solar operations platform

Energy storage operations

EV charging operations

Low-carbon building management

AI solutions

Solutions that ship

From intelligent siting to conversational operations—AI for the full decision loop.

Intelligent site selection

Evidence behind every investment

Blend 10+ signals—traffic, competition, grid, and more—with ML to estimate returns before you commit.

Multi-criteria scoring · Geo, commercial, and power data fused in real time
ROI outlook · Payback horizon and annualized yield estimates
Auto reporting · One-click PDF packs for professional site studies

Site health diagnostics

From telemetry to insight

Surfaces anomalies, root causes, and actionable fixes before they hit revenue.

Health score · Weighted KPIs across uptime, efficiency, and revenue attainment
Playbook hints · Dynamic TOU pricing and O&M schedule nudges
Early warning · Flags likely equipment issues ~48h ahead

Natural-language ops

Ask, act, and visualize in chat

Query KPIs and trigger workflows in conversation—with charts rendered on demand.

Instant Q&A · Example: “Analyze Shenzhen site revenue this month.”
Context memory · Multi-turn guidance for complex tasks
Visual boost · Auto ECharts from answers when series data is involved
Ready to transform?

See how AI
powers your scenarios

Our AI specialists tailor energy–carbon intelligence programs for you—a new paradigm for net-zero operations.