Agentic energy intelligence

Forecast energy.Optimize load.Act intelligently.

e.FLOW AI — the Energy Forecasting & Load Optimization Workbench — turns natural-language questions into validated forecasts, explained anomalies, and governed optimization recommendations. Every number is grounded; every action passes through human approval.

Demo logins:
copilot · Substation A-12 · day-ahead
Grounded · 11/11
You

Forecast Substation A-12 load tomorrow at 15-minute granularity. Highlight peak risk.

Agent · grounded report

Tomorrow's peak forecast is 186.4 MW at 17:30 UTC. Ensemble disagreement ±3.4%.

Top driver: lag_24h_mw (SHAP +16.2 MW). Exceedance prob > 195 MW: 18.4%.

Plan reviewed7 candidate modelsCV MAPE 8.21%BESS dispatch pending approval
Plan, then execute

LLMs draft a structured UserTaskPlan. You approve, edit, or reject before any tool runs. No silent decisions.

Grounding gate

Every quantitative claim is verified against the session's tool outputs. Unsourced numbers are stripped or flagged.

Model portfolio

Statistical baselines, ML, deep learning, and time-series foundation models — picked by validated CV metrics, not vibes.

HITL on high-impact

Recommendations against EMS/BMS/DER systems route through governed approval. No autonomous control in any release.

Multi-tenant by design

Tenant-scoped resources for Postgres rows, ClickHouse partitions, Redis keys, MLflow runs, and BentoML caches.

Web + PWA

Full responsive web copilot plus an installable PWA for live dashboards, alerts, and one-tap approvals on call.

Two surfaces, one workbench

The web copilot is for deep analysis: NL chat, plan review, forecast studio, explainability, governance. The PWA is for on-call ops: at-a-glance forecasts, swipe-to-acknowledge alerts, one-tap approvals.

Demo flows you can click through
  • • Tenant onboarding wizard (5 steps)
  • • NL query → plan-review → grounded report
  • • Forecast Studio with leaderboard + conformal intervals
  • • 7-detector anomaly investigation with context window
  • • SHAP waterfall + counterfactual forward & inverse
  • • Governance: approval queue + audit + Merkle proof
  • • PWA: live dashboard, swipe alerts, one-tap approvals