The grid,
predicted.

Real-time AI that forecasts and optimizes electricity-grid load — cutting waste and preventing blackouts before they happen.

Series A · $12MAI grid intelligenceLive in 6 utilities
01 — The problem

Grids waste 8% of power
and still go dark.

Utilities run on forecasts built for a fossil-fuel world. With solar, EVs, and volatile demand, that legacy math over-generates, over-buys, and still can't stop the blackouts.

8%of generated power wasted
$150Bannual global loss
+40%demand volatility since 2019
02 — The insight

Load is a signal,
not a guess.

Every meter, transformer, and weather front emits patterns. Fed enough of them, a model doesn't just react to load — it sees it coming, minute by minute, node by node.

legacy forecastLumen prediction
03 — The product

A living grid dashboard

Northeast Regional Grid · Node viewLIVE
99.2%forecast accuracy
18msnode latency
2.4Mmeters streaming
–7.6%peak load shaved
04 — How it works

Three layers, one loop.

01

Ingest

Stream meter, weather, market, and grid-topology data at sub-second cadence across every node.

02

Predict

Ensemble models forecast load 15 minutes to 7 days out, per feeder, with confidence bands.

03

Optimize

Dispatch, storage, and demand-response actions auto-tuned to flatten peaks and cut spend.

05 — Traction

Compounding, fast.

6 utility customers, 4x net revenue retention, and a pipeline of 22 signed LOIs across three continents.

$3.1MARR
4.0xNRR
06 — Market size

A category being rebuilt.

TAM · $84B
SAM · $52B
SOM · $18B

Grid intelligence & demand-response software, growing 19% CAGR as utilities electrify and decentralize.

07 — Business model

SaaS + savings share.

Platform seat

Annual license per grid region. $180K–$420K ACV, expanding by node coverage.

Optimization share

12% of verified energy savings — aligning our upside with every kWh we cut.

Data marketplace

Anonymized load forecasts sold to traders and DER operators.

78%gross margin
<9mopayback
140%net expansion
08 — The team

Built by grid & ML veterans.

EV

Elena Vance

CEO

ex-Tesla Energy, led Autobidder grid ML.

RK

Rohan Kapoor

CTO

ex-DeepMind, real-time forecasting systems.

MA

Marcus Ade

Head of Grid

15 yrs utility operations, PJM & ERCOT.

09 — The ask

$12M

Series A to scale to 40 utilities, deepen the optimization engine, and build the DER marketplace.

50%Engineering & ML
30%Go-to-market
20%Grid partnerships
Elena Vance · elena@lumengrid.ai · lumengrid.ai
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