Energy and utilities

Your grid’s own AI.

Load, price and grid forecasts from your own meters and markets.

A lit glass office standing inside a dark factory hall
Eigna TLM ForecastRuns local
What is tomorrow’s load for the eastern grid, by hour?

The peak comes in the early evening, slightly above last week 1. The band is wider in the morning because of the weather forecast 2.

  1. 1Meter history, eastern grid
  2. 2Weather forecast, today

Illustrative

Tasks to start with. A Test Lab takes one.
3
The Formula it starts withWith OLM
TLM
To roll back to the last release, by design
60 s
Eigna Local. Data never leaves.
Local
A production planner reading a report on the floor of a plant

The work that cannot leave

Meter and grid data are critical infrastructure. They stay under your control, and forecasting fits the time series models we build first.

  • Meter data
  • Grid and plant data
  • Market positions
  • Inspection records

Where it runs, for energy

Eigna Local

Data never leaves.

On your own servers, inside your network.

Training runs on a GPU we rent in a region you approve: an encrypted snapshot goes there for each run and is deleted after it. Where nothing may leave your network, it runs on your own GPU.

The first expert

Three tasks to start with.

Forecasts, reports and decisions approved by your operators.

Illustrative questions and answers
01

Load and price forecasts

Trained on your own meters and markets.

Eigna TLM ForecastRuns local
What is tomorrow’s load for the eastern grid, by hour?

The peak comes in the early evening, slightly above last week 1. The band is wider in the morning because of the weather forecast 2.

  1. 1Meter history, eastern grid
  2. 2Weather forecast, today

Learns from · Forecasts your operators accepted, and your meter history.

02

Maintenance

Learns from your inspections and fixes.

Eigna OLM MaintenanceRuns local
Which transformers should the next inspection round cover first?

Four units, ranked by temperature trend and age 1. One showed the same pattern before its last fault 2.

  1. 1Sensor history, substations
  2. 2Fault report, approved

Learns from · Inspections and fixes your crews closed.

03

Outage reports

Drafts the report from the alarm log and the network model.

Eigna OLM ReportsRuns local
Draft the outage report for last night’s fault on feeder 12.

A draft in your report format, with the timeline from the alarm log 1 and the customers affected from the network model 2. The cause is marked as not yet confirmed.

  1. 1Alarm log
  2. 2Network model

Learns from · Reports your control room signed off.

The proof we will measure

A metric, a baseline and a sealed test, agreed before we start.

We measureForecast error
AgainstYour current model
OnHeld-out weeks the model never saw

The target is set with you before the Test Lab starts. If the expert does not beat your baseline, you keep the report.

17.8%

Our first training run cut forecast error 17.8% against its base model. It is not yet ahead of a simple last value baseline, and we publish that too.

Rules in plain words

What the rules ask, and what every release gives you.

  1. 01

    Critical infrastructure

    The EU AI Act lists critical infrastructure in its Annex III. Those high-risk duties apply from 2 December 2027.

  2. 02

    Tested on unseen weeks

    Every release is tested on weeks it never saw, and goes live only when it beats the current model.

  3. 03

    A record of every release

    A named owner, a Model Deed and rollback in 60 seconds. Designed to support your compliance work.

Energy and utilities

Tested on weeks it never saw.

A forecast goes live only when it beats your current model, storms and holidays included. Meter data stays on your own servers.

A monolith of two plates on a salt flat at blue hour, the Figure lit through it

Energy: questions and answers

Can it replace our forecasting model?

Only if it beats it. The Test Lab measures it against your current model on held-out weeks. If it does not win, you keep the report.

Where does meter data go?

With Eigna Local the model runs on your own servers. Where nothing may leave your network, training runs on your own GPU.

What about unusual weeks?

They are in the test. A forecast that fails on storms or holidays does not pass the gate.

Test Lab

Request a Test Lab for energy.

One task, your data, a sealed setup, about four weeks. If the expert beats your baseline, the test set becomes your first release gate. If not, you keep the report.

  • RouteDirect, and through infrastructure partners.
  • Watch forCritical infrastructure means long reviews. Forecasting is the fastest first task.
  • ReplyWithin two working days, from a founder.
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