Energy digital twin for your plant

Cut your plant's power bill. Not its output.

Pay less for power. Hit every production target, quality spec and delivery date. Coherence tells your team when to run each machine and which upgrades pay back. No new sensors. No new hardware.

Request a site assessment See how it works

Built on Stanford and U.S. DOE researchPilots with California facilities

Plant load, one day

Illustrative
PEAK $$$ 0 2 4 6 00:00 06:00 12:00 18:00 24:00 MW
Today's schedule Coherence schedule Peak-price hours
SameDaily output
SameProduct quality
−10%Power cost

Results from academic pilots with California facilities

10%Reduction in annual power costs
50%CapEx savings on energy storage investment
18%IRR on committed CapEx investments
23%Bill savings over one month of co-pilot simulation1

1. Virtual pilot used, with a real-time data feed from the facility's SCADA system.

01 / The problem

Your plant already has savings in it. They are hard to find.

Your pumps, compressors, tanks and batch steps can run at different times. The hard part is knowing which changes are safe.

A

Rates are complex

Time-of-use prices and demand charges make each hour cost a different amount. The rules also change often.

B

Studies take too long

A full energy study takes many months and costs hundreds of thousands of dollars. It is out of date when your equipment or rates change.

C

Generic programs ignore your process

A battery that doesn't understand how your facility operates increases energy bills. Blunt load cuts from demand response aggregators can hurt quality and throughput.

02 / How it works

A digital twin of your plant. You focus on production, not energy costs.

We model how your plant runs: equipment, process limits and tariff. Then we find the cheapest way to make the same product.

  1. Step 01

    Connect

    We use data you already have: utility bills, interval meter data and SCADA or historian data. No new sensors. No new hardware.

  2. Step 02

    Model

    We build an energy digital twin. It holds your equipment, process limits, production targets and rate structure.

  3. Step 03

    Optimize

    We test thousands of operating options. These include schedules, setpoints and storage size. We rank them by savings and payback.

  4. Step 04

    Operate

    A co-pilot recommends the next day's schedule. When equipment, production or rates change, the model updates the plan.

The rigor of an engineering study. The speed and cost of software.

  • 10×

    Faster than a traditional study. Software does the analyst work. You get answers in weeks.

  • Millions

    Of scenarios scanned. Your plan still works when prices spike or markets shift.

  • Always

    Up to date. The model re-optimizes when you add equipment, change production or get new rates.

  • Zero

    New hardware. We use the data you already collect. Nothing to install on your plant floor.

How risk-aware optimization works

03 / Your process comes first

Savings that never cost you a spec.

Every recommendation stays inside the limits your plant already runs on. Quality and delivery are fixed. We never trade them for savings.

  • Product quality

    Spec limits and quality targets are hard limits in the model.

  • Production targets

    Daily volumes and delivery dates stay fixed. We only shift load that does not affect them.

  • Equipment health

    The model includes start/stop limits, ramp rates, pressures and tank levels.

  • Your operators decide

    Your team reviews every recommendation. Coherence never takes over the controls.

04 / Industries

Our technology has been demonstrated in water. Built for process industry.

Does your plant move water, gas, heat or product with pumps, compressors and tanks? Then it can shift load. Our technology has been demonstrated in the four water and irrigation sectors below. We started there because power is a top cost.

  • Desalination

    Demonstrated

  • Municipal water

    Demonstrated

  • Wastewater

    Demonstrated

  • Agricultural irrigation

    Demonstrated

  • Food & beverage

    Now partnering

  • Pulp & paper

    Now partnering

  • Chlor-alkali

    Now partnering

  • Air separation

    Now partnering

  • Gas processing

    Now partnering

  • Dairy

    Now partnering

  • Textiles

    Now partnering

  • Don't see yours?

    Talk to us →

Join the wait list

Find the flexibility in your plant.

We are opening our wait list to a small number of facilities. We will show you what an energy digital twin can do. Tell us about your site. We will show you where the savings are. If we find none, you pay nothing.

  1. 01A 30-minute call about your process and your power bill.
  2. 02You send 2 months of bills and interval data. No hardware needed.
  3. 03We send you a first estimate of your savings.

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