Customers

Proof from the control room.

Industrial AI buyers need evidence to de-risk adoption. Champions need artifacts they can share with leadership and IT/OT. Every story below names the operational outcome — concretely, with a timeframe and a caveat.

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Stories

Named operational outcomes.

All industriesWater & wastewaterFood & beveragePower & energyMetals & miningChemicalsOil & gas
All outcomesReduce energy & emissionsImprove quality & yieldOptimize throughputDetect anomaliesReduce downtime
RK
Returkraft EnergyPower & energy
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Optimize throughput

Heat rate cut 3.1% across a full season at a waste-to-energy plant.

Excess-air margin protected boiler stability but burned efficiency.

−3.1% heat rate
headline result

"We're running the same boiler, with the same crew, just better tuned to what's actually in the bunker."

NM
Northern MetalsMetals & mining
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Optimize throughput

+4.8% tonnes-per-hour on the constraint line.

Operators tuned the mill reactively as ore hardness shifted between feeds.

+4.8% t/h
headline result

"We used to chase the mill. Now we get a 20-minute heads-up."

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Named operators, not anonymous endorsements.

  • "We finally trust the recommendation enough to leave it on overnight."

    Operations Supervisor
    Day shift lead · Nordic Water Utility
    Water & wastewaterReduce energy & emissions
    Story →

  • "The moisture estimate is in front of the operator before the batch is half-dry."

    Senior Process Operator
    Dryer line, B shift · Nordic Foods
    Food & beverageImprove quality & yield
    Story →

  • "We're running the same boiler, with the same crew, just better tuned to what's actually in the bunker."

    Combustion Engineer
    Process & control · Returkraft Energy
    Power & energyOptimize throughput
    Story →

  • "We used to chase the mill. Now we get a 20-minute heads-up."

    Mill Operator
    A crew · Northern Metals
    Metals & miningOptimize throughput
    Story →

  • "When the alarm goes now, the crew actually walks to the cell."

    Shift Supervisor
    Control room · Specialty Chemicals Co.
    ChemicalsDetect anomalies
    Story →

  • "We schedule the intervention. We don't get woken up at 2am for it anymore."

    Rotating Equipment Engineer
    Reliability · Midstream Operator
    Oil & gasReduce downtime
    Story →
ROI examples

Build the business case.

Representative inputs and payback ranges by use case. Illustrative — not a quote.

Water & wastewater
Single activated-sludge basin
300,000 m³/day treated · Aeration ≈ 55% of plant kWh · €0.12 / kWh blended
Payback
18–30 months
Food & beverage
Single batch dryer line, 14 SKUs
~9,500 batches / yr · Off-spec rework ≈ 6% · Margin loss ≈ €1.4k / off-spec batch
Payback
9–14 months
Oil & gas
Single critical compressor train
Unplanned trip cost ≈ €180k / event · Historic 6–8 trips / yr · Maintenance window: 1 per quarter
Payback
6–12 months
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Talk to an expert about a similar use case.

Tell us your KPI and one constrained unit. We'll come back with the closest comparable customer rollout and what data you'd need to start.

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