Your Equipment Is Wasting 15-30% of Its Energy. We Show You Exactly Where.
Pumps running off their best efficiency point. Compressors leaking air through worn seals. Chillers fighting fouled condensers. Physics-based models quantify every watt of waste in real time -- not once-a-year audits.
The Hidden Cost of Energy Waste
Most facilities waste 15-30% of their energy budget on equipment running below optimal efficiency. The waste is invisible without continuous physics-based monitoring.
Pumps Running Off-BEP
28% avg. waste potential- --Oversized pumps throttled by control valves waste energy as heat
- --Impeller wear shifts operating point away from BEP over time
- --Variable speed drives save 30-50% but only if properly tuned
- --Most facilities have never plotted actual operating point vs. curve
Compressors with Air Leaks
22% avg. waste potential- --Typical plant loses 20-30% of compressed air to leaks
- --A single 1/4" leak at 100 PSI wastes $8,000/year in electricity
- --Specific power (kW/CFM) rises as leaks force longer run times
- --Leak rate increases 2-3% per year without continuous monitoring
Chillers with Fouled Condensers
18% avg. waste potential- --Condenser fouling increases approach temperature by 2-5 degrees F
- --Each degree of approach costs 1-2% in compressor energy
- --COP degradation is gradual -- operators do not notice until severe
- --Cleaning schedules based on calendar miss variable fouling rates
AHUs Fighting Each Other
15% avg. waste potential- --Simultaneous heating and cooling wastes 10-20% of HVAC energy
- --Economizer dampers stuck or miscalibrated bypass free cooling
- --Zone setpoint conflicts cause reheat in one zone while cooling another
- --BAS trends are too coarse (15-min) to catch short-cycle conflicts
Why Traditional Energy Audits Fall Short
A point-in-time audit captures one snapshot of your facility. Equipment efficiency changes with load, season, and wear. You need continuous monitoring to find real savings.
| Dimension | Traditional Audit | TwinEdge Continuous |
|---|---|---|
| Measurement frequency | Once per year (point-in-time) | Every second, 24/7/365 |
| Data collection | Manual: portable meters, clipboard | Automated: edge device reads sensors directly |
| Time to insight | 4-8 weeks after site visit | Real-time, continuous |
| Cost per audit | $15,000-$50,000 per facility | Included in platform subscription |
| Accuracy | Snapshot may miss seasonal variation | Captures all operating conditions |
| Actionability | PDF report with recommendations | Auto-generated work orders with ROI priority |
The Physics-Based Difference
Black-box ML models tell you something is wrong. Physics-based models tell you exactly what is wrong, why, and how much it is costing you -- in equations you can verify.
Black-Box ML Approach
- x"Anomaly detected" -- but what kind? No explanation
- xRequires 6-12 months of historical data to train
- xModel drift: retraining needed as equipment ages
- xCannot quantify waste in dollars or kWh
- xEngineers cannot audit or verify the model
Physics-Based Approach (TwinEdge)
- +"Pump running 12% off BEP, costing $340/mo" -- specific, actionable
- +Works from day one using first-principles equations
- +No drift: physics does not change as equipment ages
- +Quantifies waste in kWh, dollars, and CO2 per asset
- +Transparent equations any engineer can verify and trust
Customer Outcomes: Before vs After
Real efficiency gains measured at customer sites over 90 days. These are not projections -- these are measured results.
Calculate Your Savings
A simplified framework to estimate your energy optimization ROI. Your TwinEdge engineer will refine these numbers during the demo.
Current Energy Spend
Take your annual electricity bill for the facility. Typical commercial: $4-12/sq ft. Typical industrial: $50-200K per major asset.
Waste Percentage
Industry benchmarks show 15-30% waste. Older facilities trend higher. Facilities with no sub-metering are typically at the top of that range.
Recoverable Savings
Physics-based optimization typically recovers 40-70% of identified waste. Conservative estimate: multiply waste by 0.5 for expected annual savings.
Example: 500,000 sq ft Manufacturing Facility
Switching from another platform?
We'll migrate your data from ANY CMMS or analytics platform — free. Assets, work orders, maintenance history, sensor configurations — everything.
Find Out What Your Equipment Is Wasting
Share your facility size and equipment list. We will estimate your energy waste and show you exactly where the savings are -- before you commit to anything.