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AI-assisted integrated energy audit service

Integrated energy audit service for industrial and facility sites.

KWH Scan turns site-readable data, equipment records, operating trends and engineering rules into multilingual pre-audit reports across factories, cleanrooms, cold chain, data centers and central plants.

  • Built on 2,000+ integrated-energy audit and efficiency cases.
  • Covers industrial processes, facility utilities and multi-energy coupling, not single-equipment checks.
  • Representative examples show the industries and scenarios already modeled in the service.
Audit experience2,000+
Site scenarios12+
Energy systems8
Free preview before paid report unlock. Run the diagnosis first; unlock the full engineering report only after the result is useful.

Industries and site types covered

Representative audit examples across industrial and facility sites.

These examples show the range of industries, facility types and energy boundaries covered by the service. Open any example to inspect the process and energy logic.

Food, beverage & cold chain Process heat, refrigeration, CIP, storage temperature and demand peaks.
Dairy processing

Core process: pasteurization, CIP, chilled storage and packaging.

Energy systems: refrigeration, steam or hot water, compressed air and electrical demand.

Beverage bottling

Core process: filling, PET blowing, CIP, product cooling and packaging.

Energy systems: low-pressure air, PET blow air, refrigeration, boiler heat and demand.

Cold storage

Core process: frozen rooms, chilled docks, doors, defrost and room zoning.

Energy systems: refrigeration, evaporator fans, condensers, defrost heat and demand charge.

Cleanroom & controlled environments Airflow, pressure cascade, humidity, cooling redundancy and high electrical density.
Pharmaceutical cleanroom

Core process: cleanroom suites, sterilization, cold chain and batch operation.

Energy systems: clean HVAC, chilled water, reheat, steam and compressed air.

Electronics cleanroom

Core process: precision assembly, tool exhaust, CDA and process cooling.

Energy systems: cleanroom HVAC, process chilled water, CDA, make-up air and electrical load.

Data center cooling

Core process: IT load, PUE, redundancy, airflow management and heat rejection.

Energy systems: cooling plant, CRAH/CRAC, economizer, UPS losses and humidity control.

Manufacturing & process industry Machine standby, process cooling, compressed air, batch heat and production scheduling.
Plastics packaging

Core process: injection, extrusion, blow molding, resin drying and cooling water.

Energy systems: compressed air, dryers, process cooling, drives and heat recovery.

Textile dyeing

Core process: dyeing, washing, drying, stenter exhaust and wastewater heat.

Energy systems: steam, hot water, pumps, compressed air, exhaust and wastewater heat recovery.

Automotive machining

Core process: CNC lines, washing, coolant cooling, mist exhaust and idle hours.

Energy systems: compressed air, motors, process cooling, ventilation and electrical demand.

Thermal plants & facility utilities Central plants, process safety constraints, high-temperature loads and heat recovery limits.
Hospital central plant

Core process: 24/7 occupancy, ventilation, domestic hot water and service continuity.

Energy systems: chillers, boilers, heat pumps, terminal HVAC, ventilation and hot water.

Specialty chemical

Core process: batch reactors, distillation, drying, solvent handling and ventilation.

Energy systems: steam, cooling water, chilled water, compressed air and exhaust treatment.

Metal heat treatment

Core process: furnaces, soak cycles, quench systems, cooling water and exhaust heat.

Energy systems: fuel or electric furnaces, compressed air, cooling water, ventilation and waste heat.

Pharmaceutical cleanroom facility Pharmaceutical cleanroom audit example Cleanroom suites, pressure cascade, humidity control, sterile utilities and batch schedules.

Clean HVAC, chilled water, reheat, steam sterilization, compressed air, cold chain and compliance-driven operation.

Site data: room grades, air-change rates, supply/exhaust airflow, humidity setpoints, chilled water, reheat load and sterilization schedule.

Report output: HVAC energy baseline, airflow and pressure-cascade review, reheat penalty, chilled-water control and compliance constraints.

Electronics cleanroom factory Electronics cleanroom audit example Precision assembly with CDA, process cooling, humidity control and high electrical density.

Cleanroom HVAC, process chilled water, compressed dry air, exhaust/make-up air and electrical demand.

Site data: cleanroom area, CDA flow and dew point, process cooling load, exhaust volume, humidity target, UPS/electrical load and shifts.

Report output: CDA specific power, make-up air penalty, process cooling efficiency, humidity control energy and electrical demand profile.

Plastics packaging plant Plastics packaging audit example Injection, extrusion, blow molding, resin drying and cooling-water loads.

Compressed air, dryers, process cooling, hydraulic/electric drives, resin dryers, heat recovery and peak demand.

Site data: machine tonnage, cycle time, resin drying temperature, cooling-water supply/return, air pressure, dryer hours and production schedule.

Report output: machine standby loss, dryer heat load, compressed-air pressure review, cooling system target gap and heat-recovery opportunity.

Hospital campus central plant Central plant audit example Occupancy-driven HVAC, domestic hot water, ventilation and 24/7 service constraints.

Chiller plant, boilers, heat pumps, terminal HVAC, ventilation, domestic hot water and operating schedules.

Site data: occupancy, chilled-water ton-hours, boiler fuel, DHW demand, air-handling schedules, terminal reheat and utility tariff.

Report output: chiller/boiler baseline, ventilation scheduling, reheat and simultaneous heating/cooling review, heat-pump and heat-recovery fit.

Data center cooling plant Data center cooling audit example IT load, PUE, UPS losses, cooling redundancy and airflow management.

Cooling plant, CRAH/CRAC, economizers, UPS/electrical losses, humidity control and heat rejection.

Site data: IT kW, PUE, cooling plant kW, supply/return air temperature, UPS efficiency, redundancy level and economizer hours.

Report output: cooling energy baseline, airflow bypass risk, UPS loss, economizer potential, heat rejection and demand-management boundary.

Textile dyeing facility Textile dyeing audit example Dyeing, washing, drying, stenter exhaust and wastewater heat recovery.

Steam, hot water, compressed air, pumps, exhaust heat, wastewater heat and production batch timing.

Site data: batch weight, bath ratio, dyeing temperature, steam/fuel use, dryer exhaust, wastewater temperature and compressed-air demand.

Report output: process heat baseline, wastewater and exhaust heat recovery, boiler loss, dryer control, pump energy and batch scheduling effects.

Automotive parts machining Automotive machining audit example CNC lines, washing, heat treatment, ventilation, motors and compressed-air tools.

Compressed air, process cooling, motors, machine standby, ventilation, thermal processes and power quality.

Site data: CNC count, spindle hours, compressed-air pressure, coolant temperature, washer heat, idle hours, ventilation schedule and demand peaks.

Report output: standby loss, motor and compressed-air target gap, washer heat recovery, ventilation scheduling and demand-charge opportunities.

Chemical specialty materials plant Specialty chemical audit example Batch reactors, distillation, drying, solvent handling and controlled ventilation.

Steam, cooling water, chilled water, compressed air, exhaust treatment, process safety and heat integration.

Site data: batch recipe, reactor heat/cool profile, distillation duty, drying temperature, chilled-water demand, ventilation rate and safety limits.

Report output: heat-integration screen, steam and chilled-water baseline, dryer/exhaust losses, ventilation constraint and measure-overlap control.

Metal heat treatment line Metal heat-treatment audit example Furnaces, quench systems, cooling water, exhaust heat and electrical demand.

Fuel-fired or electric furnaces, compressed air, cooling water, ventilation, motors and waste-heat recovery.

Site data: furnace type, load weight, cycle temperature, soak time, exhaust temperature, quench flow, cooling water and batch schedule.

Report output: furnace baseline, combustion/electric load review, exhaust heat recovery, quench cooling energy and production-window constraints.

Detailed examples show process boundary, energy map, method basis and report output. Each industry case routes to a diagnostic workflow where a user can replace the example evidence with their own site data. Start with utility bills, production schedule, equipment list and any trend data you already have. The paid report adds measure-level calculations, priority, implementation path and M&V checklist.

Audit output

What the service turns into a report.

The platform turns site data and engineering rules into a structured pre-audit report that a facility, consultant or supplier team can review.

Site boundary Defines what belongs to the audit scope.
Includes
Production, storage, cleanroom, central plant or utility boundary.
Examples
Dairy, cold storage, cleanroom, data center, machining and thermal utilities.
Why it matters
Keeps savings and loads assigned to the correct site boundary.
Explore examples
Energy systems Connects process demand with utility systems.
Includes
Compressed air, refrigeration, HVAC, boilers, electrical demand and heat recovery.
Examples
CIP heat, cleanroom airflow, IT cooling, furnace heat and process cooling.
Why it matters
Shows which systems should be diagnosed together instead of one at a time.
Review systems
Engineering evidence Uses available site evidence to grade confidence.
Includes
Utility bills, production schedule, equipment list, temperatures, pressures and trends.
Examples
Pasteurizer temperatures, cold-room trends, CDA flow, IT kW and boiler fuel.
Why it matters
Separates confirmed values, engineering estimates and data gaps.
View evidence model
Report output Creates a usable engineering pre-audit report.
Includes
Baseline, saving areas, measure priority, implementation path and M&V checklist.
Examples
Heat recovery cap, controls gap, demand-charge actions and field data gaps.
Why it matters
Gives the team a clear basis for next-step audit or implementation review.
Run site diagnosis

Service workflow

From site evidence to an engineering pre-audit report.

Use the service to structure site information, diagnose major energy systems and produce a report that can support the next engineering discussion.

01 Define site scope

Process, facility and utility boundaries are separated before savings are totaled.

02 Map energy systems

Air, cooling, heat, HVAC, electrical and heat-recovery paths are reviewed together.

03 Use available evidence

Bills, schedules, equipment records and trends support the diagnosis and confidence level.

04 Generate report

The output includes baseline, opportunities, priority, calculation notes and M&V checklist.

Browse by energy system

The same plant case is diagnosed through system-specific engineering logic.

Industry cases create relevance; energy-system modules create engineering depth. Each diagnosis separates target gap, equipment selection, controls, distribution/end-use losses and multi-energy boundary before total savings are shown.

Run system diagnosis
Compressed air

Specific power, pressure level, compressor mix, unload/blow-off control, leakage, dryer loss and recoverable heat.

Refrigeration / chiller plant

kW/RT or COP, load profile, sequencing, condenser control, low delta-T, defrost and heat recovery.

Steam / boiler

Boiler efficiency, excess air, blowdown, condensate return, steam leaks, trap performance and process heat recovery.

Terminal HVAC / ventilation

Air change, schedule, static pressure, reheat, economizer, demand-controlled ventilation and comfort/IAQ constraints.

Heat pumps

Temperature lift, source/sink quality, staging, storage, defrost, backup heat lockout and steam/gas substitution.

Electrical systems

Demand charge, transformer and motor losses, power factor, harmonics, UPS losses, scheduling and peak shaving.

Hydronic / pumping

Flow/head margin, pump curve fit, VFD control, differential pressure reset, bypass, balancing and low delta-T.

Multi-energy coupling

Heat recovery, avoided heat utility, cold/heat storage, demand response and overlap control across measures.

Field-readable inputs Optional trend data Evidence labels Calculation notes Double-counting control M&V checklist Downloadable report

Evidence basis

Industry cases are built from public engineering references and transparent report logic.

Each industry case is written as a specific facility scenario with defined process scope, energy carriers, equipment behavior, calculation method, public method references and data fields that a user can replace with their own site values. Plant names are not shown.

Pharmaceutical cleanrooms Clean HVAC, chilled water, steam, compressed air and compliant operation are treated as energy and quality constraints together. ENERGY STAR pharmaceutical energy guide
Refrigerated facilities Cold-storage cases separate room load, doors, defrost, evaporator fans and compressor control before calculating savings. ASHRAE refrigeration resources
Cleanrooms and controlled environments Pharmaceutical and electronics cleanroom cases expose room grade, airflow, pressure, humidity, exhaust and tool-utility boundaries. ISO 14644-1 cleanroom classification
Steam and process heat Chemical, textile, heat-treatment, dairy and central-plant cases use process-heat boundaries before claiming heat recovery. U.S. DOE process heating systems
Audit method structure All case pages expose method context, field data, double-counting control and the data needed to improve confidence. ISO 50002-1 energy audits
Process boundary: what the plant makes or stores, and which utility loads belong to that boundary. Energy baseline: electricity, fuel, thermal load, cooling load, compressed air and demand charge separated before totals. Measure ownership: each saving is assigned to one measure path to reduce double counting. Evidence level: site readings, trend data, utility bills, equipment data and maintained library factors are labeled separately. M&V path: every report lists the field data that would improve confidence before investment approval.