{
  "name": "Energy Efficiency Products",
  "edition_label": "October 2026",
  "edition_updated_at": "2026-10-11",
  "slug": "energy-efficiency-products",
  "kind": "subcategory",
  "parent_slug": "renewable-energy-clean-tech",
  "url": "https://madgicx.com/labs/industries/renewable-energy-clean-tech/energy-efficiency-products",
  "scope": "Verified aggregate benchmark and independent public brand research; no brand is identified as a benchmark participant.",
  "directory_status": "complete",
  "page_readiness": "published",
  "directory_notice": "94 public listings from reviewed research; coverage is partial. Source review dates appear per listing when available. Inclusion does not indicate benchmark participation or a Madgicx customer relationship.",
  "benchmark": {
    "status": "verified_aggregate",
    "slug": "energy-efficiency-products",
    "parent_slug": "renewable-energy-clean-tech",
    "cohort_scope": "exact_child",
    "median_aov_usd": 83.48,
    "p25_aov_usd": 39.85,
    "p75_aov_usd": 274.19,
    "metric_window": null,
    "scope_label": "Equal-weight AOV benchmark",
    "methodology": "Median and middle 50% of observed account-level average order values in USD, with each account weighted equally. Use this range as a comparison, not a profitability measure.",
    "read_at": "2026-10-11T14:11:26.748987+00:00",
    "period_label": "Dated snapshot",
    "citation": "Madgicx Research & Labs. Energy Efficiency Products account AOV: median $83.48; middle 50% $39.85 to $274.19. Snapshot read 11 October 2026. https://madgicx.com/labs/industries/renewable-energy-clean-tech/energy-efficiency-products#benchmark",
    "source": {
      "name": "Madgicx Research & Labs",
      "url": "https://madgicx.com/labs/industries/renewable-energy-clean-tech/energy-efficiency-products#benchmark"
    }
  },
  "metric_definitions": [],
  "metric_definitions_scope": "Definitions only; no ACV, MRR or ARPU benchmark or measured correlation is supplied.",
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      "id": "a-o-smith",
      "name": "A. O. Smith",
      "segment": "Energy Efficiency Products",
      "url": "https://www.aosmithatlowes.com/products/water-heaters/hybrid-electric-heat-pumps/",
      "description": "",
      "sources": [
        {
          "name": "Category evidence",
          "url": "https://www.aosmithatlowes.com/products/water-heaters/hybrid-electric-heat-pumps/"
        }
      ]
    },
    {
      "id": "aciq",
      "name": "ACIQ",
      "segment": "Energy Efficiency Products",
      "url": "https://aciq.com/residential-products/hybrid-water-heater/",
      "description": "",
      "sources": [
        {
          "name": "Category evidence",
          "url": "https://aciq.com/residential-products/hybrid-water-heater/"
        }
      ]
    },
    {
      "id": "ariston",
      "name": "Ariston",
      "segment": "Energy Efficiency Products",
      "url": "https://www.ariston.com/en-us/products/heat-pump-water-heater/",
      "description": "",
      "sources": [
        {
          "name": "Category evidence",
          "url": "https://www.ariston.com/en-us/products/heat-pump-water-heater/"
        }
      ]
    },
    {
      "id": "bradford-white",
      "name": "Bradford White",
      "segment": "Energy Efficiency Products",
      "url": "https://www.bradfordwhite.com/heat-pump-water-heaters/",
      "description": "",
      "sources": [
        {
          "name": "Category evidence",
          "url": "https://www.bradfordwhite.com/heat-pump-water-heaters/"
        }
      ]
    },
    {
      "id": "custom-comfort",
      "name": "Custom Comfort",
      "segment": "Energy Efficiency Products",
      "url": "https://yourcustomcomfort.com/products/water-heaters/",
      "description": "",
      "sources": [
        {
          "name": "Category evidence",
          "url": "https://yourcustomcomfort.com/products/water-heaters/"
        }
      ]
    },
    {
      "id": "eco-logical",
      "name": "Eco-Logical",
      "segment": "Energy Efficiency Products",
      "url": "https://eco-logical.com/products/omni-splits/",
      "description": "",
      "sources": [
        {
          "name": "Category evidence",
          "url": "https://eco-logical.com/products/omni-splits/"
        }
      ]
    },
    {
      "id": "hubbell",
      "name": "Hubbell",
      "segment": "Energy Efficiency Products",
      "url": "https://hubbellheaters.com/products/electric/packaged-heat-pump-system",
      "description": "",
      "sources": [
        {
          "name": "Category evidence",
          "url": "https://hubbellheaters.com/products/electric/packaged-heat-pump-system"
        }
      ]
    },
    {
      "id": "lennox",
      "name": "Lennox",
      "segment": "Energy Efficiency Products",
      "url": "https://www.lennox.com/residential/products/water-heaters/heat-pump",
      "description": "",
      "sources": [
        {
          "name": "Category evidence",
          "url": "https://www.lennox.com/residential/products/water-heaters/heat-pump"
        }
      ]
    },
    {
      "id": "lg",
      "name": "LG",
      "segment": "Energy Efficiency Products",
      "url": "https://lg.com/",
      "description": "",
      "sources": [
        {
          "name": "Category evidence",
          "url": "https://www.lg.com/us/residential-hvac/heat-pump-water-heater"
        }
      ]
    },
    {
      "id": "rheem",
      "name": "Rheem",
      "segment": "Energy Efficiency Products",
      "url": "https://www.rheem.com/products/residential/water-heating/heat-pump-water-heaters/",
      "description": "",
      "sources": [
        {
          "name": "Category evidence",
          "url": "https://www.rheem.com/products/residential/water-heating/heat-pump-water-heaters/"
        }
      ]
    },
    {
      "id": "black-decker",
      "name": "BLACK+DECKER",
      "segment": "Energy Efficiency Products",
      "url": "https://www.blackanddecker.com/products/bwac08wt",
      "description": "",
      "sources": [
        {
          "name": "Category evidence",
          "url": "https://www.blackanddecker.com/products/bwac08wt"
        }
      ]
    },
    {
      "id": "danby",
      "name": "Danby",
      "segment": "Energy Efficiency Products",
      "url": "https://www.danby.com/products/window-air-conditioners/dac080ee2wdb/",
      "description": "",
      "sources": [
        {
          "name": "Category evidence",
          "url": "https://www.danby.com/products/window-air-conditioners/dac080ee2wdb/"
        }
      ]
    },
    {
      "id": "della",
      "name": "DELLA",
      "segment": "Energy Efficiency Products",
      "url": "https://dellahome.com/collections/window-ac",
      "description": "",
      "sources": [
        {
          "name": "Category evidence",
          "url": "https://dellahome.com/products/10000-btu-smart-inverter-window-air-conditioner-ultra-quiet-ac-unit-cools-up-to-440-sq-ft"
        }
      ]
    },
    {
      "id": "hisense",
      "name": "Hisense",
      "segment": "Energy Efficiency Products",
      "url": "https://global.hisense.com/air-conditioner/energy-pro-plus-air-conditioner",
      "description": "",
      "sources": [
        {
          "name": "Category evidence",
          "url": "https://global.hisense.com/air-conditioner/energy-pro-plus-air-conditioner"
        }
      ]
    },
    {
      "id": "midea",
      "name": "Midea",
      "segment": "Energy Efficiency Products",
      "url": "https://www.midea.com/us/store/cooling-and-heating/window-air-conditioners",
      "description": "",
      "sources": [
        {
          "name": "Category evidence",
          "url": "https://www.midea.com/us/store/cooling-and-heating/window-air-conditioners/DOE-Window-Air-Conditioner-SmartCool.maw08v1ywt-s"
        }
      ]
    },
    {
      "id": "tcl",
      "name": "TCL",
      "segment": "Energy Efficiency Products",
      "url": "https://www.tcl.com/us/en/products/appliances/window-air-conditioners/8000-btu-smart-window-air-conditioner-white-e-star-w8w9e2-3",
      "description": "",
      "sources": [
        {
          "name": "Category evidence",
          "url": "https://www.tcl.com/us/en/products/appliances/window-air-conditioners/8000-btu-smart-window-air-conditioner-white-e-star-w8w9e2-3"
        }
      ]
    },
    {
      "id": "keystone",
      "name": "Keystone",
      "segment": "Energy Efficiency Products",
      "url": "https://keystone-products.com/product/KEYSTN/KSTAT10-1E",
      "description": "",
      "sources": [
        {
          "name": "Category evidence",
          "url": "https://keystone-products.com/product/KEYSTN/KSTAT10-1E"
        }
      ]
    },
    {
      "id": "perfect-aire",
      "name": "Perfect Aire",
      "segment": "Energy Efficiency Products",
      "url": "https://perfectaire.us/products/1pacv25000e",
      "description": "",
      "sources": [
        {
          "name": "Category evidence",
          "url": "https://perfectaire.us/products/1pacv25000e"
        }
      ]
    },
    {
      "id": "rovsun",
      "name": "ROVSUN",
      "segment": "Energy Efficiency Products",
      "url": "https://www.rovsun.com/products/rovsun-12000-btu-24-seer2-115v-wifi-enabled-ductless-mini-split-air-conditioner-with-heat-pump-inverter-installation-kit",
      "description": "",
      "sources": [
        {
          "name": "Category evidence",
          "url": "https://www.rovsun.com/products/rovsun-12000-btu-24-seer2-115v-wifi-enabled-ductless-mini-split-air-conditioner-with-heat-pump-inverter-installation-kit"
        }
      ]
    },
    {
      "id": "hykolity",
      "name": "Hykolity",
      "segment": "Energy Efficiency Products",
      "url": "https://www.hykolity.com/products/hykolity-12000-btu-smart-inverter-window-air-conditioner-energy-saving-wifi-enable-ac-unit",
      "description": "",
      "sources": [
        {
          "name": "Category evidence",
          "url": "https://www.hykolity.com/products/hykolity-12000-btu-smart-inverter-window-air-conditioner-energy-saving-wifi-enable-ac-unit"
        }
      ]
    },
    {
      "id": "ecobee",
      "name": "ecobee",
      "segment": "Energy Efficiency Products",
      "url": "https://www.ecobee.com/en-us/smart-thermostats/smart-thermostat-enhanced/",
      "description": "",
      "sources": [
        {
          "name": "Category evidence",
          "url": "https://www.ecobee.com/en-us/smart-thermostats/smart-thermostat-enhanced/"
        }
      ]
    },
    {
      "id": "emerson-sensi",
      "name": "Emerson Sensi",
      "segment": "Energy Efficiency Products",
      "url": "https://sensi.copeland.com/en-ca/blog/sensi-smart-thermostats-earn-energy-star-certification",
      "description": "",
      "sources": [
        {
          "name": "Category evidence",
          "url": "https://sensi.copeland.com/en-us/support/are-sensi-wi-fi-thermostats-energy-star-certified"
        }
      ]
    },
    {
      "id": "aeratron",
      "name": "AERATRON",
      "segment": "Energy Efficiency Products",
      "url": "https://www.aeratron.com/ae3s",
      "description": "",
      "sources": [
        {
          "name": "Category evidence",
          "url": "https://www.aeratron.com/ae3s"
        }
      ]
    },
    {
      "id": "artika",
      "name": "Artika",
      "segment": "Energy Efficiency Products",
      "url": "https://www.artika.com/collections/ceiling-fans",
      "description": "",
      "sources": [
        {
          "name": "Category evidence",
          "url": "https://www.artika.com/collections/ceiling-fans"
        }
      ]
    },
    {
      "id": "big-ass-fans",
      "name": "Big Ass Fans",
      "segment": "Energy Efficiency Products",
      "url": "https://bigassfans.com/sg/certifications/",
      "description": "",
      "sources": [
        {
          "name": "Category evidence",
          "url": "https://bigassfans.com/sg/certifications/"
        }
      ]
    },
    {
      "id": "hunter-fan",
      "name": "Hunter Fan",
      "segment": "Energy Efficiency Products",
      "url": "https://www.hunterfan.com/products/ceiling-fans-aerodyne-indoor-smart-fan-energy-star-with-led-light-60-inch-with-remote-1001559",
      "description": "",
      "sources": [
        {
          "name": "Category evidence",
          "url": "https://www.hunterfan.com/products/ceiling-fans-aerodyne-indoor-smart-fan-energy-star-with-led-light-60-inch-with-remote-1001559"
        }
      ]
    },
    {
      "id": "air-king",
      "name": "Air King",
      "segment": "Energy Efficiency Products",
      "url": "https://www.airkinglimited.com/product/energy-star-variable-speed-fan/",
      "description": "",
      "sources": [
        {
          "name": "Category evidence",
          "url": "https://www.airkinglimited.com/product/energy-star-variable-speed-fan/"
        }
      ]
    },
    {
      "id": "broan-nutone",
      "name": "Broan-NuTone",
      "segment": "Energy Efficiency Products",
      "url": "https://broan-nutone.com/en-us/info/energy-star",
      "description": "",
      "sources": [
        {
          "name": "Category evidence",
          "url": "https://broan-nutone.com/en-us/info/energy-star"
        }
      ]
    },
    {
      "id": "delta-breez",
      "name": "Delta Breez",
      "segment": "Energy Efficiency Products",
      "url": "https://www.deltabreez.com/ventilation-fans.php",
      "description": "",
      "sources": [
        {
          "name": "Category evidence",
          "url": "https://www.deltabreez.com/ventilation-fans.php"
        }
      ]
    },
    {
      "id": "feit-electric",
      "name": "Feit Electric",
      "segment": "Energy Efficiency Products",
      "url": "https://www.feit.com/collections/led-light-bulbs",
      "description": "",
      "sources": [
        {
          "name": "Category evidence",
          "url": "https://www.feit.com/collections/led-light-bulbs"
        }
      ]
    },
    {
      "id": "cree-lighting",
      "name": "Cree Lighting",
      "segment": "Energy Efficiency Products",
      "url": "https://www.creelighting.com/resources/about-lighting-facts/",
      "description": "",
      "sources": [
        {
          "name": "Category evidence",
          "url": "https://www.creelighting.com/resources/about-lighting-facts/"
        }
      ]
    },
    {
      "id": "satco",
      "name": "Satco",
      "segment": "Energy Efficiency Products",
      "url": "https://www.satco.com/explore/satco-lamps/led",
      "description": "",
      "sources": [
        {
          "name": "Category evidence",
          "url": "https://www.satco.com/explore/satco-lamps/led"
        }
      ]
    },
    {
      "id": "sylvania-lighting",
      "name": "SYLVANIA Lighting",
      "segment": "Energy Efficiency Products",
      "url": "https://product.sylvania-group.com/en-int/consumer/products-consumer/lamps-consumer/bulbs-consumer/",
      "description": "",
      "sources": [
        {
          "name": "Category evidence",
          "url": "https://product.sylvania-group.com/en-int/consumer/products-consumer/lamps-consumer/bulbs-consumer/"
        }
      ]
    },
    {
      "id": "tcp-lighting",
      "name": "TCP Lighting",
      "segment": "Energy Efficiency Products",
      "url": "https://www.tcpi.com/products/",
      "description": "",
      "sources": [
        {
          "name": "Category evidence",
          "url": "https://www.tcpi.com/products/"
        }
      ]
    },
    {
      "id": "sunco-lighting",
      "name": "Sunco Lighting",
      "segment": "Energy Efficiency Products",
      "url": "https://sunco.com/pages/certifications",
      "description": "",
      "sources": [
        {
          "name": "Category evidence",
          "url": "https://sunco.com/pages/certifications"
        }
      ]
    },
    {
      "id": "keystone-technologies",
      "name": "Keystone Technologies",
      "segment": "Energy Efficiency Products",
      "url": "https://www.keystonetech.com/all-products/lamps/general-purpose-led/par-bulbs",
      "description": "",
      "sources": [
        {
          "name": "Category evidence",
          "url": "https://www.keystonetech.com/all-products/lamps/general-purpose-led/par-bulbs"
        }
      ]
    },
    {
      "id": "green-creative",
      "name": "Green Creative",
      "segment": "Energy Efficiency Products",
      "url": "https://greencreative.com/wp-content/uploads/CS32887-Energy-Star-Certificate.pdf",
      "description": "",
      "sources": [
        {
          "name": "Category evidence",
          "url": "https://greencreative.com/products/lamps/tled/t5/selectdrive-t5-ho-universal-ended-bypass/"
        }
      ]
    },
    {
      "id": "ikea",
      "name": "IKEA",
      "segment": "Energy Efficiency Products",
      "url": "https://www.ikea.com/us/en/cat/led-bulbs-20514/",
      "description": "",
      "sources": [
        {
          "name": "Category evidence",
          "url": "https://www.ikea.com/us/en/cat/led-bulbs-20514/"
        }
      ]
    },
    {
      "id": "rab-lighting",
      "name": "RAB Lighting",
      "segment": "Energy Efficiency Products",
      "url": "https://www.rablighting.com/product/A19-15-E26-850-ND",
      "description": "",
      "sources": [
        {
          "name": "Category evidence",
          "url": "https://www.rablighting.com/product/A19-15-E26-850-ND"
        }
      ]
    },
    {
      "id": "kichler-lighting",
      "name": "Kichler Lighting",
      "segment": "Energy Efficiency Products",
      "url": "https://www.kichler.com/products/landscape-lighting/led-lamps/led-lamp-18126",
      "description": "",
      "sources": [
        {
          "name": "Category evidence",
          "url": "https://www.kichler.com/products/landscape-lighting/led-lamps/led-lamp-18126"
        }
      ]
    },
    {
      "id": "lepro",
      "name": "Lepro",
      "segment": "Energy Efficiency Products",
      "url": "https://www.lepro.com/products/lepro-dimmable-led-light-bulbs-60-watt-equivalent",
      "description": "",
      "sources": [
        {
          "name": "Category evidence",
          "url": "https://www.lepro.com/products/lepro-dimmable-led-light-bulbs-60-watt-equivalent"
        }
      ]
    },
    {
      "id": "viribright",
      "name": "VIRIBRIGHT",
      "segment": "Energy Efficiency Products",
      "url": "https://shop.viribright.com/collections/a-shape-standard-bulbs",
      "description": "",
      "sources": [
        {
          "name": "Category evidence",
          "url": "https://shop.viribright.com/collections/a-shape-standard-bulbs"
        }
      ]
    },
    {
      "id": "owens-corning",
      "name": "Owens Corning",
      "segment": "Energy Efficiency Products",
      "url": "https://www.owenscorning.com/en-us/insulation/commercial/foamular-ngx",
      "description": "",
      "sources": [
        {
          "name": "Category evidence",
          "url": "https://www.owenscorning.com/en-us/insulation/commercial/foamular-ngx"
        }
      ]
    },
    {
      "id": "johns-manville",
      "name": "Johns Manville",
      "segment": "Energy Efficiency Products",
      "url": "https://www.jm.com/en/homeowner-insulation/product-selector/",
      "description": "",
      "sources": [
        {
          "name": "Category evidence",
          "url": "https://www.jm.com/en/homeowner-insulation/product-selector/"
        }
      ]
    },
    {
      "id": "certainteed",
      "name": "CertainTeed",
      "segment": "Energy Efficiency Products",
      "url": "https://www.certainteed.com/inspiration/how-tos/home-energy-efficiency",
      "description": "",
      "sources": [
        {
          "name": "Category evidence",
          "url": "https://www.certainteed.com/inspiration/how-tos/home-energy-efficiency"
        }
      ]
    },
    {
      "id": "knauf-insulation",
      "name": "Knauf Insulation",
      "segment": "Energy Efficiency Products",
      "url": "https://www.knaufnorthamerica.com/en-us/products",
      "description": "",
      "sources": [
        {
          "name": "Category evidence",
          "url": "https://www.knaufnorthamerica.com/en-us/products"
        }
      ]
    },
    {
      "id": "hempitecture",
      "name": "Hempitecture",
      "segment": "Energy Efficiency Products",
      "url": "https://www.hempitecture.com/hempwool/",
      "description": "",
      "sources": [
        {
          "name": "Category evidence",
          "url": "https://www.hempitecture.com/hempwool/"
        }
      ]
    },
    {
      "id": "dupont",
      "name": "DuPont",
      "segment": "Energy Efficiency Products",
      "url": "https://energy-efficiency.dupont.com/products/",
      "description": "",
      "sources": [
        {
          "name": "Category evidence",
          "url": "https://energy-efficiency.dupont.com/products/"
        }
      ]
    },
    {
      "id": "sense",
      "name": "Sense",
      "segment": "Energy Efficiency Products",
      "url": "https://sense.com/homes/product/",
      "description": "",
      "sources": [
        {
          "name": "Category evidence",
          "url": "https://sense.com/homes/product/"
        }
      ]
    },
    {
      "id": "emporia-energy",
      "name": "Emporia Energy",
      "segment": "Energy Efficiency Products",
      "url": "https://www.emporiaenergy.com/home-energy-management/",
      "description": "",
      "sources": [
        {
          "name": "Category evidence",
          "url": "https://www.emporiaenergy.com/home-energy-management/"
        }
      ]
    },
    {
      "id": "tado",
      "name": "tado°",
      "segment": "Energy Efficiency Products",
      "url": "https://www.tado.com/en",
      "description": "",
      "sources": [
        {
          "name": "Category evidence",
          "url": "https://www.tado.com/en"
        }
      ]
    },
    {
      "id": "mysa",
      "name": "Mysa",
      "segment": "Energy Efficiency Products",
      "url": "https://getmysa.com/products/smart-thermostat",
      "description": "",
      "sources": [
        {
          "name": "Category evidence",
          "url": "https://getmysa.com/products/smart-thermostat"
        }
      ]
    },
    {
      "id": "netatmo",
      "name": "Netatmo",
      "segment": "Energy Efficiency Products",
      "url": "https://shop.netatmo.com/en-gb/energy",
      "description": "",
      "sources": [
        {
          "name": "Category evidence",
          "url": "https://shop.netatmo.com/en-gb/energy"
        }
      ]
    },
    {
      "id": "eve-energy",
      "name": "Eve Energy",
      "segment": "Energy Efficiency Products",
      "url": "https://www.evehome.com/en/eve-energy",
      "description": "",
      "sources": [
        {
          "name": "Category evidence",
          "url": "https://www.evehome.com/en/eve-energy"
        }
      ]
    },
    {
      "id": "schneider-electric",
      "name": "Schneider Electric",
      "segment": "Energy Efficiency Products",
      "url": "https://www.se.com/us/en/product-range/65898-schneider-energy-monitor/",
      "description": "",
      "sources": [
        {
          "name": "Category evidence",
          "url": "https://www.se.com/us/en/product-range/65898-schneider-energy-monitor/"
        }
      ]
    },
    {
      "id": "lumin",
      "name": "Lumin",
      "segment": "Energy Efficiency Products",
      "url": "https://www.luminsmart.com/products",
      "description": "",
      "sources": [
        {
          "name": "Category evidence",
          "url": "https://www.luminsmart.com/products"
        }
      ]
    },
    {
      "id": "andersen-windows",
      "name": "Andersen Windows",
      "segment": "Energy Efficiency Products",
      "url": "https://www.andersenwindows.com/ideas-and-inspiration/why-andersen/energy-efficiency/energy-star",
      "description": "",
      "sources": [
        {
          "name": "Category evidence",
          "url": "https://www.andersenwindows.com/ideas-and-inspiration/why-andersen/energy-efficiency/energy-star"
        }
      ]
    },
    {
      "id": "pella",
      "name": "Pella",
      "segment": "Energy Efficiency Products",
      "url": "https://www.pella.com/performance/energy-efficiency/",
      "description": "",
      "sources": [
        {
          "name": "Category evidence",
          "url": "https://www.pella.com/performance/energy-efficiency/"
        }
      ]
    },
    {
      "id": "milgard",
      "name": "Milgard",
      "segment": "Energy Efficiency Products",
      "url": "https://www.milgard.com/energy-efficient",
      "description": "",
      "sources": [
        {
          "name": "Category evidence",
          "url": "https://www.milgard.com/energy-efficient"
        }
      ]
    },
    {
      "id": "alside",
      "name": "Alside",
      "segment": "Energy Efficiency Products",
      "url": "https://www.alside.com/products/windows-patio-doors/energy-star-certified-windows/",
      "description": "",
      "sources": [
        {
          "name": "Category evidence",
          "url": "https://www.alside.com/products/windows-patio-doors/energy-star-certified-windows/"
        }
      ]
    },
    {
      "id": "provia",
      "name": "ProVia",
      "segment": "Energy Efficiency Products",
      "url": "https://www.provia.com/windows/technology/",
      "description": "",
      "sources": [
        {
          "name": "Category evidence",
          "url": "https://www.provia.com/windows/technology/"
        }
      ]
    },
    {
      "id": "ply-gem",
      "name": "Ply Gem",
      "segment": "Energy Efficiency Products",
      "url": "https://www.plygem.com/windows/energy-windows-doors/",
      "description": "",
      "sources": [
        {
          "name": "Category evidence",
          "url": "https://www.plygem.com/windows/energy-windows-doors/"
        }
      ]
    },
    {
      "id": "champion-windows",
      "name": "Champion Windows",
      "segment": "Energy Efficiency Products",
      "url": "https://www.championwindow.com/windows/energy-efficiency/",
      "description": "",
      "sources": [
        {
          "name": "Category evidence",
          "url": "https://www.championwindow.com/windows/energy-efficiency/"
        }
      ]
    },
    {
      "id": "kolbe-windows",
      "name": "Kolbe Windows",
      "segment": "Energy Efficiency Products",
      "url": "https://www.kolbewindows.com/solutions/energy-efficiency/",
      "description": "",
      "sources": [
        {
          "name": "Category evidence",
          "url": "https://www.kolbewindows.com/solutions/energy-efficiency/"
        }
      ]
    },
    {
      "id": "ykk-ap",
      "name": "YKK AP",
      "segment": "Energy Efficiency Products",
      "url": "https://www.ykkap.com/residential/support/energy-star-efficient-products/",
      "description": "",
      "sources": [
        {
          "name": "Category evidence",
          "url": "https://www.ykkap.com/residential/support/energy-star-efficient-products/"
        }
      ]
    },
    {
      "id": "loewen-windows",
      "name": "Loewen Windows",
      "segment": "Energy Efficiency Products",
      "url": "https://www.loewen.com/performance-data/",
      "description": "",
      "sources": [
        {
          "name": "Category evidence",
          "url": "https://www.loewen.com/performance-data/"
        }
      ]
    },
    {
      "id": "whirlpool",
      "name": "Whirlpool",
      "segment": "Energy Efficiency Products",
      "url": "https://www.whirlpool.com/laundry/dryers/electric/p.7.4-cu.ft-front-load-heat-pump-dryer-with-intiutitive-touch-controls%2C-advanced-%20d%C3%A9tection%20d%27humidit%C3%A9.whd560chw.html",
      "description": "",
      "sources": [
        {
          "name": "Category evidence",
          "url": "https://www.whirlpool.com/laundry/stacked-laundry-centers/p.compact-energy-star-ventless-heat-pump-laundry-tower-with-2.7-cu-ft-washer-and-electric-4.3-cu-ft-dryer.wfh5424sw.html"
        }
      ]
    },
    {
      "id": "electrolux",
      "name": "Electrolux",
      "segment": "Energy Efficiency Products",
      "url": "https://www.electrolux.co.uk/laundry/laundry/dryers/heat-pump-dryer/edhi618wd/",
      "description": "",
      "sources": [
        {
          "name": "Category evidence",
          "url": "https://www.electrolux.co.uk/laundry/laundry/dryers/heat-pump-dryer/edhi618wd/"
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      ]
    },
    {
      "id": "panasonic",
      "name": "Panasonic",
      "segment": "Energy Efficiency Products",
      "url": "https://www.aircon.panasonic.eu/MT_en/ranges/dhw-heat-pump/dhw-stand-alone/",
      "description": "",
      "sources": [
        {
          "name": "Category evidence",
          "url": "https://www.aircon.panasonic.eu/MT_en/ranges/dhw-heat-pump/dhw-stand-alone/"
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    {
      "id": "samsung",
      "name": "Samsung",
      "segment": "Energy Efficiency Products",
      "url": "https://www.samsung.com/us/home-appliances/dryers/ventless/7-5-cu-ft-large-capacity-ventless-hybrid-heat-pump-dryer-with-wi-fi-in-white-dv45dg6000hwa2/",
      "description": "",
      "sources": [
        {
          "name": "Category evidence",
          "url": "https://www.samsung.com/us/home-appliances/dryers/ventless/7-5-cu-ft-large-capacity-ventless-hybrid-heat-pump-dryer-with-wi-fi-in-white-dv45dg6000hwa2/"
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    {
      "id": "beko",
      "name": "Beko",
      "segment": "Energy Efficiency Products",
      "url": "https://www.beko.co.uk/appliances/laundry/heat-pump-tumble-dryers",
      "description": "",
      "sources": [
        {
          "name": "Category evidence",
          "url": "https://www.beko.co.uk/appliances/laundry/heat-pump-tumble-dryers"
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    },
    {
      "id": "haier",
      "name": "Haier",
      "segment": "Energy Efficiency Products",
      "url": "https://www.haier.com/water_heaters/kqnrsq/20251229_284645.shtml",
      "description": "",
      "sources": [
        {
          "name": "Category evidence",
          "url": "https://www.haier.com/water_heaters/kqnrsq/20251229_284645.shtml"
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    },
    {
      "id": "miele",
      "name": "Miele",
      "segment": "Energy Efficiency Products",
      "url": "https://www.mieleusa.com/category/1015698/heat-pump-dryers",
      "description": "",
      "sources": [
        {
          "name": "Category evidence",
          "url": "https://www.mieleusa.com/category/1015698/heat-pump-dryers"
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      ]
    },
    {
      "id": "daikin",
      "name": "Daikin",
      "segment": "Energy Efficiency Products",
      "url": "https://daikincomfort.com/products/heating-cooling/whole-home-systems/heat-pumps",
      "description": "",
      "sources": [
        {
          "name": "Category evidence",
          "url": "https://daikincomfort.com/products/heating-cooling/whole-home-systems/heat-pumps"
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    },
    {
      "id": "mitsubishi-electric",
      "name": "Mitsubishi Electric",
      "segment": "Energy Efficiency Products",
      "url": "https://www.mitsubishicomfort.com/products/air-to-water",
      "description": "",
      "sources": [
        {
          "name": "Category evidence",
          "url": "https://www.mitsubishicomfort.com/products/air-to-water"
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      ]
    },
    {
      "id": "carrier",
      "name": "Carrier",
      "segment": "Energy Efficiency Products",
      "url": "https://www.carrier.com/us/en/residential/heat-pumps/33nm3/",
      "description": "",
      "sources": [
        {
          "name": "Category evidence",
          "url": "https://www.carrier.com/us/en/residential/heat-pumps/33nm3/"
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      ]
    },
    {
      "id": "trane",
      "name": "Trane",
      "segment": "Energy Efficiency Products",
      "url": "https://www.trane.com/commercial/north-america/us/en/products-systems/heat-pumps/dhw-heat-pumps/domestic-hot-water-heat-pump.html",
      "description": "",
      "sources": [
        {
          "name": "Category evidence",
          "url": "https://www.trane.com/commercial/north-america/us/en/products-systems/heat-pumps/dhw-heat-pumps/domestic-hot-water-heat-pump.html"
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      ]
    },
    {
      "id": "jeld-wen",
      "name": "JELD-WEN",
      "segment": "Energy Efficiency Products",
      "url": "https://www.jeld-wen.com/en-us/products/windows",
      "description": "",
      "sources": [
        {
          "name": "Category evidence",
          "url": "https://www.jeld-wen.com/en-us/products/windows"
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      ]
    },
    {
      "id": "marvin",
      "name": "Marvin",
      "segment": "Energy Efficiency Products",
      "url": "https://www.marvin.com/blog/6-tips-for-choosing-energy-efficient-windows",
      "description": "",
      "sources": [
        {
          "name": "Category evidence",
          "url": "https://www.marvin.com/blog/6-tips-for-choosing-energy-efficient-windows"
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    },
    {
      "id": "thompson-creek",
      "name": "Thompson Creek",
      "segment": "Energy Efficiency Products",
      "url": "https://www.thompsoncreek.com/windows/energy-efficient-windows/",
      "description": "",
      "sources": [
        {
          "name": "Category evidence",
          "url": "https://www.thompsoncreek.com/windows/energy-efficient-windows/"
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      ]
    },
    {
      "id": "velux",
      "name": "VELUX",
      "segment": "Energy Efficiency Products",
      "url": "https://pro.veluxusa.com/sustainability/energy-efficiency",
      "description": "",
      "sources": [
        {
          "name": "Category evidence",
          "url": "https://pro.veluxusa.com/sustainability/energy-efficiency"
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    },
    {
      "id": "weather-shield",
      "name": "Weather Shield",
      "segment": "Energy Efficiency Products",
      "url": "https://weathershield.com/why-weather-shield/zo-e-shield-glass-solutions/",
      "description": "",
      "sources": [
        {
          "name": "Category evidence",
          "url": "https://weathershield.com/why-weather-shield/zo-e-shield-glass-solutions/"
        }
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    },
    {
      "id": "stiebel-eltron",
      "name": "Stiebel Eltron",
      "segment": "Energy Efficiency Products",
      "url": "https://www.stiebel-eltron-usa.com/products/accelera-heat-pump-water-heaters",
      "description": "",
      "sources": [
        {
          "name": "Category evidence",
          "url": "https://www.stiebel-eltron-usa.com/products/accelera-heat-pump-water-heaters"
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    },
    {
      "id": "rinnai",
      "name": "Rinnai",
      "segment": "Energy Efficiency Products",
      "url": "https://www.rinnai.us/rehp-electric-heat-pump-water-heater",
      "description": "",
      "sources": [
        {
          "name": "Category evidence",
          "url": "https://www.rinnai.us/rehp-electric-heat-pump-water-heater"
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    },
    {
      "id": "kd-navien",
      "name": "KD Navien",
      "segment": "Energy Efficiency Products",
      "url": "https://www.navieninc.com/series/nwp500",
      "description": "",
      "sources": [
        {
          "name": "Category evidence",
          "url": "https://www.navieninc.com/series/nwp500"
        }
      ]
    },
    {
      "id": "rockwool",
      "name": "ROCKWOOL",
      "segment": "Energy Efficiency Products",
      "url": "https://www.rockwool.com/north-america/applications/hvac-insulation/",
      "description": "",
      "sources": [
        {
          "name": "Category evidence",
          "url": "https://www.rockwool.com/north-america/applications/hvac-insulation/"
        }
      ]
    },
    {
      "id": "signify",
      "name": "Signify",
      "segment": "Energy Efficiency Products",
      "url": "https://www.signify.com/global/sustainability/climate-action-lighting/climate-action",
      "description": "",
      "sources": [
        {
          "name": "Category evidence",
          "url": "https://www.signify.com/global/sustainability/climate-action-lighting/climate-action"
        }
      ]
    },
    {
      "id": "acuity-brands-lighting",
      "name": "Acuity Brands Lighting",
      "segment": "Energy Efficiency Products",
      "url": "https://www.acuitybrands.com/resources/customer-tools/retrofit-and-renovation/energy-efficient-products",
      "description": "",
      "sources": [
        {
          "name": "Category evidence",
          "url": "https://www.acuitybrands.com/resources/customer-tools/retrofit-and-renovation/energy-efficient-products"
        }
      ]
    },
    {
      "id": "nibe",
      "name": "NIBE",
      "segment": "Energy Efficiency Products",
      "url": "https://www.nibe.eu/en-eu/products/heat-pumps/ground-source-heat-pumps/s1156",
      "description": "",
      "sources": [
        {
          "name": "Category evidence",
          "url": "https://www.nibe.eu/en-eu/products/heat-pumps/ground-source-heat-pumps/s1156"
        }
      ]
    },
    {
      "id": "kingspan",
      "name": "Kingspan",
      "segment": "Energy Efficiency Products",
      "url": "https://www.insulation.kingspan.com/us/en/products/technical-insulation/aerobloc/eps-insulation",
      "description": "",
      "sources": [
        {
          "name": "Category evidence",
          "url": "https://www.insulation.kingspan.com/us/en/products/technical-insulation/aerobloc/eps-insulation"
        }
      ]
    },
    {
      "id": "vaillant",
      "name": "Vaillant",
      "segment": "Energy Efficiency Products",
      "url": "https://www.vaillant.co.uk/product-systems/heat-pumps/arotherm/",
      "description": "",
      "sources": [
        {
          "name": "Category evidence",
          "url": "https://www.vaillant.co.uk/product-systems/heat-pumps/arotherm/"
        }
      ]
    },
    {
      "id": "bosch-home-comfort",
      "name": "Bosch Home Comfort",
      "segment": "Energy Efficiency Products",
      "url": "https://www.bosch-homecomfort.com/us/en/ocs/residential/ids-ultra-inverter-ducted-split-cold-climate-heat-pump-20831889-p/",
      "description": "",
      "sources": [
        {
          "name": "Category evidence",
          "url": "https://www.bosch-homecomfort.com/us/en/ocs/residential/ids-ultra-inverter-ducted-split-cold-climate-heat-pump-20831889-p/"
        }
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    },
    {
      "id": "nicor-lighting",
      "name": "NICOR Lighting",
      "segment": "Energy Efficiency Products",
      "url": "https://nicorlighting.com/sustainability/",
      "description": "",
      "sources": [
        {
          "name": "Category evidence",
          "url": "https://nicorlighting.com/sustainability/"
        }
      ]
    },
    {
      "id": "maxlite",
      "name": "MaxLite",
      "segment": "Energy Efficiency Products",
      "url": "https://www.maxlite.com/about-us",
      "description": "",
      "sources": [
        {
          "name": "Category evidence",
          "url": "https://www.maxlite.com/about-us"
        }
      ]
    }
  ],
  "answers": [
    {
      "group": "In this category",
      "id": "answer-efficiency-compatibility",
      "question": "What should a smart thermostat landing page resolve before checkout?",
      "text": "ecobee provides a thermostat compatibility checker. Link visitors to the actual model's system checks and avoid suggesting universal compatibility. Treat checker completion and a paid order as separate outcomes when evaluating the buying path.",
      "context": "",
      "url": "https://madgicx.com/labs/industries/renewable-energy-clean-tech/energy-efficiency-products#answer-efficiency-compatibility",
      "citation": "Madgicx Research & Labs. Energy Efficiency Products. What should a smart thermostat landing page resolve before checkout? ecobee provides a thermostat compatibility checker. Link visitors to the actual model's system checks and avoid suggesting universal compatibility. Treat checker completion and a paid order as separate outcomes when evaluating the buying path.  Source: https://www.ecobee.com/en-us/compatibility/thermostat/ Answer: https://madgicx.com/labs/industries/renewable-energy-clean-tech/energy-efficiency-products#answer-efficiency-compatibility",
      "source_url": "https://www.ecobee.com/en-us/compatibility/thermostat/"
    },
    {
      "group": "In this category",
      "id": "answer-efficiency-accessory-basket",
      "question": "How can installation accessories change an efficiency-product basket?",
      "text": "ecobee's Power Extender Kit page tells buyers to check whether their installation needs the accessory. Separate device-only and device-plus-accessory orders. An accessory's availability does not prove that every customer needs it or that it raises measured AOV.",
      "context": "",
      "url": "https://madgicx.com/labs/industries/renewable-energy-clean-tech/energy-efficiency-products#answer-efficiency-accessory-basket",
      "citation": "Madgicx Research & Labs. Energy Efficiency Products. How can installation accessories change an efficiency-product basket? ecobee's Power Extender Kit page tells buyers to check whether their installation needs the accessory. Separate device-only and device-plus-accessory orders. An accessory's availability does not prove that every customer needs it or that it raises measured AOV.  Source: https://www.ecobee.com/en-us/thermostat-accessories/power-extender-kit/ Answer: https://madgicx.com/labs/industries/renewable-energy-clean-tech/energy-efficiency-products#answer-efficiency-accessory-basket",
      "source_url": "https://www.ecobee.com/en-us/thermostat-accessories/power-extender-kit/"
    },
    {
      "group": "In this category",
      "id": "answer-efficiency-control-creative",
      "question": "Which control distinctions belong in efficiency-product creative?",
      "text": "Lutron distinguishes occupancy and vacancy sensor controls and compatible dimming products. Show the actual control behavior and advertised product type. Do not turn a product category or demonstration into an unsupported energy-savings percentage.",
      "context": "",
      "url": "https://madgicx.com/labs/industries/renewable-energy-clean-tech/energy-efficiency-products#answer-efficiency-control-creative",
      "citation": "Madgicx Research & Labs. Energy Efficiency Products. Which control distinctions belong in efficiency-product creative? Lutron distinguishes occupancy and vacancy sensor controls and compatible dimming products. Show the actual control behavior and advertised product type. Do not turn a product category or demonstration into an unsupported energy-savings percentage.  Source: https://www.lutron.com/us/en/control/occupancy-sensors-timers/in-wall-motion-sensor-dimmers?sku=ms-z101-bi Answer: https://madgicx.com/labs/industries/renewable-energy-clean-tech/energy-efficiency-products#answer-efficiency-control-creative",
      "source_url": "https://www.lutron.com/us/en/control/occupancy-sensors-timers/in-wall-motion-sensor-dimmers?sku=ms-z101-bi"
    },
    {
      "group": "In this category",
      "id": "answer-efficiency-installation-offer",
      "question": "Should product purchase and installation be presented as one universal offer?",
      "text": "ecobee's accessory guidance makes installation requirements depend on the existing system and model. Identify what the advertised purchase includes and link to the relevant compatibility guidance. Hardware checkout and an installation service need separately defined value.",
      "context": "",
      "url": "https://madgicx.com/labs/industries/renewable-energy-clean-tech/energy-efficiency-products#answer-efficiency-installation-offer",
      "citation": "Madgicx Research & Labs. Energy Efficiency Products. Should product purchase and installation be presented as one universal offer? ecobee's accessory guidance makes installation requirements depend on the existing system and model. Identify what the advertised purchase includes and link to the relevant compatibility guidance. Hardware checkout and an installation service need separately defined value.  Source: https://www.ecobee.com/en-us/thermostat-accessories/power-extender-kit/ Answer: https://madgicx.com/labs/industries/renewable-energy-clean-tech/energy-efficiency-products#answer-efficiency-installation-offer",
      "source_url": "https://www.ecobee.com/en-us/thermostat-accessories/power-extender-kit/"
    },
    {
      "group": "Read the benchmark",
      "id": "answer-median-aov",
      "question": "What is the average order value benchmark for Energy Efficiency Products?",
      "text": "The median account AOV for Energy Efficiency Products is $83.48 USD. This is the middle account-level average order value in the benchmark.",
      "context": "USD · Equal-weight AOV benchmark. Snapshot read 11 October 2026.",
      "url": "https://madgicx.com/labs/industries/renewable-energy-clean-tech/energy-efficiency-products#answer-median-aov",
      "citation": "Madgicx Research & Labs. Energy Efficiency Products. What is the average order value benchmark for Energy Efficiency Products? The median account AOV for Energy Efficiency Products is $83.48 USD. This is the middle account-level average order value in the benchmark. USD · Equal-weight AOV benchmark. Snapshot read 11 October 2026. Source: https://madgicx.com/labs/industries/renewable-energy-clean-tech/energy-efficiency-products#benchmark Answer: https://madgicx.com/labs/industries/renewable-energy-clean-tech/energy-efficiency-products#answer-median-aov",
      "source_url": "https://madgicx.com/labs/industries/renewable-energy-clean-tech/energy-efficiency-products#benchmark"
    },
    {
      "group": "Read the benchmark",
      "id": "answer-aov-range",
      "question": "What is the typical AOV range in Energy Efficiency Products?",
      "text": "The middle 50% of account AOVs runs from $39.85 to $274.19 USD. This is the interquartile range, not the minimum and maximum.",
      "context": "USD · Equal-weight AOV benchmark. Snapshot read 11 October 2026.",
      "url": "https://madgicx.com/labs/industries/renewable-energy-clean-tech/energy-efficiency-products#answer-aov-range",
      "citation": "Madgicx Research & Labs. Energy Efficiency Products. What is the typical AOV range in Energy Efficiency Products? The middle 50% of account AOVs runs from $39.85 to $274.19 USD. This is the interquartile range, not the minimum and maximum. USD · Equal-weight AOV benchmark. Snapshot read 11 October 2026. Source: https://madgicx.com/labs/industries/renewable-energy-clean-tech/energy-efficiency-products#benchmark Answer: https://madgicx.com/labs/industries/renewable-energy-clean-tech/energy-efficiency-products#answer-aov-range",
      "source_url": "https://madgicx.com/labs/industries/renewable-energy-clean-tech/energy-efficiency-products#benchmark"
    },
    {
      "group": "Read the benchmark",
      "id": "answer-lower-quartile-aov",
      "question": "What is the lower-quartile AOV?",
      "text": "The 25th-percentile account AOV is $39.85 USD. It marks the lower edge of the middle 50% of this distribution.",
      "context": "USD · Equal-weight AOV benchmark. Snapshot read 11 October 2026.",
      "url": "https://madgicx.com/labs/industries/renewable-energy-clean-tech/energy-efficiency-products#answer-lower-quartile-aov",
      "citation": "Madgicx Research & Labs. Energy Efficiency Products. What is the lower-quartile AOV? The 25th-percentile account AOV is $39.85 USD. It marks the lower edge of the middle 50% of this distribution. USD · Equal-weight AOV benchmark. Snapshot read 11 October 2026. Source: https://madgicx.com/labs/industries/renewable-energy-clean-tech/energy-efficiency-products#benchmark Answer: https://madgicx.com/labs/industries/renewable-energy-clean-tech/energy-efficiency-products#answer-lower-quartile-aov",
      "source_url": "https://madgicx.com/labs/industries/renewable-energy-clean-tech/energy-efficiency-products#benchmark"
    },
    {
      "group": "Read the benchmark",
      "id": "answer-upper-quartile-aov",
      "question": "What is the upper-quartile AOV?",
      "text": "The 75th-percentile account AOV is $274.19 USD. It marks the upper edge of the middle 50%, not a performance target.",
      "context": "USD · Equal-weight AOV benchmark. Snapshot read 11 October 2026.",
      "url": "https://madgicx.com/labs/industries/renewable-energy-clean-tech/energy-efficiency-products#answer-upper-quartile-aov",
      "citation": "Madgicx Research & Labs. Energy Efficiency Products. What is the upper-quartile AOV? The 75th-percentile account AOV is $274.19 USD. It marks the upper edge of the middle 50%, not a performance target. USD · Equal-weight AOV benchmark. Snapshot read 11 October 2026. Source: https://madgicx.com/labs/industries/renewable-energy-clean-tech/energy-efficiency-products#benchmark Answer: https://madgicx.com/labs/industries/renewable-energy-clean-tech/energy-efficiency-products#answer-upper-quartile-aov",
      "source_url": "https://madgicx.com/labs/industries/renewable-energy-clean-tech/energy-efficiency-products#benchmark"
    },
    {
      "group": "Read the benchmark",
      "id": "answer-aov-calculation",
      "question": "What does this AOV benchmark show?",
      "text": "Median and middle 50% of observed account-level average order values in USD, with each account weighted equally. Use this range as a comparison, not a profitability measure.",
      "context": "USD · Equal-weight AOV benchmark. Snapshot read 11 October 2026.",
      "url": "https://madgicx.com/labs/industries/renewable-energy-clean-tech/energy-efficiency-products#answer-aov-calculation",
      "citation": "Madgicx Research & Labs. Energy Efficiency Products. What does this AOV benchmark show? Median and middle 50% of observed account-level average order values in USD, with each account weighted equally. Use this range as a comparison, not a profitability measure. USD · Equal-weight AOV benchmark. Snapshot read 11 October 2026. Source: https://madgicx.com/labs/industries/renewable-energy-clean-tech/energy-efficiency-products#benchmark Answer: https://madgicx.com/labs/industries/renewable-energy-clean-tech/energy-efficiency-products#answer-aov-calculation",
      "source_url": "https://madgicx.com/labs/industries/renewable-energy-clean-tech/energy-efficiency-products#benchmark"
    },
    {
      "group": "Put it in context",
      "id": "answer-median-or-mean",
      "question": "Is this the mean AOV across all orders?",
      "text": "No. It is the median of account-level average order values. Each account receives equal weight; it is not a pooled average of every order.",
      "context": "USD · Equal-weight AOV benchmark. Snapshot read 11 October 2026.",
      "url": "https://madgicx.com/labs/industries/renewable-energy-clean-tech/energy-efficiency-products#answer-median-or-mean",
      "citation": "Madgicx Research & Labs. Energy Efficiency Products. Is this the mean AOV across all orders? No. It is the median of account-level average order values. Each account receives equal weight; it is not a pooled average of every order. USD · Equal-weight AOV benchmark. Snapshot read 11 October 2026. Source: https://madgicx.com/labs/industries/renewable-energy-clean-tech/energy-efficiency-products#benchmark Answer: https://madgicx.com/labs/industries/renewable-energy-clean-tech/energy-efficiency-products#answer-median-or-mean",
      "source_url": "https://madgicx.com/labs/industries/renewable-energy-clean-tech/energy-efficiency-products#benchmark"
    },
    {
      "group": "Put it in context",
      "id": "answer-benchmark-period",
      "question": "When was this benchmark snapshot read?",
      "text": "The snapshot was read on 11 October 2026.",
      "context": "USD · Equal-weight AOV benchmark. Snapshot read 11 October 2026.",
      "url": "https://madgicx.com/labs/industries/renewable-energy-clean-tech/energy-efficiency-products#answer-benchmark-period",
      "citation": "Madgicx Research & Labs. Energy Efficiency Products. When was this benchmark snapshot read? The snapshot was read on 11 October 2026. USD · Equal-weight AOV benchmark. Snapshot read 11 October 2026. Source: https://madgicx.com/labs/industries/renewable-energy-clean-tech/energy-efficiency-products#benchmark Answer: https://madgicx.com/labs/industries/renewable-energy-clean-tech/energy-efficiency-products#answer-benchmark-period",
      "source_url": "https://madgicx.com/labs/industries/renewable-energy-clean-tech/energy-efficiency-products#benchmark"
    },
    {
      "group": "Put it in context",
      "id": "answer-benchmark-coverage",
      "question": "Which industry or subcategory does this benchmark cover?",
      "text": "This benchmark covers exact Energy Efficiency Products classifications under Renewable Energy & Clean Tech. It excludes the parent industry and sibling subcategories.",
      "context": "USD · Equal-weight AOV benchmark. Snapshot read 11 October 2026.",
      "url": "https://madgicx.com/labs/industries/renewable-energy-clean-tech/energy-efficiency-products#answer-benchmark-coverage",
      "citation": "Madgicx Research & Labs. Energy Efficiency Products. Which industry or subcategory does this benchmark cover? This benchmark covers exact Energy Efficiency Products classifications under Renewable Energy & Clean Tech. It excludes the parent industry and sibling subcategories. USD · Equal-weight AOV benchmark. Snapshot read 11 October 2026. Source: https://madgicx.com/labs/industries/renewable-energy-clean-tech/energy-efficiency-products#benchmark Answer: https://madgicx.com/labs/industries/renewable-energy-clean-tech/energy-efficiency-products#answer-benchmark-coverage",
      "source_url": "https://madgicx.com/labs/industries/renewable-energy-clean-tech/energy-efficiency-products#benchmark"
    },
    {
      "group": "Put it in context",
      "id": "answer-compare-aov",
      "question": "How can I compare my AOV with this benchmark?",
      "text": "Enter your AOV in USD in the comparison field above. It shows the difference from the median and whether your value falls below, within or above the middle 50%. Your entered amount stays on this page.",
      "context": "USD · Equal-weight AOV benchmark. Snapshot read 11 October 2026.",
      "url": "https://madgicx.com/labs/industries/renewable-energy-clean-tech/energy-efficiency-products#answer-compare-aov",
      "citation": "Madgicx Research & Labs. Energy Efficiency Products. How can I compare my AOV with this benchmark? Enter your AOV in USD in the comparison field above. It shows the difference from the median and whether your value falls below, within or above the middle 50%. Your entered amount stays on this page. USD · Equal-weight AOV benchmark. Snapshot read 11 October 2026. Source: https://madgicx.com/labs/industries/renewable-energy-clean-tech/energy-efficiency-products#benchmark Answer: https://madgicx.com/labs/industries/renewable-energy-clean-tech/energy-efficiency-products#answer-compare-aov",
      "source_url": "https://madgicx.com/labs/industries/renewable-energy-clean-tech/energy-efficiency-products#benchmark"
    },
    {
      "group": "Put it in context",
      "id": "answer-aov-performance",
      "question": "Does an above-median AOV mean better advertising performance?",
      "text": "The comparison describes position in the account AOV distribution, not profitability. It is not a performance score.",
      "context": "USD · Equal-weight AOV benchmark. Snapshot read 11 October 2026.",
      "url": "https://madgicx.com/labs/industries/renewable-energy-clean-tech/energy-efficiency-products#answer-aov-performance",
      "citation": "Madgicx Research & Labs. Energy Efficiency Products. Does an above-median AOV mean better advertising performance? The comparison describes position in the account AOV distribution, not profitability. It is not a performance score. USD · Equal-weight AOV benchmark. Snapshot read 11 October 2026. Source: https://madgicx.com/labs/industries/renewable-energy-clean-tech/energy-efficiency-products#benchmark Answer: https://madgicx.com/labs/industries/renewable-energy-clean-tech/energy-efficiency-products#answer-aov-performance",
      "source_url": "https://madgicx.com/labs/industries/renewable-energy-clean-tech/energy-efficiency-products#benchmark"
    },
    {
      "group": "Use this research",
      "id": "answer-download-research",
      "question": "Can I download this industry research?",
      "text": "The exports section provides this edition in Markdown and JSON, along with a research index. Credit Madgicx Research & Labs and link to the exact source. Keep its snapshot date and scope.",
      "context": "",
      "url": "https://madgicx.com/labs/industries/renewable-energy-clean-tech/energy-efficiency-products#answer-download-research",
      "citation": "Madgicx Research & Labs. Energy Efficiency Products. Can I download this industry research? The exports section provides this edition in Markdown and JSON, along with a research index. Credit Madgicx Research & Labs and link to the exact source. Keep its snapshot date and scope.  Source: https://madgicx.com/labs/industries/renewable-energy-clean-tech/energy-efficiency-products#reuse Answer: https://madgicx.com/labs/industries/renewable-energy-clean-tech/energy-efficiency-products#answer-download-research",
      "source_url": "https://madgicx.com/labs/industries/renewable-energy-clean-tech/energy-efficiency-products#reuse"
    },
    {
      "group": "Use this research",
      "id": "answer-cite-research",
      "question": "How should I cite a finding from this page?",
      "text": "Credit Madgicx Research & Labs and link to the exact source. Keep its snapshot date and scope.",
      "context": "",
      "url": "https://madgicx.com/labs/industries/renewable-energy-clean-tech/energy-efficiency-products#answer-cite-research",
      "citation": "Madgicx Research & Labs. Energy Efficiency Products. How should I cite a finding from this page? Credit Madgicx Research & Labs and link to the exact source. Keep its snapshot date and scope.  Source: https://madgicx.com/labs/industries/renewable-energy-clean-tech/energy-efficiency-products#reuse Answer: https://madgicx.com/labs/industries/renewable-energy-clean-tech/energy-efficiency-products#answer-cite-research",
      "source_url": "https://madgicx.com/labs/industries/renewable-energy-clean-tech/energy-efficiency-products#reuse"
    }
  ]
}