Liv Embolden E+ 1

bikeexchange:liv_embolden_eplus_1_27_5_2027 · source URL · confidence 0.69 · GTIN 4711291253261

Eligibility

Cannot win: confidence 0.69 below 0.75; e-bike bikes are not value-ranked yet (no e-bike-specific equipment model)

Size decisions

retailer label	alpha	comparable cm	match	mapping	in stock	variant price	evidence
XS	XS	—	unknown	unsupported	yes	€4.499	—

retailer label

alpha

comparable cm

match

mapping

in stock

variant price

evidence

—

unknown

unsupported

yes

€4.499

—

mapping	unsupported
reason	Liv publishes no defensible conventional equivalence for its letter sizes. Liv publishes rider-height ranges only, and Giant's conventional-size table cannot be borrowed for it even though Liv is Giant's own brand: Liv's letters sit close to a full size lower. Liv's Langma reads XXS 145-160, XS 152-166, S 158-172, M 164-178, L 170-184 cm, where Giant's TCR reads XS 157-169, S 165-175, M 171-181, ML 177-187, L 183-193. A Liv L is positioned where a Giant M/S is, so applying the Giant mapping would tell a 58 cm shopper that a Liv L fits when it is nearer a conventional 54.

mapping

unsupported

reason

Liv publishes no defensible conventional equivalence for its letter sizes. Liv publishes rider-height ranges only, and Giant's conventional-size table cannot be borrowed for it even though Liv is Giant's own brand: Liv's letters sit close to a full size lower. Liv's Langma reads XXS 145-160, XS 152-166, S 158-172, M 164-178, L 170-184 cm, where Giant's TCR reads XS 157-169, S 165-175, M 171-181, ML 177-187, L 183-193. A Liv L is positioned where a Giant M/S is, so applying the Giant mapping would tell a 58 cm shopper that a Liv L fits when it is nearer a conventional 54.

A shopper asking for: 54 → nothing compatible · 56 → nothing compatible · 58 → nothing compatible · 60 → nothing compatible

Identity

Canonical configuration: Liv | Embolden E+ 1 | CUES | 2027
Confidence: medium

brand exact (Liv)
model normalized to "embolden e 1"
groupset family exact (CUES)
model year exact (2027)
GTIN match (4711291253261, 4711291253278, 4711291253285, +1 more)
4 listings across 3 retailers
downgraded to medium: listings disagree on suspension: front vs none
conflict: suspension: front vs none

retailer	price	sizes in stock
BikeExchange	€4.499	XS	debug
BikeExchange	€4.499	S, L	debug
Mount7	€4.499	S, L	debug
BIKE24	€4.500	S, M	debug

retailer

price

sizes in stock

BikeExchange

€4.499

debug

BikeExchange

€4.499

S, L

debug

Mount7

€4.499

S, L

debug

BIKE24

€4.500

S, M

debug

Provenance — why we believe each fact

field source evidence

brand retailer:bikeexchange / parse Liv

model retailer:bikeexchange / derived Liv Embolden E+ 1

modelYear retailer:bikeexchange / parse Jahr: 2027

category retailer:bikeexchange / parse E+

groupsetFamily retailer:bikeexchange / dictionary Shimano Cues SL-U6000

electronicShifting retailer:bikeexchange / derived Shimano Cues SL-U6000

brakes retailer:bikeexchange / dictionary component code Cues SL-U6000

brakeTier retailer:bikeexchange / dictionary BR-MT420

brakePistons retailer:bikeexchange / parse Shimano caliper code BR-MT420

suspension retailer:bikeexchange / derived suspension fork "Giant STL 36 Air, Luft, Federweg: 150mm" and no rear shock in a 33-field spec table

fork retailer:bikeexchange / parse Giant STL 36 Air, Luft, Federweg: 150mm

dropperPost retailer:bikeexchange / derived Vario

wheelSize retailer:bikeexchange / parse 27.5

powerMeter retailer:bikeexchange / derived absent from a 33-field spec table

availability retailer:bikeexchange / derived sizes 1: 1 stocked, 0 gone, 0 unread

seller retailer:bikeexchange / parse XS: Keller Fahrräder Wangen

ebike.motor retailer:bikeexchange / parse Shimano CN-LG500 | Giant SyncDrive Pro 3X, 100 Nm

ebike.motor.position deterministic / dictionary giant-syncdrive-pro-3x: https://www.giant-bicycles.com/global/syncdrive

ebike.motor.torqueNm retailer:bikeexchange / parse 100 Nm

ebike.battery.capacityWh retailer:bikeexchange / parse 800wh

ebike.eDiscipline retailer:bikeexchange / parse shelf: E-Fully

ebike.display retailer:bikeexchange / parse Bedieneinheit: Giant RideControl Dash 2

ebike.maxSystemWeightKg retailer:bikeexchange / parse Zulässiges Gesamtgewicht: 156.0

speeds ai / ai (0.99) Shimano Cues LinkGlide RD-U6020 10-fach, 10-Gang

field	source	evidence
brand	`retailer:bikeexchange` / parse	Liv
model	`retailer:bikeexchange` / derived	Liv Embolden E+ 1
modelYear	`retailer:bikeexchange` / parse	Jahr: 2027
category	`retailer:bikeexchange` / parse	E+
groupsetFamily	`retailer:bikeexchange` / dictionary	Shimano Cues SL-U6000
electronicShifting	`retailer:bikeexchange` / derived	Shimano Cues SL-U6000
brakes	`retailer:bikeexchange` / dictionary	component code Cues SL-U6000
brakeTier	`retailer:bikeexchange` / dictionary	BR-MT420
brakePistons	`retailer:bikeexchange` / parse	Shimano caliper code BR-MT420
suspension	`retailer:bikeexchange` / derived	suspension fork "Giant STL 36 Air, Luft, Federweg: 150mm" and no rear shock in a 33-field spec table
fork	`retailer:bikeexchange` / parse	Giant STL 36 Air, Luft, Federweg: 150mm
dropperPost	`retailer:bikeexchange` / derived	Vario
wheelSize	`retailer:bikeexchange` / parse	27.5
powerMeter	`retailer:bikeexchange` / derived	absent from a 33-field spec table
availability	`retailer:bikeexchange` / derived	sizes 1: 1 stocked, 0 gone, 0 unread
seller	`retailer:bikeexchange` / parse	XS: Keller Fahrräder Wangen
ebike.motor	`retailer:bikeexchange` / parse	Shimano CN-LG500 \| Giant SyncDrive Pro 3X, 100 Nm
ebike.motor.position	`deterministic` / dictionary	giant-syncdrive-pro-3x: https://www.giant-bicycles.com/global/syncdrive
ebike.motor.torqueNm	`retailer:bikeexchange` / parse	100 Nm
ebike.battery.capacityWh	`retailer:bikeexchange` / parse	800wh
ebike.eDiscipline	`retailer:bikeexchange` / parse	shelf: E-Fully
ebike.display	`retailer:bikeexchange` / parse	Bedieneinheit: Giant RideControl Dash 2
ebike.maxSystemWeightKg	`retailer:bikeexchange` / parse	Zulässiges Gesamtgewicht: 156.0
speeds	`ai` / ai (0.99)	Shimano Cues LinkGlide RD-U6020 10-fach, 10-Gang

Warnings

info single-size-only — Only one size is in stock (XS).
high frame-material-unknown — Frame material could not be established.
info wheel-material-unknown — Wheel material could not be established.

Score breakdown

{
  "frameScore": 8,
  "drivetrainScore": 8,
  "wheelScore": 5,
  "extrasScore": 3,
  "suspensionScore": 0,
  "weightAdjustment": 0,
  "equipmentValue": 24,
  "notes": [
    "Frame material unknown: scored below aluminium rather than assumed.",
    "Shimano CUES = 11.",
    "10-speed -3.",
    "Wheels unknown: scored level with basic aluminium, which is neither a reward for omitting the wheelset nor a penalty for naming a cheap one.",
    "Brakes \"hydraulic-disc\" = 0, the baseline for mtb-hardtail.",
    "Weight not published: no weight adjustment either way.",
    "Fork series not stated: scored at the bottom of the fork ladder rather than assumed.",
    "Brake series \"basic\" +0.",
    "Dropper post +3."
  ],
  "marketPrice": null,
  "valueScore": null,
  "savingsVsMarket": null
}

AI normalization

{
  "requested": [
    "frameMaterial",
    "wheelMaterial",
    "wheelTier",
    "weightKg"
  ],
  "applied": [],
  "rejected": [],
  "notes": "The frame is listed as “AluxX SL” but the source does not explicitly establish a normalized frame material. The wheelset is named Giant AM30, but its material and a defensible vocabulary tier are not stated. “Zulässiges Gesamtgewicht: 156.0” is the permitted total weight, not the complete-bike weight. Brake model numbers are provided, but the source does not explicitly state the brake type. The crank is Giant while the shifter and derailleur are Shimano Cues, so the groupset is treated as mixed.",
  "raw": {
    "frameMaterial": {
      "value": null,
      "evidence": null,
      "confidence": 0.98
    },
    "groupsetBrand": {
      "value": "Shimano",
      "evidence": "Shimano Cues LinkGlide RD-U6020 10-fach, 10-Gang",
      "confidence": 0.99
    },
    "groupsetFamily": {
      "value": "CUES",
      "evidence": "Shimano Cues LinkGlide RD-U6020 10-fach, 10-Gang",
      "confidence": 0.99
    },
    "electronicShifting": {
      "value": "false",
      "evidence": "Schalthebel: Shimano Cues SL-U6000",
      "confidence": 0.88
    },
    "speeds": {
      "value": "10",
      "evidence": "Shimano Cues LinkGlide RD-U6020 10-fach, 10-Gang",
      "confidence": 0.99
    },
    "mixedGroupset": {
      "value": "true",
      "evidence": "Kurbelgarnitur: Giant Forged Alloy, 36 Zähne",
      "confidence": 0.86
    },
    "wheelMaterial": {
      "value": null,
      "evidence": null,
      "confidence": 0.98
    },
    "wheelTier": {
      "value": null,
      "evidence": null,
      "confidence": 0.99
    },
    "brakes": {
      "value": null,
      "evidence": null,
      "confidence": 0.96
    },
    "weightKg": {
      "value": null,
      "evidence": null,
      "confidence": 0.99
    },
    "powerMeter": {
      "value": null,
      "evidence": null,
      "confidence": 0.99
    },
    "notes": "The frame is listed as “AluxX SL” but the source does not explicitly establish a normalized frame material. The wheelset is named Giant AM30, but its material and a defensible vocabulary tier are not stated. “Zulässiges Gesamtgewicht: 156.0” is the permitted total weight, not the complete-bike weight. Brake model numbers are provided, but the source does not explicitly state the brake type. The crank is Giant while the shifter and derailleur are Shimano Cues, so the groupset is treated as mixed."
  }
}

Normalized record

{
  "id": "bikeexchange:liv_embolden_eplus_1_27_5_2027",
  "retailer": "bikeexchange",
  "retailerProductId": "liv_embolden_eplus_1_27_5_2027",
  "productUrl": "https://www.bikeexchange.de/de-DE/products/liv_embolden_eplus_1_27_5_2027?sku=LIV_0000695169",
  "brand": "Liv",
  "model": "Embolden E+ 1",
  "modelYear": 2027,
  "category": "e-bike",
  "categoryBasis": "stated",
  "sourceCategory": "e-bike",
  "price": 4499,
  "originalPrice": null,
  "currency": "EUR",
  "discountPercent": null,
  "frameMaterial": "unknown",
  "frameModel": "AluxX SL, FlexPoint Hinterbau, Federweg: 140mm, 12x148 mm, UDH kompatibel",
  "frameTier": null,
  "groupsetBrand": "Shimano",
  "groupsetFamily": "CUES",
  "groupsetGeneration": null,
  "electronicShifting": false,
  "speeds": 10,
  "mixedGroupset": false,
  "groupsetComponents": {
    "shifters": "CUES"
  },
  "groupsetTierSpread": 0,
  "crank": "Giant Forged Alloy, 36 Zähne",
  "cassette": null,
  "brakes": "hydraulic-disc",
  "brakePistons": 4,
  "brakeTier": "basic",
  "suspension": "front",
  "fork": {
    "make": null,
    "line": "36",
    "tier": "unknown",
    "travelMm": 150
  },
  "rearShock": null,
  "dropperPost": true,
  "beltDrive": null,
  "hubDynamo": null,
  "rack": null,
  "mudguards": null,
  "chaincase": null,
  "kickstand": null,
  "lighting": null,
  "wheelSize": "27.5",
  "wheelset": "Giant AM30 Wheelset (tubeless ready, 30mm inner width), Shimano TC500 Boost hubs, Maxxis Minion DHF 2.5\" (front) / Dissector 2.4\" (rear) tir",
  "wheelMaterial": "unknown",
  "wheelTier": "unknown",
  "tyres": "Maxxis Dissector 27.5x2.4, Pannenschutz",
  "weightKg": null,
  "ebike": {
    "motor": {
      "text": "Shimano CN-LG500 | Giant SyncDrive Pro 3X, 100 Nm",
      "brand": "giant",
      "model": "giant-syncdrive-pro-3x",
      "position": "mid",
      "torqueNm": 100,
      "torqueSource": "retailer",
      "ratedPowerW": null,
      "peakPowerW": null
    },
    "battery": {
      "text": "800.0 | Giant EnergyPak Smart",
      "capacityWh": 800,
      "count": 1,
      "integration": "unknown",
      "removable": null
    },
    "speedClass": "unknown",
    "rangeExtender": "unknown",
    "display": "Giant RideControl Dash 2",
    "abs": null,
    "autoShift": null,
    "statedRangeKm": null,
    "eDiscipline": "e-mtb",
    "eDisciplineBasis": "leaf",
    "frameShape": "unknown",
    "cargoType": "unknown",
    "maxSystemWeightKg": 156,
    "rackCapacityKg": null,
    "weightIncludesBattery": null
  },
  "powerMeter": false,
  "powerMeterKind": null,
  "availableSizes": [
    {
      "rawSize": "XS",
      "size": "XS",
      "sizeCm": null,
      "inStock": true,
      "stockCount": null,
      "price": 4499,
      "seller": "Keller Fahrräder Wangen",
      "deliveryNote": "Reguläre Lieferzeit 8 Tage"
    }
  ],
  "seller": "Keller Fahrräder Wangen",
  "availability": "limited",
  "gtins": [
    "4711291253261"
  ],
  "imageUrl": "https://images.cdn.europe-west1.gcp.commercetools.com/078b97e9-ed31-4c81-baae-cdd44f3bf3c1/2df2e76b574f6eed42e0-AE5g-7IC.png",
  "rawTitle": "Liv Embolden E+ 1",
  "fetchedAt": "2026-09-26T05:41:30.762Z",
  "normalizationConfidence": 0.69,
  "warnings": [
    {
      "code": "single-size-only",
      "message": "Only one size is in stock (XS).",
      "severity": "info"
    },
    {
      "code": "frame-material-unknown",
      "message": "Frame material could not be established.",
      "severity": "high"
    },
    {
      "code": "wheel-material-unknown",
      "message": "Wheel material could not be established.",
      "severity": "info"
    }
  ],
  "ebikeAi": {
    "requested": [
      "speedClass",
      "batteryIntegration",
      "frameShape"
    ],
    "applied": [],
    "rejected": [],
    "notes": "",
    "raw": {
      "motorBrand": {
        "value": "giant",
        "evidence": "Giant SyncDrive Pro 3X, 100 Nm",
        "confidence": 1
      },
      "motorModel": {
        "value": "giant-syncdrive-pro-3x",
        "evidence": "Giant SyncDrive Pro 3X, 100 Nm",
        "confidence": 1
      },
      "batteryWh": {
        "value": "800",
        "evidence": "800wh",
        "confidence": 1
      },
      "speedClass": {
        "value": null,
        "evidence": null,
        "confidence": 0
      },
      "batteryIntegration": {
        "value": null,
        "evidence": null,
        "confidence": 0
      },
      "frameShape": {
        "value": null,
        "evidence": null,
        "confidence": 0
      },
      "notes": ""
    }
  }
}

Parsed specification table

{
  "Rahmen": "AluxX SL, FlexPoint Hinterbau, Federweg: 140mm, 12x148 mm, UDH kompatibel",
  "Zulässiges Gesamtgewicht": "156.0",
  "Bremse vorne": "Shimano BR-MT420",
  "Bremse": "Shimano BR-MT420",
  "Bremsscheibe vorne": "⌀ 220 mm",
  "Bremsscheiben": "⌀ 220 mm, ⌀ 203 mm",
  "Bremsscheibe hinten": "⌀ 203 mm",
  "Bremshebel": "Shimano BL-MT401",
  "Laufrad vorne": "Giant AM30 Rims / Shimano TC500 Hub, 15x110mm Boost thru-axle",
  "Reifen hinten": "Maxxis Dissector 27.5x2.4, Pannenschutz",
  "Laufräder": "Giant AM30 Wheelset (tubeless ready, 30mm inner width), Shimano TC500 Boost hubs, Maxxis Minion DHF 2.5\" (front) / Dissector 2.4\" (rear) tires",
  "Laufradgröße": "27.5",
  "Reifen vorne": "Maxxis Minion DHF 27.5x2.5, Pannenschutz",
  "Reifen": "Maxxis Minion DHF 27.5x2.5, Pannenschutz, Maxxis Dissector 27.5x2.4, Pannenschutz",
  "Bedieneinheit": "Giant RideControl Dash 2",
  "Vorbau": "Giant Contact SL",
  "Lenker": "Giant Connect TR Riser 31.8",
  "Griffe": "Liv Tactal Pro Single Lock-On",
  "Display": "Giant RideControl Dash 2",
  "Akkukapazität": "800.0",
  "Motor": "Shimano CN-LG500 | Giant SyncDrive Pro 3X, 100 Nm",
  "Ladegerät": "Giant EnergyPak Smart Charger 4A",
  "Akku": "Giant EnergyPak Smart",
  "Schaltung": "Shimano Cues LinkGlide RD-U6020 10-fach, 10-Gang",
  "Kurbelgarnitur": "Giant Forged Alloy, 36 Zähne",
  "Schalthebel": "Shimano Cues SL-U6000",
  "Sattel": "Liv Ergo Contact Trail",
  "Sattelstütze": "Giant Contact Switch AT Vario Stütze",
  "Federweg vorne": "150.0",
  "Dämpfer": "Giant Crest FloTrac, Luft",
  "Gabel": "Giant STL 36 Air, Luft, Federweg: 150mm",
  "Federweg hinten": "140.0",
  "Jahr": "2027"
}

Raw adapter output

{
  "retailer": "bikeexchange",
  "retailerProductId": "liv_embolden_eplus_1_27_5_2027",
  "productUrl": "https://www.bikeexchange.de/de-DE/products/liv_embolden_eplus_1_27_5_2027?sku=LIV_0000695169",
  "extractionMethod": "embedded-json",
  "sourceCategory": "e-bike",
  "rawTitle": "Liv Embolden E+ 1",
  "rawBrand": "Liv",
  "price": 4499,
  "originalPrice": null,
  "currency": "EUR",
  "imageUrl": "https://images.cdn.europe-west1.gcp.commercetools.com/078b97e9-ed31-4c81-baae-cdd44f3bf3c1/2df2e76b574f6eed42e0-AE5g-7IC.png",
  "rawSpecifications": {
    "Rahmen": "AluxX SL, FlexPoint Hinterbau, Federweg: 140mm, 12x148 mm, UDH kompatibel",
    "Zulässiges Gesamtgewicht": "156.0",
    "Bremse vorne": "Shimano BR-MT420",
    "Bremse": "Shimano BR-MT420",
    "Bremsscheibe vorne": "⌀ 220 mm",
    "Bremsscheiben": "⌀ 220 mm, ⌀ 203 mm",
    "Bremsscheibe hinten": "⌀ 203 mm",
    "Bremshebel": "Shimano BL-MT401",
    "Laufrad vorne": "Giant AM30 Rims / Shimano TC500 Hub, 15x110mm Boost thru-axle",
    "Reifen hinten": "Maxxis Dissector 27.5x2.4, Pannenschutz",
    "Laufräder": "Giant AM30 Wheelset (tubeless ready, 30mm inner width), Shimano TC500 Boost hubs, Maxxis Minion DHF 2.5\" (front) / Dissector 2.4\" (rear) tires",
    "Laufradgröße": "27.5",
    "Reifen vorne": "Maxxis Minion DHF 27.5x2.5, Pannenschutz",
    "Reifen": "Maxxis Minion DHF 27.5x2.5, Pannenschutz, Maxxis Dissector 27.5x2.4, Pannenschutz",
    "Bedieneinheit": "Giant RideControl Dash 2",
    "Vorbau": "Giant Contact SL",
    "Lenker": "Giant Connect TR Riser 31.8",
    "Griffe": "Liv Tactal Pro Single Lock-On",
    "Display": "Giant RideControl Dash 2",
    "Akkukapazität": "800.0",
    "Motor": "Shimano CN-LG500 | Giant SyncDrive Pro 3X, 100 Nm",
    "Ladegerät": "Giant EnergyPak Smart Charger 4A",
    "Akku": "Giant EnergyPak Smart",
    "Schaltung": "Shimano Cues LinkGlide RD-U6020 10-fach, 10-Gang",
    "Kurbelgarnitur": "Giant Forged Alloy, 36 Zähne",
    "Schalthebel": "Shimano Cues SL-U6000",
    "Sattel": "Liv Ergo Contact Trail",
    "Sattelstütze": "Giant Contact Switch AT Vario Stütze",
    "Federweg vorne": "150.0",
    "Dämpfer": "Giant Crest FloTrac, Luft",
    "Gabel": "Giant STL 36 Air, Luft, Federweg: 150mm",
    "Federweg hinten": "140.0",
    "Jahr": "2027"
  },
  "rawFeatures": [
    "GIANT",
    "800wh",
    "Shimano Cues",
    "Beschreibung"
  ],
  "rawSizes": [
    {
      "rawSize": "XS",
      "size": "XS",
      "sizeCm": null,
      "inStock": true,
      "stockCount": null,
      "price": 4499,
      "seller": "Keller Fahrräder Wangen",
      "deliveryNote": "Reguläre Lieferzeit 8 Tage"
    }
  ],
  "availabilityText": "sizes 1: 1 stocked, 0 gone, 0 unread",
  "fetchedAt": "2026-09-26T05:41:30.762Z",
  "sourceMeta": {
    "skus": [
      "4711291253261"
    ],
    "shopSkus": [
      "LIV_0000695169",
      "LIV_0000695169"
    ],
    "seller": "Keller Fahrräder Wangen",
    "sellerOfSize": "XS",
    "sellerId": "04c598ee-84fe-499c-9256-3d31c78d98b8",
    "storeKey": "store_01KCRVNNKTQFFGFXEMBHJMM75R_eur",
    "storeCity": "Wangen im Allgäu",
    "storeCountry": "DE",
    "storeDelivers": true,
    "storeClickAndCollect": true,
    "storeReservation": true,
    "storeDeliveryTime": "P8D",
    "shippingPrice": 75.5,
    "hasMoreSellers": true,
    "condition": "NEW",
    "ctProductId": "dc72330e-26c9-45c3-8c1d-803af781390b",
    "shopCategory": "E-Fully",
    "colourCount": 1,
    "fetchedSku": "LIV_0000695169"
  },
  "listingPath": [
    "E-Bikes",
    "E-MTB",
    "E-Fully"
  ]
}

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