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Specialized Demo Expert

bikeexchange:specialized-demo-expert-2022 · source URL · confidence 0.9 · GTIN 0888818772032

Eligibility

Can win a band.

Size decisions

retailer labelalphacomparable cmmatchmappingin stockvariant priceevidence
LLunknownunsupportedyes€4.400
mappingunsupported
reason"L" is a letter size and there is no reviewed Specialized equivalence to convert it.

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

Identity

Only listing of this configuration — nothing to merge.

Provenance — why we believe each fact

fieldsourceevidence
brandretailer:bikeexchange / parseSpecialized
modelretailer:bikeexchange / derivedSpecialized Demo Expert
modelYearretailer:bikeexchange / parseJahr: 2022
categoryretailer:bikeexchange / derivedretailer taxonomy
frameMaterialretailer:bikeexchange / parsealloy
groupsetFamilyretailer:bikeexchange / dictionarySRAM GX DH, trigger, 7-speed
electronicShiftingretailer:bikeexchange / derivedSRAM GX DH, trigger, 7-speed
speedsretailer:bikeexchange / parse7-speed
suspensionretailer:bikeexchange / derivedrear shock row: RockShox Super Deluxe Select Coil, external rebound adjust, Trunnion mount, 225x75
forkretailer:bikeexchange / dictionaryRockShox BoXXer Select 29, DH DebonAir spring, adjustable low-speed compression, adjustable rebound, short crown, 20x110
rearShockretailer:bikeexchange / dictionaryRockShox Super Deluxe Select Coil, external rebound adjust, Trunnion mount, 225x75
dropperPostretailer:bikeexchange / derivedseatpost row "Specialized, 6061 alloy, 2-bolt clamp, 0mm setback, 30.9mm" names no dropper, in a 29-field spec table
beltDriveretailer:bikeexchange / parseSRAM PC1
wheelMaterialretailer:bikeexchange / parseAlloy
powerMeterretailer:bikeexchange / derivedabsent from a 29-field spec table
availabilityretailer:bikeexchange / derivedsizes 1: 1 stocked, 0 gone, 0 unread
sellerretailer:bikeexchange / parseL: Bikespot-Shop Würzburg

Warnings

Score breakdown

{
  "frameScore": 11,
  "drivetrainScore": 17,
  "wheelScore": 5,
  "extrasScore": 0,
  "suspensionScore": 10,
  "weightAdjustment": 0,
  "equipmentValue": 43,
  "notes": [
    "SRAM GX Eagle = 19.",
    "7-speed -2.",
    "Wheels unknown: scored level with basic aluminium, which is neither a reward for omitting the wheelset nor a penalty for naming a cheap one.",
    "Weight not published: no weight adjustment either way.",
    "Fork \"mid\" +6 (200 mm travel, which is not scored).",
    "Rear shock \"mid\" +4."
  ],
  "marketPrice": 3839,
  "valueScore": 0.873,
  "savingsVsMarket": -561
}

AI normalization

{
  "requested": [
    "wheelMaterial",
    "wheelTier",
    "brakes",
    "weightKg"
  ],
  "applied": [],
  "rejected": [],
  "notes": "groupsetFamily not in allowed vocabulary (source names 'SRAM GX' / 'SRAM GX DH'); wheelTier not assigned because 'Roval 29\" Alloy DH' is a named house/model but tier mapping was not unambiguously defined by the vocabulary rules; brakes unspecified beyond 'Scheibenbremse' (disc) so cannot determine hydraulic vs mechanical.",
  "raw": {
    "frameMaterial": {
      "value": "aluminium",
      "evidence": "Rahmenmaterial: Aluminium",
      "confidence": 0.95
    },
    "groupsetBrand": {
      "value": "SRAM",
      "evidence": "Schaltung: SRAM GX",
      "confidence": 0.95
    },
    "groupsetFamily": {
      "value": null,
      "evidence": null,
      "confidence": 0
    },
    "electronicShifting": {
      "value": "false",
      "evidence": "Schalthebel: SRAM GX DH, trigger, 7-speed",
      "confidence": 0.9
    },
    "speeds": {
      "value": "7",
      "evidence": "7-speed",
      "confidence": 0.95
    },
    "mixedGroupset": {
      "value": null,
      "evidence": null,
      "confidence": 0
    },
    "wheelMaterial": {
      "value": "aluminium",
      "evidence": "Laufräder: Roval 29\" Alloy DH",
      "confidence": 0.9
    },
    "wheelTier": {
      "value": null,
      "evidence": null,
      "confidence": 0
    },
    "brakes": {
      "value": null,
      "evidence": null,
      "confidence": 0
    },
    "weightKg": {
      "value": null,
      "evidence": null,
      "confidence": 0
    },
    "powerMeter": {
      "value": null,
      "evidence": null,
      "confidence": 0
    },
    "notes": "groupsetFamily not in allowed vocabulary (source names 'SRAM GX' / 'SRAM GX DH'); wheelTier not assigned because 'Roval 29\" Alloy DH' is a named house/model but tier mapping was not unambiguously defined by the vocabulary rules; brakes unspecified beyond 'Scheibenbremse' (disc) so cannot determine hydraulic vs mechanical."
  }
}

Normalized record

{
  "id": "bikeexchange:specialized-demo-expert-2022",
  "retailer": "bikeexchange",
  "retailerProductId": "specialized-demo-expert-2022",
  "productUrl": "https://www.bikeexchange.de/de-DE/products/specialized-demo-expert-2022?sku=SPE_0000016547",
  "brand": "Specialized",
  "model": "Demo Expert",
  "modelYear": 2022,
  "category": "mtb",
  "categoryBasis": "route",
  "sourceCategory": "mtb",
  "price": 4400,
  "originalPrice": 5000,
  "currency": "EUR",
  "discountPercent": 12,
  "frameMaterial": "aluminium",
  "frameModel": "M5 alloy, Style-Specific DH Geometry, horst pivot flip chip for 27.5 or 29 rear wheel, BSA threaded BB, full internal cable routing with option for full externa",
  "frameTier": null,
  "groupsetBrand": "SRAM",
  "groupsetFamily": "GX Eagle",
  "groupsetGeneration": null,
  "electronicShifting": false,
  "speeds": 7,
  "mixedGroupset": false,
  "groupsetComponents": {
    "shifters": "GX Eagle",
    "cassette": "GX Eagle"
  },
  "groupsetTierSpread": 0,
  "crank": "DESCENDANT DH, DUB, alloy, Direct mount ring, 165mm",
  "cassette": "SRAM GX DH, 7-speed, 11-24t",
  "brakes": "unknown",
  "brakePistons": null,
  "brakeTier": "unknown",
  "suspension": "full",
  "fork": {
    "make": "RockShox",
    "line": "BoXXer",
    "tier": "mid",
    "travelMm": 200
  },
  "rearShock": {
    "make": "RockShox",
    "line": "Super Deluxe",
    "tier": "mid"
  },
  "dropperPost": false,
  "beltDrive": false,
  "hubDynamo": null,
  "rack": null,
  "mudguards": null,
  "chaincase": null,
  "kickstand": null,
  "lighting": null,
  "wheelSize": null,
  "wheelset": "Roval 29\" Alloy DH, 28mm internal width, 28h, tubeless ready",
  "wheelMaterial": "aluminium",
  "wheelTier": "unknown",
  "tyres": "Butcher, GRID GRAVITY casing, GRIPTON® T9 compound, 27.5x2.3\"",
  "weightKg": null,
  "powerMeter": false,
  "powerMeterKind": null,
  "availableSizes": [
    {
      "rawSize": "L",
      "size": "L",
      "sizeCm": null,
      "inStock": true,
      "stockCount": null,
      "price": 4400,
      "seller": "Bikespot-Shop Würzburg",
      "deliveryNote": "Reguläre Lieferzeit 5 Tage"
    }
  ],
  "seller": "Bikespot-Shop Würzburg",
  "availability": "limited",
  "gtins": [
    "0888818772032"
  ],
  "imageUrl": "https://images.cdn.europe-west1.gcp.commercetools.com/078b97e9-ed31-4c81-baae-cdd44f3bf3c1/e979d32b62d75fd18713-qBLwm9O5.jpg",
  "rawTitle": "Specialized Demo Expert",
  "fetchedAt": "2026-09-19T05:40:20.734Z",
  "normalizationConfidence": 0.9,
  "warnings": [
    {
      "code": "brake-actuation-unstated",
      "message": "The spec table says \"Scheibenbremse\" without saying whether the disc brake is hydraulic or mechanical. Recorded as unknown; the two are not interchangeable to a buyer.",
      "severity": "info"
    },
    {
      "code": "single-size-only",
      "message": "Only one size is in stock (L).",
      "severity": "info"
    }
  ]
}

Parsed specification table

{
  "Rahmenmaterial": "Aluminium",
  "Rahmen": "M5 alloy, Style-Specific DH Geometry, horst pivot flip chip for 27.5 or 29 rear wheel, BSA threaded BB, full internal cable routing with option for full external brake, 200mm of travel",
  "Art der Bremse": "Scheibenbremse",
  "Nabe hinten": "Alloy, sealed cartridge bearings, 12x148mm thru-axle, 32h",
  "Speichen": "DT Swiss Industry",
  "Reifen hinten": "Butcher, GRID GRAVITY casing, GRIPTON® T9 compound, 27.5x2.3\"",
  "Laufräder": "Roval 29\" Alloy DH, 28mm internal width, 28h, tubeless ready",
  "Reifen vorne": "Butcher, GRID GRAVITY casing, GRIPTON® T9 compound, 2Bliss Ready, 29x2.3\"",
  "Nabe vorne": "Alloy, sealed cartridge bearings, 20x110mm, 28h",
  "Schläuche": "Standard, Presta Valve",
  "Vorbau": "Descendant 35mm Direct Mount Stem, 50mm length",
  "Lenker": "Specialized Trail, 7050 alloy, 8-degree backsweep, 6-degree upsweep, 30mm rise, 800mm, 35mm clamp",
  "Griffe": "Specialized Trail Grips",
  "Schaltung": "SRAM GX",
  "Kurbelgarnitur": "DESCENDANT DH, DUB, alloy, Direct mount ring, 165mm",
  "Kettenblätter": "34T",
  "Schalthebel": "SRAM GX DH, trigger, 7-speed",
  "Kassette": "SRAM GX DH, 7-speed, 11-24t",
  "Innenlager": "SRAM DUB, 83mm",
  "Kette / Riemen": "SRAM PC1110 with Powerlink™",
  "Sattel": "Body Geometry Henge DH, hollow Cro-Mo rails, 130mm",
  "Sattelklemme": "Alloy, 34.9mm",
  "Sattelstütze": "Specialized, 6061 alloy, 2-bolt clamp, 0mm setback, 30.9mm",
  "Gabel Bauart": "Federgabel",
  "Federweg vorne": "200mm",
  "Dämpfer": "RockShox Super Deluxe Select Coil, external rebound adjust, Trunnion mount, 225x75",
  "Gabelhersteller": "RockShox",
  "Gabel": "RockShox BoXXer Select 29, DH DebonAir spring, adjustable low-speed compression, adjustable rebound, short crown, 20x110mm thru-axle, 56mm offset, 200mm of travel",
  "Jahr": "2022"
}

Raw adapter output

{
  "retailer": "bikeexchange",
  "retailerProductId": "specialized-demo-expert-2022",
  "productUrl": "https://www.bikeexchange.de/de-DE/products/specialized-demo-expert-2022?sku=SPE_0000016547",
  "extractionMethod": "embedded-json",
  "sourceCategory": "mtb",
  "rawTitle": "Specialized Demo Expert",
  "rawBrand": "Specialized",
  "price": 4400,
  "originalPrice": 5000,
  "currency": "EUR",
  "imageUrl": "https://images.cdn.europe-west1.gcp.commercetools.com/078b97e9-ed31-4c81-baae-cdd44f3bf3c1/e979d32b62d75fd18713-qBLwm9O5.jpg",
  "rawSpecifications": {
    "Rahmenmaterial": "Aluminium",
    "Rahmen": "M5 alloy, Style-Specific DH Geometry, horst pivot flip chip for 27.5 or 29 rear wheel, BSA threaded BB, full internal cable routing with option for full external brake, 200mm of travel",
    "Art der Bremse": "Scheibenbremse",
    "Nabe hinten": "Alloy, sealed cartridge bearings, 12x148mm thru-axle, 32h",
    "Speichen": "DT Swiss Industry",
    "Reifen hinten": "Butcher, GRID GRAVITY casing, GRIPTON® T9 compound, 27.5x2.3\"",
    "Laufräder": "Roval 29\" Alloy DH, 28mm internal width, 28h, tubeless ready",
    "Reifen vorne": "Butcher, GRID GRAVITY casing, GRIPTON® T9 compound, 2Bliss Ready, 29x2.3\"",
    "Nabe vorne": "Alloy, sealed cartridge bearings, 20x110mm, 28h",
    "Schläuche": "Standard, Presta Valve",
    "Vorbau": "Descendant 35mm Direct Mount Stem, 50mm length",
    "Lenker": "Specialized Trail, 7050 alloy, 8-degree backsweep, 6-degree upsweep, 30mm rise, 800mm, 35mm clamp",
    "Griffe": "Specialized Trail Grips",
    "Schaltung": "SRAM GX",
    "Kurbelgarnitur": "DESCENDANT DH, DUB, alloy, Direct mount ring, 165mm",
    "Kettenblätter": "34T",
    "Schalthebel": "SRAM GX DH, trigger, 7-speed",
    "Kassette": "SRAM GX DH, 7-speed, 11-24t",
    "Innenlager": "SRAM DUB, 83mm",
    "Kette / Riemen": "SRAM PC1110 with Powerlink™",
    "Sattel": "Body Geometry Henge DH, hollow Cro-Mo rails, 130mm",
    "Sattelklemme": "Alloy, 34.9mm",
    "Sattelstütze": "Specialized, 6061 alloy, 2-bolt clamp, 0mm setback, 30.9mm",
    "Gabel Bauart": "Federgabel",
    "Federweg vorne": "200mm",
    "Dämpfer": "RockShox Super Deluxe Select Coil, external rebound adjust, Trunnion mount, 225x75",
    "Gabelhersteller": "RockShox",
    "Gabel": "RockShox BoXXer Select 29, DH DebonAir spring, adjustable low-speed compression, adjustable rebound, short crown, 20x110mm thru-axle, 56mm offset, 200mm of travel",
    "Jahr": "2022"
  },
  "rawFeatures": [
    "Aluminium",
    "SRAM GX",
    "29\" / 27.5\"",
    "Beschreibung"
  ],
  "rawSizes": [
    {
      "rawSize": "L",
      "size": "L",
      "sizeCm": null,
      "inStock": true,
      "stockCount": null,
      "price": 4400,
      "seller": "Bikespot-Shop Würzburg",
      "deliveryNote": "Reguläre Lieferzeit 5 Tage"
    }
  ],
  "availabilityText": "sizes 1: 1 stocked, 0 gone, 0 unread",
  "fetchedAt": "2026-09-19T05:40:20.734Z",
  "sourceMeta": {
    "skus": [
      "888818772032"
    ],
    "shopSkus": [
      "SPE_0000016547",
      "SPE_0000016547"
    ],
    "seller": "Bikespot-Shop Würzburg",
    "sellerOfSize": "L",
    "sellerId": "ae29d1b1-1a56-4387-ac88-393411fdc8d8",
    "storeKey": "store_01KBR3D7CAQSQB6P9WERMB8TX5_eur",
    "storeCity": "Kürnach",
    "storeCountry": "DE",
    "storeDelivers": true,
    "storeClickAndCollect": true,
    "storeReservation": true,
    "storeDeliveryTime": "P5D",
    "shippingPrice": 75,
    "hasMoreSellers": false,
    "condition": "NEW",
    "ctProductId": "bfcb592d-3dcf-400d-a066-b3321d6bc331",
    "shopCategory": "Fully",
    "colourCount": 1,
    "fetchedSku": "SPE_0000016547"
  }
}

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