Prorace CF 9.9 - schwarz

bike-mailorder:9617628168456 · source URL · confidence 0.44 · GTIN 3660423367844, 3660423367851, 3660423367868, 3660423367875

Eligibility

Cannot win: availability is out-of-stock; no size confirmed in stock; confidence 0.44 below 0.75; suspension type not stated, so it is in neither calibration unit

Size decisions

retailer label	alpha	comparable cm	match	mapping	in stock	variant price	evidence
S	S	—	unknown	unsupported	no	€6.499	—
M	M	—	unknown	unsupported	no	€6.499	—
L	L	—	unknown	unsupported	no	€6.499	—
XL	XL	—	unknown	unsupported	no	€6.499	—

retailer label

alpha

comparable cm

match

mapping

in stock

variant price

evidence

—

unknown

unsupported

€6.499

—

unknown

unsupported

€6.499

—

unknown

unsupported

€6.499

—

unknown

unsupported

€6.499

—

mapping	unsupported
reason	Lapierre publishes no defensible conventional equivalence for its letter sizes. Lapierre publishes geometry only. The centimetre figures retailers print beside its letters are its seat-tube lengths: the Xelius DRS geometry row 'A: Seat tube length (mm)' reads XS 440, S 460, M 490, L 520, XL 550, XXL 580, which is exactly the retailers' 'S (46 cm)', 'L (52 cm)', 'XL (55 cm)', 'XXL (58 cm)'. A Lapierre L is a bike for a rider the rest of the market sells a 56-58 to, so reading its 520 mm seat tube as 'conventional 52' would send a 52 cm rider a frame two sizes too big.

mapping

unsupported

reason

Lapierre publishes no defensible conventional equivalence for its letter sizes. Lapierre publishes geometry only. The centimetre figures retailers print beside its letters are its seat-tube lengths: the Xelius DRS geometry row 'A: Seat tube length (mm)' reads XS 440, S 460, M 490, L 520, XL 550, XXL 580, which is exactly the retailers' 'S (46 cm)', 'L (52 cm)', 'XL (55 cm)', 'XXL (58 cm)'. A Lapierre L is a bike for a rider the rest of the market sells a 56-58 to, so reading its 520 mm seat tube as 'conventional 52' would send a 52 cm rider a frame two sizes too big.

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

field source evidence

brand retailer:bike-mailorder / parse Lapierre

model retailer:bike-mailorder / derived Prorace CF 9.9 - schwarz

category retailer:bike-mailorder / derived retailer taxonomy

suspension retailer:bike-mailorder / derived no fork or rear-shock row, on a route where neither is the default

wheelSize retailer:bike-mailorder / parse 29

availability retailer:bike-mailorder / derived all variants sold out

speeds ai / ai (0.9) Anzahl Gänge: 12

field	source	evidence
brand	`retailer:bike-mailorder` / parse	Lapierre
model	`retailer:bike-mailorder` / derived	Prorace CF 9.9 - schwarz
category	`retailer:bike-mailorder` / derived	retailer taxonomy
suspension	`retailer:bike-mailorder` / derived	no fork or rear-shock row, on a route where neither is the default
wheelSize	`retailer:bike-mailorder` / parse	29
availability	`retailer:bike-mailorder` / derived	all variants sold out
speeds	`ai` / ai (0.9)	Anzahl Gänge: 12

Warnings

high frame-material-unknown — Frame material could not be established.
high groupset-unknown — Groupset could not be established.
info wheel-material-unknown — Wheel material could not be established.

Score breakdown

{
  "frameScore": 8,
  "drivetrainScore": 0,
  "wheelScore": 5,
  "extrasScore": 0,
  "suspensionScore": 0,
  "weightAdjustment": 0,
  "equipmentValue": 13,
  "notes": [
    "Frame material unknown: scored below aluminium rather than assumed.",
    "Groupset not identified: 0 drivetrain points.",
    "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 series not stated: scored at the bottom of the fork ladder rather than assumed."
  ],
  "marketPrice": null,
  "valueScore": null,
  "savingsVsMarket": null
}

AI normalization

{
  "requested": [
    "frameMaterial",
    "groupsetFamily",
    "wheelMaterial",
    "wheelTier",
    "brakes",
    "weightKg"
  ],
  "applied": [],
  "rejected": [],
  "notes": "Source only provides model name, gear count and wheel size. No explicit information on frame material, groupset brand/family, wheel material/tier, brakes or weight. The model name contains 'CF' which might suggest carbon, but the source does not explicitly state frame material so it is left null per rules.",
  "raw": {
    "frameMaterial": {
      "value": null,
      "evidence": null,
      "confidence": 0
    },
    "groupsetBrand": {
      "value": null,
      "evidence": null,
      "confidence": 0
    },
    "groupsetFamily": {
      "value": null,
      "evidence": null,
      "confidence": 0
    },
    "electronicShifting": {
      "value": null,
      "evidence": null,
      "confidence": 0
    },
    "speeds": {
      "value": "12",
      "evidence": "Anzahl Gänge: 12",
      "confidence": 0.9
    },
    "mixedGroupset": {
      "value": null,
      "evidence": null,
      "confidence": 0
    },
    "wheelMaterial": {
      "value": null,
      "evidence": null,
      "confidence": 0
    },
    "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": "Source only provides model name, gear count and wheel size. No explicit information on frame material, groupset brand/family, wheel material/tier, brakes or weight. The model name contains 'CF' which might suggest carbon, but the source does not explicitly state frame material so it is left null per rules."
  }
}

Normalized record

{
  "id": "bike-mailorder:9617628168456",
  "retailer": "bike-mailorder",
  "retailerProductId": "9617628168456",
  "productUrl": "https://www.bike-mailorder.com/products/prorace-cf-9-9-schwarz",
  "brand": "Lapierre",
  "model": "Prorace CF 9.9",
  "modelYear": null,
  "category": "mtb",
  "categoryBasis": "route",
  "sourceCategory": "mtb",
  "price": 6499,
  "originalPrice": null,
  "currency": "EUR",
  "discountPercent": null,
  "frameMaterial": "unknown",
  "frameModel": null,
  "frameTier": null,
  "groupsetBrand": null,
  "groupsetFamily": null,
  "groupsetGeneration": null,
  "electronicShifting": null,
  "speeds": 12,
  "mixedGroupset": null,
  "groupsetComponents": null,
  "groupsetTierSpread": 0,
  "crank": null,
  "cassette": null,
  "brakes": "unknown",
  "brakePistons": null,
  "brakeTier": "unknown",
  "suspension": "unknown",
  "fork": null,
  "rearShock": null,
  "dropperPost": null,
  "beltDrive": null,
  "hubDynamo": null,
  "rack": null,
  "mudguards": null,
  "chaincase": null,
  "kickstand": null,
  "lighting": null,
  "wheelSize": "29",
  "wheelset": null,
  "wheelMaterial": "unknown",
  "wheelTier": "unknown",
  "tyres": null,
  "weightKg": null,
  "powerMeter": null,
  "powerMeterKind": null,
  "availableSizes": [
    {
      "rawSize": "S",
      "size": "S",
      "sizeCm": null,
      "inStock": false,
      "stockCount": null,
      "price": 6499,
      "preorder": false,
      "deliveryNote": null
    },
    {
      "rawSize": "M",
      "size": "M",
      "sizeCm": null,
      "inStock": false,
      "stockCount": null,
      "price": 6499,
      "preorder": false,
      "deliveryNote": null
    },
    {
      "rawSize": "L",
      "size": "L",
      "sizeCm": null,
      "inStock": false,
      "stockCount": null,
      "price": 6499,
      "preorder": false,
      "deliveryNote": null
    },
    {
      "rawSize": "XL",
      "size": "XL",
      "sizeCm": null,
      "inStock": false,
      "stockCount": null,
      "price": 6499,
      "preorder": false,
      "deliveryNote": null
    }
  ],
  "seller": null,
  "availability": "out-of-stock",
  "gtins": [
    "3660423367844",
    "3660423367851",
    "3660423367868",
    "3660423367875"
  ],
  "imageUrl": "https://cdn.shopify.com/s/files/1/0901/7085/1592/files/LapierreProraceCF9-9-schwarz-1.jpg?v=1737000907",
  "rawTitle": "Prorace CF 9.9 - schwarz",
  "fetchedAt": "2026-09-19T05:11:30.297Z",
  "normalizationConfidence": 0.44,
  "warnings": [
    {
      "code": "frame-material-unknown",
      "message": "Frame material could not be established.",
      "severity": "high"
    },
    {
      "code": "groupset-unknown",
      "message": "Groupset could not be established.",
      "severity": "high"
    },
    {
      "code": "wheel-material-unknown",
      "message": "Wheel material could not be established.",
      "severity": "info"
    }
  ]
}

Parsed specification table

{
  "Anzahl Gänge": "12",
  "Laufradgröße": "29 Zoll",
  "Disziplin": "Bike, Bikes, Herren oder Unisex, Mountainbikes, MTB Hardtails, Spedition"
}

Raw adapter output

{
  "retailer": "bike-mailorder",
  "retailerProductId": "9617628168456",
  "productUrl": "https://www.bike-mailorder.com/products/prorace-cf-9-9-schwarz",
  "extractionMethod": "public-json-api",
  "sourceCategory": "mtb",
  "rawTitle": "Prorace CF 9.9 - schwarz",
  "rawBrand": "Lapierre",
  "price": 6499,
  "originalPrice": null,
  "currency": "EUR",
  "imageUrl": "https://cdn.shopify.com/s/files/1/0901/7085/1592/files/LapierreProraceCF9-9-schwarz-1.jpg?v=1737000907",
  "rawSpecifications": {
    "Anzahl Gänge": "12",
    "Laufradgröße": "29 Zoll",
    "Disziplin": "Bike, Bikes, Herren oder Unisex, Mountainbikes, MTB Hardtails, Spedition"
  },
  "rawFeatures": [
    "Anzahl Gänge: 12 Laufradgröße: 29 Zoll"
  ],
  "rawSizes": [
    {
      "rawSize": "S",
      "size": "S",
      "sizeCm": null,
      "inStock": false,
      "stockCount": null,
      "price": 6499,
      "preorder": false,
      "deliveryNote": null
    },
    {
      "rawSize": "M",
      "size": "M",
      "sizeCm": null,
      "inStock": false,
      "stockCount": null,
      "price": 6499,
      "preorder": false,
      "deliveryNote": null
    },
    {
      "rawSize": "L",
      "size": "L",
      "sizeCm": null,
      "inStock": false,
      "stockCount": null,
      "price": 6499,
      "preorder": false,
      "deliveryNote": null
    },
    {
      "rawSize": "XL",
      "size": "XL",
      "sizeCm": null,
      "inStock": false,
      "stockCount": null,
      "price": 6499,
      "preorder": false,
      "deliveryNote": null
    }
  ],
  "availabilityText": "all variants sold out",
  "fetchedAt": "2026-09-19T05:11:30.297Z",
  "sourceMeta": {
    "shopifyProductId": 9617628168456,
    "handle": "prorace-cf-9-9-schwarz",
    "productType": "Bike",
    "tags": [
      "Bike",
      "Bikes",
      "Herren oder Unisex",
      "Mountainbikes",
      "MTB Hardtails",
      "Spedition"
    ],
    "skus": [
      "3660423367844",
      "3660423367851",
      "3660423367868",
      "3660423367875"
    ],
    "articleNumbers": [
      "L01040021",
      "L01040021.1",
      "L01040021.2",
      "L01040021.3"
    ],
    "stockSource": "feed-sold-out",
    "backorderNote": null,
    "untrackedVariants": 0,
    "variantsNotInStockArray": 0,
    "bWareVariantsRemoved": []
  }
}

Impressum · Privacy · Contact · About BikeFind