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Pivot Vault Pro Apex Mossy Forest 2026

liquid-life:10233635930421 · source URL · confidence 0.64

Eligibility

Cannot win: confidence 0.64 below 0.75

Size decisions

retailer labelalphacomparable cmmatchmappingin stockvariant priceevidence
SSunknownunsupportedno€4.199
MMunknownunsupportedyes€3.195
LLunknownunsupportedno€4.199
XLXLunknownunsupportedno€4.199
XSXSunknownunsupportedno€4.199
2XSXXSunknownunsupportedno€4.199
mappingunsupported
reason"S" is a letter size and there is no reviewed Pivot 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:liquid-life / parsePivot
modelretailer:liquid-life / derivedPivot Vault Pro Apex Mossy Forest 2026
modelYearretailer:liquid-life / parsePivot Vault Pro Apex Mossy Forest 2026
categoryretailer:liquid-life / derivedretailer taxonomy
groupsetFamilyretailer:liquid-life / dictionarySRAM Apex 12-Speed || SRAM Apex Eagle 12-Speed
electronicShiftingretailer:liquid-life / derivedSRAM Apex 12-Speed || SRAM Apex Eagle 12-Speed
speedsretailer:liquid-life / parse12-Speed
brakePistonsretailer:liquid-life / parse2-piston
suspensionretailer:liquid-life / derivedno suspension fork and no rear shock on a drop-bar listing
forkretailer:liquid-life / dictionaryPivot Vault Carbon
dropperPostretailer:liquid-life / derivedseatpost row "Phoenix Pro ISO Flex Carbon" names no dropper, in a 17-field spec table
wheelSizeretailer:liquid-life / parse28
powerMeterretailer:liquid-life / derivedabsent from a 17-field spec table
availabilityretailer:liquid-life / derived1 of 6 variants in stock

Warnings

Score breakdown

{
  "frameScore": 8,
  "drivetrainScore": 19,
  "wheelScore": 5,
  "extrasScore": 0,
  "suspensionScore": 0,
  "weightAdjustment": 0,
  "equipmentValue": 32,
  "notes": [
    "Frame material unknown: scored below aluminium rather than assumed.",
    "SRAM Apex = 19.",
    "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."
  ],
  "marketPrice": 1503,
  "valueScore": 0.47,
  "savingsVsMarket": -1692
}

AI normalization

{
  "requested": [
    "frameMaterial",
    "wheelMaterial",
    "wheelTier",
    "brakes",
    "weightKg"
  ],
  "applied": [],
  "rejected": [],
  "notes": "The source lists 'Rahmen: Vault' but does not state the frame material, so frameMaterial is null. Wheel construction or wheelset model is not specified (only tyre model is given), so wheelMaterial and wheelTier are null. 'Bremsen: SRAM Apex 2-piston' is provided but the text does not explicitly state 'hydraulic' or 'disc', so brakes cannot be deterministically mapped to the allowed vocabulary and is set to null. No overall bike weight is given. I filled other groupset-related fields where the source explicitly names components. All non-established fields are deliberately null per the extraction rules.",
  "raw": {
    "frameMaterial": {
      "value": null,
      "evidence": null,
      "confidence": 0.2
    },
    "groupsetBrand": {
      "value": "SRAM",
      "evidence": "Schaltwerk: SRAM Apex Eagle 12-Speed",
      "confidence": 0.9
    },
    "groupsetFamily": {
      "value": "Apex",
      "evidence": "Schaltwerk: SRAM Apex Eagle 12-Speed",
      "confidence": 0.9
    },
    "electronicShifting": {
      "value": "false",
      "evidence": "Schaltwerk: SRAM Apex Eagle 12-Speed",
      "confidence": 0.8
    },
    "speeds": {
      "value": "12",
      "evidence": "Schaltwerk: SRAM Apex Eagle 12-Speed",
      "confidence": 0.95
    },
    "mixedGroupset": {
      "value": "true",
      "evidence": "Schaltwerk: SRAM Apex Eagle 12-Speed\nSchalthebel: SRAM Apex 12-Speed\nKette: SRAM GX Eagle 12-Speed\nKurbel: SRAM Apex 1 Wide DUB 40t",
      "confidence": 0.9
    },
    "wheelMaterial": {
      "value": null,
      "evidence": null,
      "confidence": 0.2
    },
    "wheelTier": {
      "value": null,
      "evidence": null,
      "confidence": 0.2
    },
    "brakes": {
      "value": null,
      "evidence": null,
      "confidence": 0.2
    },
    "weightKg": {
      "value": null,
      "evidence": null,
      "confidence": 0.2
    },
    "powerMeter": {
      "value": null,
      "evidence": null,
      "confidence": 0.2
    },
    "notes": "The source lists 'Rahmen: Vault' but does not state the frame material, so frameMaterial is null. Wheel construction or wheelset model is not specified (only tyre model is given), so wheelMaterial and wheelTier are null. 'Bremsen: SRAM Apex 2-piston' is provided but the text does not explicitly state 'hydraulic' or 'disc', so brakes cannot be deterministically mapped to the allowed vocabulary and is set to null. No overall bike weight is given. I filled other groupset-related fields where the source explicitly names components. All non-established fields are deliberately null per the extraction rules."
  }
}

Normalized record

{
  "id": "liquid-life:10233635930421",
  "retailer": "liquid-life",
  "retailerProductId": "10233635930421",
  "productUrl": "https://www.liquid-life.de/products/pivot-vault-pro-apex-mossy-forest-2026",
  "brand": "Pivot",
  "model": "Vault Pro Apex Mossy Forest",
  "modelYear": 2026,
  "category": "gravel",
  "categoryBasis": "route",
  "sourceCategory": "gravel",
  "price": 3195,
  "originalPrice": 4199,
  "currency": "EUR",
  "discountPercent": 24,
  "frameMaterial": "unknown",
  "frameModel": "Vault",
  "frameTier": null,
  "groupsetBrand": "SRAM",
  "groupsetFamily": "Apex",
  "groupsetGeneration": null,
  "electronicShifting": false,
  "speeds": 12,
  "mixedGroupset": false,
  "groupsetComponents": {
    "shifters": "Apex",
    "rearDerailleur": "Apex",
    "crank": "Apex"
  },
  "groupsetTierSpread": 0,
  "crank": "SRAM Apex 1 Wide DUB 40t",
  "cassette": "SRAM PG-1230 11-50t",
  "brakes": "unknown",
  "brakePistons": 2,
  "brakeTier": "unknown",
  "suspension": "none",
  "fork": {
    "make": null,
    "line": null,
    "tier": "rigid",
    "travelMm": 0
  },
  "rearShock": null,
  "dropperPost": false,
  "beltDrive": null,
  "hubDynamo": null,
  "rack": null,
  "mudguards": null,
  "chaincase": null,
  "kickstand": null,
  "lighting": null,
  "wheelSize": "28",
  "wheelset": null,
  "wheelMaterial": "unknown",
  "wheelTier": "unknown",
  "tyres": "WTB Vulpine 700c x 40mm TCS Light/Fast Rolling 120TPI Dual DNA SG2 WTB Vulpine 700c x 40mm TCS Light/Fast Rolling 120TPI Dual DNA GS2",
  "weightKg": null,
  "powerMeter": false,
  "powerMeterKind": null,
  "availableSizes": [
    {
      "rawSize": "S",
      "size": "S",
      "sizeCm": null,
      "inStock": false,
      "stockCount": null,
      "price": 4199,
      "preorder": false,
      "deliveryNote": null
    },
    {
      "rawSize": "M",
      "size": "M",
      "sizeCm": null,
      "inStock": true,
      "stockCount": null,
      "price": 3195,
      "preorder": false,
      "deliveryNote": null
    },
    {
      "rawSize": "L",
      "size": "L",
      "sizeCm": null,
      "inStock": false,
      "stockCount": null,
      "price": 4199,
      "preorder": false,
      "deliveryNote": null
    },
    {
      "rawSize": "XL",
      "size": "XL",
      "sizeCm": null,
      "inStock": false,
      "stockCount": null,
      "price": 4199,
      "preorder": false,
      "deliveryNote": null
    },
    {
      "rawSize": "XS",
      "size": "XS",
      "sizeCm": null,
      "inStock": false,
      "stockCount": null,
      "price": 4199,
      "preorder": false,
      "deliveryNote": null
    },
    {
      "rawSize": "2XS",
      "size": null,
      "sizeCm": null,
      "inStock": false,
      "stockCount": null,
      "price": 4199,
      "preorder": false,
      "deliveryNote": null
    }
  ],
  "seller": null,
  "availability": "limited",
  "gtins": [],
  "imageUrl": "https://cdn.shopify.com/s/files/1/0783/9134/5461/files/00VLTV670AAPX--GMMMDSTDHN.webp?v=1758717803",
  "rawTitle": "Pivot Vault Pro Apex Mossy Forest 2026",
  "fetchedAt": "2026-09-19T05:08:31.355Z",
  "normalizationConfidence": 0.64,
  "warnings": [
    {
      "code": "single-size-only",
      "message": "Only one size is in stock (M).",
      "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"
    }
  ]
}

Parsed specification table

{
  "Rahmen": "Vault",
  "Steuersatz": "Token C-Box Semi-integrated Headset",
  "Gabel": "Pivot Vault Carbon",
  "Reifen": "WTB Vulpine 700c x 40mm TCS Light/Fast Rolling 120TPI Dual DNA SG2 WTB Vulpine 700c x 40mm TCS Light/Fast Rolling 120TPI Dual DNA GS2",
  "Laufradgröße": "28\"",
  "Schaltwerk": "SRAM Apex Eagle 12-Speed",
  "Schalthebel": "SRAM Apex 12-Speed",
  "Kette": "SRAM GX Eagle 12-Speed",
  "Kurbel": "SRAM Apex 1 Wide DUB 40t",
  "Kassette": "SRAM PG-1230 11-50t",
  "Bremsen": "SRAM Apex 2-piston",
  "Lenker": "Phoenix Sport Gravel Aluminum - 40cm (XXS-XS), 42cm (SM), 44cm (MD-LG), 46cm (XL)",
  "Vorbau": "Phoenix Gravel Stem 31.8mm- 60mm(XXS-XS), 70mm(SM-XL)",
  "Sattel": "WTB Gravelier - Chromoly Rail",
  "Sattelstütze": "Phoenix Pro ISO Flex Carbon",
  "Pedale": "nicht im Lieferumfang enthalten",
  "Disziplin": "Gravelbike"
}

Raw adapter output

{
  "retailer": "liquid-life",
  "retailerProductId": "10233635930421",
  "productUrl": "https://www.liquid-life.de/products/pivot-vault-pro-apex-mossy-forest-2026",
  "extractionMethod": "public-json-api",
  "sourceCategory": "gravel",
  "rawTitle": "Pivot Vault Pro Apex Mossy Forest 2026",
  "rawBrand": "Pivot",
  "price": 3195,
  "originalPrice": 4199,
  "currency": "EUR",
  "imageUrl": "https://cdn.shopify.com/s/files/1/0783/9134/5461/files/00VLTV670AAPX--GMMMDSTDHN.webp?v=1758717803",
  "rawSpecifications": {
    "Rahmen": "Vault",
    "Steuersatz": "Token C-Box Semi-integrated Headset",
    "Gabel": "Pivot Vault Carbon",
    "Reifen": "WTB Vulpine 700c x 40mm TCS Light/Fast Rolling 120TPI Dual DNA SG2 WTB Vulpine 700c x 40mm TCS Light/Fast Rolling 120TPI Dual DNA GS2",
    "Laufradgröße": "28\"",
    "Schaltwerk": "SRAM Apex Eagle 12-Speed",
    "Schalthebel": "SRAM Apex 12-Speed",
    "Kette": "SRAM GX Eagle 12-Speed",
    "Kurbel": "SRAM Apex 1 Wide DUB 40t",
    "Kassette": "SRAM PG-1230 11-50t",
    "Bremsen": "SRAM Apex 2-piston",
    "Lenker": "Phoenix Sport Gravel Aluminum - 40cm (XXS-XS), 42cm (SM), 44cm (MD-LG), 46cm (XL)",
    "Vorbau": "Phoenix Gravel Stem 31.8mm- 60mm(XXS-XS), 70mm(SM-XL)",
    "Sattel": "WTB Gravelier - Chromoly Rail",
    "Sattelstütze": "Phoenix Pro ISO Flex Carbon",
    "Pedale": "nicht im Lieferumfang enthalten",
    "Disziplin": "Gravelbike"
  },
  "rawFeatures": [
    "Pivot Vault Pro Apex Mossy Forest 2026",
    "Komfort ohne Kompromisse",
    "Das neue Vault fühlt sich dazu berufen bei Rennen zu gewinnen. Trotzdem hebt das Bike Komfort und Vertrauen auf ein neues Niveau. Wir haben unsere Seizing erweitert, um das Fahrgefühl für alle zu verbessern. Die progressive Geometrie sorgt nicht nur für Stabilität auf leichtem Schotter, sondern hilft auch, in weniger zivilisiertem Gelände die Kontrolle zu bewahren.",
    "Schnell und vielfältig einsetzbar",
    "Das neue Vault ist sowohl mit vollintegrierter als auch mit halbintegrierter Kabelführung kompatibel. So kannst du dein Setup an deine spezifischen Anforderungen anpassen. Egal, ob du eine schlanke, rennorientierte Ausstattungsvariante oder eine für längere Strecken bevorzugst, die Anpassungsfähigkeit des Vaults macht es zur idealen Wahl für Gravel-Fahrer:innen, die Wert auf Leistung und Personalisierung legen.",
    "Bereit für alle Abenteuer",
    "Das neue Vault ist vielseitiger denn je. Mit unserem Rahmenstaufach Toolshed™ hast du alles Wichtige immer griffbereit. Perfekt für kurze Fahrten und ausgedehnte Touren mit viel Ausrüstung und alles, was dazwischen liegt. Das Vault kann mit 1-fach- oder mit 2-fach-Antrieb bestellt werden. Je nach dem, was besser zu deinem Fahrstil passt."
  ],
  "rawSizes": [
    {
      "rawSize": "S",
      "size": "S",
      "sizeCm": null,
      "inStock": false,
      "stockCount": null,
      "price": 4199,
      "preorder": false,
      "deliveryNote": null
    },
    {
      "rawSize": "M",
      "size": "M",
      "sizeCm": null,
      "inStock": true,
      "stockCount": null,
      "price": 3195,
      "preorder": false,
      "deliveryNote": null
    },
    {
      "rawSize": "L",
      "size": "L",
      "sizeCm": null,
      "inStock": false,
      "stockCount": null,
      "price": 4199,
      "preorder": false,
      "deliveryNote": null
    },
    {
      "rawSize": "XL",
      "size": "XL",
      "sizeCm": null,
      "inStock": false,
      "stockCount": null,
      "price": 4199,
      "preorder": false,
      "deliveryNote": null
    },
    {
      "rawSize": "XS",
      "size": "XS",
      "sizeCm": null,
      "inStock": false,
      "stockCount": null,
      "price": 4199,
      "preorder": false,
      "deliveryNote": null
    },
    {
      "rawSize": "2XS",
      "size": null,
      "sizeCm": null,
      "inStock": false,
      "stockCount": null,
      "price": 4199,
      "preorder": false,
      "deliveryNote": null
    }
  ],
  "availabilityText": "1 of 6 variants in stock",
  "fetchedAt": "2026-09-19T05:08:31.355Z",
  "sourceMeta": {
    "shopifyProductId": 10233635930421,
    "handle": "pivot-vault-pro-apex-mossy-forest-2026",
    "productType": "Gravelbike",
    "tags": [
      "AVAILABLE_AT_Liquid-Life Store Bielefeld",
      "Einzelstueck",
      "Fahrrad",
      "Gravelbike",
      "Klaviyo-Sale",
      "Pivot",
      "Race",
      "Sale",
      "UVP20"
    ],
    "variantSkus": [
      "654515",
      "654514",
      "654513",
      "654512",
      "654511",
      "654510"
    ]
  }
}

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