NS Bikes RAG+ 3 grey

liquid-life:8911667429685 · source URL · confidence 0.83

Eligibility

Cannot win: availability is out-of-stock; no size confirmed in stock

Size decisions

retailer label	alpha	comparable cm	match	mapping	in stock	variant price	evidence
S	S	—	unknown	unsupported	no	€1.499	—
M	M	—	unknown	unsupported	no	€1.499	—
L	L	—	unknown	unsupported	no	€1.499	—
XL	XL	—	unknown	unsupported	no	€1.499	—

retailer label

alpha

comparable cm

match

mapping

in stock

variant price

evidence

—

unknown

unsupported

€1.499

—

unknown

unsupported

€1.499

—

unknown

unsupported

€1.499

—

unknown

unsupported

€1.499

—

mapping	unsupported
reason	"S" is a letter size and there is no reviewed NS Bikes equivalence to convert it.

mapping

unsupported

reason

"S" is a letter size and there is no reviewed NS Bikes equivalence to convert it.

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

Identity

Canonical configuration: NS Bikes | RAG+ 3 | Apex | 2023
Confidence: high

brand exact (NS Bikes)
model normalized to "rag 3"
groupset family exact (Apex)
model year exact (2023)
2 listings across 1 retailer

retailer	price	sizes in stock
Liquid-Life	€1.499	none	debug
Liquid-Life	€1.499	none	debug

retailer

price

sizes in stock

Liquid-Life

€1.499

none

debug

Liquid-Life

€1.499

none

debug

Provenance — why we believe each fact

field source evidence

brand retailer:liquid-life / parse NS Bikes

model retailer:liquid-life / derived NS Bikes RAG+ 3 grey

modelYear retailer:liquid-life / derived model year from the product URL: https://www.liquid-life.de/products/ns-bikes-rag-3-grey-2023

category retailer:liquid-life / derived retailer taxonomy

groupsetFamily retailer:liquid-life / dictionary Sram Apex, 11spd

electronicShifting retailer:liquid-life / derived Sram Apex, 11spd

brakes retailer:liquid-life / dictionary component code MD-C510

suspension retailer:liquid-life / derived no suspension fork and no rear shock on a drop-bar listing

fork retailer:liquid-life / dictionary NS Bikes Gravel+ Alu-Gabel, 15mm Ausfallenden, 1.5T, NS-Steckachse

dropperPost retailer:liquid-life / derived seatpost row "Kalloy 27.2mm" names no dropper, in a 19-field spec table

beltDrive retailer:liquid-life / parse Sram PC1

wheelSize retailer:liquid-life / parse 28

powerMeter retailer:liquid-life / derived absent from a 19-field spec table

availability retailer:liquid-life / derived all variants sold out

frameMaterial ai / ai (0.9) NS Bikes AL6061-T6

speeds ai / ai (0.9) 11spd

field	source	evidence
brand	`retailer:liquid-life` / parse	NS Bikes
model	`retailer:liquid-life` / derived	NS Bikes RAG+ 3 grey
modelYear	`retailer:liquid-life` / derived	model year from the product URL: https://www.liquid-life.de/products/ns-bikes-rag-3-grey-2023
category	`retailer:liquid-life` / derived	retailer taxonomy
groupsetFamily	`retailer:liquid-life` / dictionary	Sram Apex, 11spd
electronicShifting	`retailer:liquid-life` / derived	Sram Apex, 11spd
brakes	`retailer:liquid-life` / dictionary	component code MD-C510
suspension	`retailer:liquid-life` / derived	no suspension fork and no rear shock on a drop-bar listing
fork	`retailer:liquid-life` / dictionary	NS Bikes Gravel+ Alu-Gabel, 15mm Ausfallenden, 1.5T, NS-Steckachse
dropperPost	`retailer:liquid-life` / derived	seatpost row "Kalloy 27.2mm" names no dropper, in a 19-field spec table
beltDrive	`retailer:liquid-life` / parse	Sram PC1
wheelSize	`retailer:liquid-life` / parse	28
powerMeter	`retailer:liquid-life` / derived	absent from a 19-field spec table
availability	`retailer:liquid-life` / derived	all variants sold out
frameMaterial	`ai` / ai (0.9)	NS Bikes AL6061-T6
speeds	`ai` / ai (0.9)	11spd

Warnings

info wheel-material-unknown — Wheel material could not be established.
info mixed-groupset — Not a uniform groupset: {"shifters":"Apex","cassette":"Microshift"}. Ranked on the shifting level, with a penalty.

Score breakdown

{
  "frameScore": 11,
  "drivetrainScore": 18,
  "wheelScore": 5,
  "extrasScore": -2,
  "suspensionScore": 0,
  "weightAdjustment": 0,
  "equipmentValue": 32,
  "notes": [
    "SRAM Apex = 19.",
    "Mixed groupset -1: cassette is Microshift, 18 tier below Apex.",
    "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 \"mechanical-disc\" -2.",
    "Weight not published: no weight adjustment either way."
  ],
  "marketPrice": 1503,
  "valueScore": 1.003,
  "savingsVsMarket": 4
}

AI normalization

{
  "requested": [
    "frameMaterial",
    "wheelMaterial",
    "wheelTier",
    "weightKg"
  ],
  "applied": [
    "frameMaterial"
  ],
  "rejected": [],
  "notes": "Frame material explicitly AL6061-T6 aluminium. Groupset is SRAM Apex (11-speed) with mixed components (FSA crank, Microshift cassette) so mixedGroupset=true. Wheelset named 'NS Bikes Gravel+' but material and recognised tier not stated. Brake model given but text does not state hydraulic vs mechanical; weight and electronic shifting not explicitly stated.",
  "raw": {
    "frameMaterial": {
      "value": "aluminium",
      "evidence": "NS Bikes AL6061-T6",
      "confidence": 0.9
    },
    "groupsetBrand": {
      "value": "SRAM",
      "evidence": "Sram Apex",
      "confidence": 0.9
    },
    "groupsetFamily": {
      "value": "Apex",
      "evidence": "Sram Apex",
      "confidence": 0.9
    },
    "electronicShifting": {
      "value": null,
      "evidence": null,
      "confidence": 0.3
    },
    "speeds": {
      "value": "11",
      "evidence": "11spd",
      "confidence": 0.9
    },
    "mixedGroupset": {
      "value": "true",
      "evidence": "Schalthebel: Sram Apex, 11spd\nKette: Sram PC1110, 11spd\nKurbel: FSA Omega S:170mm, M:172.5mm, L:175mm, 42t\nKassette: Microshift CS-H113 11-42t",
      "confidence": 0.9
    },
    "wheelMaterial": {
      "value": null,
      "evidence": null,
      "confidence": 0.3
    },
    "wheelTier": {
      "value": null,
      "evidence": null,
      "confidence": 0.3
    },
    "brakes": {
      "value": null,
      "evidence": "Bremsen: TEKTRO MD-C510, 160mm",
      "confidence": 0.3
    },
    "weightKg": {
      "value": null,
      "evidence": null,
      "confidence": 0.3
    },
    "powerMeter": {
      "value": null,
      "evidence": null,
      "confidence": 0.3
    },
    "notes": "Frame material explicitly AL6061-T6 aluminium. Groupset is SRAM Apex (11-speed) with mixed components (FSA crank, Microshift cassette) so mixedGroupset=true. Wheelset named 'NS Bikes Gravel+' but material and recognised tier not stated. Brake model given but text does not state hydraulic vs mechanical; weight and electronic shifting not explicitly stated."
  }
}

Normalized record

{
  "id": "liquid-life:8911667429685",
  "retailer": "liquid-life",
  "retailerProductId": "8911667429685",
  "productUrl": "https://www.liquid-life.de/products/ns-bikes-rag-3-grey-2023",
  "brand": "NS Bikes",
  "model": "RAG+ 3 grey",
  "modelYear": 2023,
  "category": "gravel",
  "categoryBasis": "route",
  "sourceCategory": "gravel",
  "price": 1499,
  "originalPrice": null,
  "currency": "EUR",
  "discountPercent": null,
  "frameMaterial": "aluminium",
  "frameModel": "NS Bikes AL6061-T6 speziell geformte und konifizierte Rohre, verjüngtes integriertes Steuerrohr, 142x12mm Ausfallenden",
  "frameTier": null,
  "groupsetBrand": "SRAM",
  "groupsetFamily": "Apex",
  "groupsetGeneration": null,
  "electronicShifting": false,
  "speeds": 11,
  "mixedGroupset": true,
  "groupsetComponents": {
    "shifters": "Apex",
    "cassette": "Microshift"
  },
  "groupsetTierSpread": 18,
  "crank": "FSA Omega S:170mm, M:172.5mm, L:175mm, 42t",
  "cassette": "Microshift CS-H113 11-42t",
  "brakes": "mechanical-disc",
  "brakePistons": null,
  "brakeTier": "unknown",
  "suspension": "none",
  "fork": {
    "make": null,
    "line": null,
    "tier": "rigid",
    "travelMm": 0
  },
  "rearShock": null,
  "dropperPost": false,
  "beltDrive": false,
  "hubDynamo": null,
  "rack": null,
  "mudguards": null,
  "chaincase": null,
  "kickstand": null,
  "lighting": null,
  "wheelSize": "28",
  "wheelset": "NS Bikes Gravel+, 29\" 32h, tubeless ready | VR: NS Bikes 100x15mm | HR: NS Bikes 142x12mm",
  "wheelMaterial": "unknown",
  "wheelTier": "unknown",
  "tyres": "WTB Riddler 700x45C",
  "weightKg": null,
  "powerMeter": false,
  "powerMeterKind": null,
  "availableSizes": [
    {
      "rawSize": "S",
      "size": "S",
      "sizeCm": null,
      "inStock": false,
      "stockCount": null,
      "price": 1499,
      "preorder": false,
      "deliveryNote": null
    },
    {
      "rawSize": "M",
      "size": "M",
      "sizeCm": null,
      "inStock": false,
      "stockCount": null,
      "price": 1499,
      "preorder": false,
      "deliveryNote": null
    },
    {
      "rawSize": "L",
      "size": "L",
      "sizeCm": null,
      "inStock": false,
      "stockCount": null,
      "price": 1499,
      "preorder": false,
      "deliveryNote": null
    },
    {
      "rawSize": "XL",
      "size": "XL",
      "sizeCm": null,
      "inStock": false,
      "stockCount": null,
      "price": 1499,
      "preorder": false,
      "deliveryNote": null
    }
  ],
  "seller": null,
  "availability": "out-of-stock",
  "gtins": [],
  "imageUrl": "https://cdn.shopify.com/s/files/1/0783/9134/5461/files/ns-bikes-rag-3-grey-2023-liquid-life-1.jpg?v=1704046146",
  "rawTitle": "NS Bikes RAG+ 3 grey",
  "fetchedAt": "2026-09-19T05:14:20.067Z",
  "normalizationConfidence": 0.83,
  "warnings": [
    {
      "code": "wheel-material-unknown",
      "message": "Wheel material could not be established.",
      "severity": "info"
    },
    {
      "code": "mixed-groupset",
      "message": "Not a uniform groupset: {\"shifters\":\"Apex\",\"cassette\":\"Microshift\"}. Ranked on the shifting level, with a penalty.",
      "severity": "info"
    }
  ]
}

Parsed specification table

{
  "Rahmen": "NS Bikes AL6061-T6 speziell geformte und konifizierte Rohre, verjüngtes integriertes Steuerrohr, 142x12mm Ausfallenden",
  "Steuersatz": "integriert konisch IS42/IS52, gedichtete Lager",
  "Gabel": "NS Bikes Gravel+ Alu-Gabel, 15mm Ausfallenden, 1.5T, NS-Steckachse",
  "Felge": "NS Bikes Gravel+, 29\" 32h, tubeless ready",
  "Naben": "VR: NS Bikes 100x15mm | HR: NS Bikes 142x12mm",
  "Reifen": "WTB Riddler 700x45C",
  "Laufradgröße": "28\"",
  "Schalthebel": "Sram Apex, 11spd",
  "Kette": "Sram PC1110, 11spd",
  "Kurbel": "FSA Omega S:170mm, M:172.5mm, L:175mm, 42t",
  "Kassette": "Microshift CS-H113 11-42t",
  "Bremsen": "TEKTRO MD-C510, 160mm",
  "Lenker": "NS Bikes Flare 31.8, S:420mm, M, L, XL: 440mm",
  "Griffe": "Selle Italia SMOOTAPE Gran Fondo",
  "Vorbau": "NS Bikes Rag+ Vorbau 31.8 S:70mm, M:80mm, L:90mm, XL:100mm, Winkel, - 7°/+ 7° (flip flop)",
  "Sattel": "Selle Italia X3",
  "Sattelstütze": "Kalloy 27.2mm",
  "Pedale": "Nicht im Lieferumfang enthalten",
  "Disziplin": "Gravelbike"
}

Raw adapter output

{
  "retailer": "liquid-life",
  "retailerProductId": "8911667429685",
  "productUrl": "https://www.liquid-life.de/products/ns-bikes-rag-3-grey-2023",
  "extractionMethod": "public-json-api",
  "sourceCategory": "gravel",
  "rawTitle": "NS Bikes RAG+ 3 grey",
  "rawBrand": "NS Bikes",
  "price": 1499,
  "originalPrice": null,
  "currency": "EUR",
  "imageUrl": "https://cdn.shopify.com/s/files/1/0783/9134/5461/files/ns-bikes-rag-3-grey-2023-liquid-life-1.jpg?v=1704046146",
  "rawSpecifications": {
    "Rahmen": "NS Bikes AL6061-T6 speziell geformte und konifizierte Rohre, verjüngtes integriertes Steuerrohr, 142x12mm Ausfallenden",
    "Steuersatz": "integriert konisch IS42/IS52, gedichtete Lager",
    "Gabel": "NS Bikes Gravel+ Alu-Gabel, 15mm Ausfallenden, 1.5T, NS-Steckachse",
    "Felge": "NS Bikes Gravel+, 29\" 32h, tubeless ready",
    "Naben": "VR: NS Bikes 100x15mm | HR: NS Bikes 142x12mm",
    "Reifen": "WTB Riddler 700x45C",
    "Laufradgröße": "28\"",
    "Schalthebel": "Sram Apex, 11spd",
    "Kette": "Sram PC1110, 11spd",
    "Kurbel": "FSA Omega S:170mm, M:172.5mm, L:175mm, 42t",
    "Kassette": "Microshift CS-H113 11-42t",
    "Bremsen": "TEKTRO MD-C510, 160mm",
    "Lenker": "NS Bikes Flare 31.8, S:420mm, M, L, XL: 440mm",
    "Griffe": "Selle Italia SMOOTAPE Gran Fondo",
    "Vorbau": "NS Bikes Rag+ Vorbau 31.8 S:70mm, M:80mm, L:90mm, XL:100mm, Winkel, - 7°/+ 7° (flip flop)",
    "Sattel": "Selle Italia X3",
    "Sattelstütze": "Kalloy 27.2mm",
    "Pedale": "Nicht im Lieferumfang enthalten",
    "Disziplin": "Gravelbike"
  },
  "rawFeatures": [
    "RAG+ 3 2023 | Gravel Bike Der Gravel-Radsport hat in letzter Zeit explosionsartig zugenommen und das ist kein Wunder. Diese Fahrräder sind wahre Alleskönner, sowohl für Anfänger als auch für erfahrene Radfahrer. NS Bikes waren von Anfang an mit einem Gravel-Bike dabei, das das Erbe des Schotters in sich trug. Das Rag+ ist ein Favorit unter deren Mitarbeitern und Freunden geworden, selbst unter denen, die ein Dropbar-Bike nie in Betracht ziehen würden. Die Einsatzmöglichkeiten sind endlos - vom Pendeln bis zum Amateur-CX-Rennen oder einfach als Fitnessrad. Mehrere Befestigungspunkte ermöglichen es Ihnen, alles mitzunehmen, was Sie brauchen, so dass das Rag+ auch für Ihr nächstes großes Abenteuer bereit ist. Rag ist die Abkürzung für Road & Gravel (Straße und Schotter), und das \"Plus\" steht dafür, dass Sie es mit normalen 700c-Straßenreifen, 700c-Schotterreifen (bis zu 45c) oder sogar 27,5\"-Laufrädern mit Reifen bis zu 2,2\" fahren können! Es ist mit den neuesten Technologien ausgestattet, darunter ein richtiger 1x-Antrieb mit einer Kassette mit großem Übersetzungsbereich, Scheibenbremsen und Steckachsen. Der elegante Aluminiumrahmen wird durch eine Vollcarbon-Gabel ergänzt. Für das M"
  ],
  "rawSizes": [
    {
      "rawSize": "S",
      "size": "S",
      "sizeCm": null,
      "inStock": false,
      "stockCount": null,
      "price": 1499,
      "preorder": false,
      "deliveryNote": null
    },
    {
      "rawSize": "M",
      "size": "M",
      "sizeCm": null,
      "inStock": false,
      "stockCount": null,
      "price": 1499,
      "preorder": false,
      "deliveryNote": null
    },
    {
      "rawSize": "L",
      "size": "L",
      "sizeCm": null,
      "inStock": false,
      "stockCount": null,
      "price": 1499,
      "preorder": false,
      "deliveryNote": null
    },
    {
      "rawSize": "XL",
      "size": "XL",
      "sizeCm": null,
      "inStock": false,
      "stockCount": null,
      "price": 1499,
      "preorder": false,
      "deliveryNote": null
    }
  ],
  "availabilityText": "all variants sold out",
  "fetchedAt": "2026-09-19T05:14:20.067Z",
  "sourceMeta": {
    "shopifyProductId": 8911667429685,
    "handle": "ns-bikes-rag-3-grey-2023",
    "productType": "Gravelbike",
    "tags": [
      "C__Gender_missing",
      "C__Rennrad / Gravelbike",
      "Fahrrad",
      "Gravelbike",
      "Klaviyo-UVP",
      "NS Bikes",
      "NS Bikes RAG+ 3 2023",
      "Race",
      "UVP20"
    ],
    "variantSkus": [
      "622369",
      "622370",
      "622371",
      "622372"
    ]
  }
}

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