Liv Avail Advanced 3

boc:15397339037961 · source URL · confidence 0.74

Eligibility

Can win a band.

Size decisions

retailer label	alpha	comparable cm	match	mapping	in stock	variant price	evidence
XXS	XXS	—	unknown	unsupported	no	€1.699,99	—
XS	XS	—	unknown	unsupported	yes	€1.699,99	—
S	S	—	unknown	unsupported	no	€1.699,99	—
M	M	—	unknown	unsupported	no	€1.699,99	—
L	L	—	unknown	unsupported	no	€1.699,99	—

retailer label

alpha

comparable cm

match

mapping

in stock

variant price

evidence

XXS

—

unknown

unsupported

€1.699,99

—

unknown

unsupported

yes

€1.699,99

—

unknown

unsupported

€1.699,99

—

unknown

unsupported

€1.699,99

—

unknown

unsupported

€1.699,99

—

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 | Avail Advanced 3, seafoam/cosmos | CUES
Confidence: medium

brand exact (Liv)
model normalized to "avail advanced 3 seafoam cosmos"
groupset family exact (CUES)
model year 2026 on 4 of 6 listings, unstated on the rest
GTIN match (4711291219205, 4711291219212, 4711291219229, +2 more)
6 listings across 6 retailers
downgraded to medium: listings disagree on speeds: 10 vs 12
conflict: speeds: 10 vs 12

retailer	price	sizes in stock
Bike-Mailorder	€1.670	XXS, M, L	debug
BIKER-BOARDER	€1.699	XS // 40.5 cm, S // 43.5 cm, M // 46.5 cm	debug
B.O.C.	€1.699,99	XS	debug
Mount7	€1.839	M, XXS	debug
BikeExchange	€2.299	XS, S, M, L	debug
bikes.de	€2.299	S \| (28")	debug

retailer

price

sizes in stock

Bike-Mailorder

€1.670

XXS, M, L

debug

BIKER-BOARDER

€1.699

XS // 40.5 cm, S // 43.5 cm, M // 46.5 cm

debug

B.O.C.

€1.699,99

debug

Mount7

€1.839

M, XXS

debug

BikeExchange

€2.299

XS, S, M, L

debug

bikes.de

€2.299

S | (28")

debug

Provenance — why we believe each fact

field source evidence

brand retailer:boc / parse LIV

model retailer:boc / derived Liv Avail Advanced 3

modelYear retailer:boc / parse Modelljahr: 2026

category retailer:boc / derived —

frameMaterial retailer:boc / parse Carbon

frameTier retailer:boc / dictionary Advanced

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

fork retailer:boc / dictionary Avail Advanced Vollcarbon, OverDrive1, 12x100mm

wheelSize retailer:boc / parse 28

powerMeter retailer:boc / derived absent from a 12-field spec table

availability retailer:boc / derived 1 of 5 variants in stock

groupsetFamily ai / ai (0.8) Schaltung: Shimano Cues

brakes ai / ai (0.9) Hydraulische Shimano 105 Scheibenbremsen

field	source	evidence
brand	`retailer:boc` / parse	LIV
model	`retailer:boc` / derived	Liv Avail Advanced 3
modelYear	`retailer:boc` / parse	Modelljahr: 2026
category	`retailer:boc` / derived	—
frameMaterial	`retailer:boc` / parse	Carbon
frameTier	`retailer:boc` / dictionary	Advanced
suspension	`retailer:boc` / derived	no suspension fork and no rear shock on a drop-bar listing
fork	`retailer:boc` / dictionary	Avail Advanced Vollcarbon, OverDrive1, 12x100mm
wheelSize	`retailer:boc` / parse	28
powerMeter	`retailer:boc` / derived	absent from a 12-field spec table
availability	`retailer:boc` / derived	1 of 5 variants in stock
groupsetFamily	`ai` / ai (0.8)	Schaltung: Shimano Cues
brakes	`ai` / ai (0.9)	Hydraulische Shimano 105 Scheibenbremsen

Warnings

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

Score breakdown

{
  "frameScore": 28,
  "drivetrainScore": 10,
  "wheelScore": 4,
  "extrasScore": 3,
  "suspensionScore": 0,
  "weightAdjustment": 0,
  "equipmentValue": 45,
  "notes": [
    "Frame tier \"mid\" +2.",
    "Shimano CUES = 10.",
    "Wheels unknown: scored below basic aluminium rather than assumed.",
    "Brakes \"hydraulic-disc\" +3.",
    "Weight not published: no weight adjustment either way."
  ],
  "marketPrice": 1940,
  "valueScore": 1.141,
  "savingsVsMarket": 240.01
}

AI normalization

{
  "requested": [
    "groupsetFamily",
    "wheelMaterial",
    "wheelTier",
    "brakes",
    "weightKg"
  ],
  "applied": [
    "groupsetFamily",
    "brakes"
  ],
  "rejected": [],
  "notes": "Source lists both \"Schaltung: Shimano Cues\" and mentions \"Shimano 105\" (\"Hydraulische Shimano 105 Scheibenbremsen\"). I used Shimano Cues as the groupsetFamily because it is given under \"Schaltung\". Wheel material/tier, exact rear speeds, electronic shifting and mixed-groupset status are not determinable from the provided text.",
  "raw": {
    "frameMaterial": {
      "value": "carbon",
      "evidence": "Rahmenmaterial: Carbon",
      "confidence": 0.9
    },
    "groupsetBrand": {
      "value": "Shimano",
      "evidence": "Schaltung: Shimano Cues",
      "confidence": 0.8
    },
    "groupsetFamily": {
      "value": "CUES",
      "evidence": "Schaltung: Shimano Cues",
      "confidence": 0.8
    },
    "electronicShifting": {
      "value": null,
      "evidence": null,
      "confidence": 0.2
    },
    "speeds": {
      "value": null,
      "evidence": "Anzahl Gänge: 24",
      "confidence": 0.2
    },
    "mixedGroupset": {
      "value": null,
      "evidence": null,
      "confidence": 0.3
    },
    "wheelMaterial": {
      "value": null,
      "evidence": null,
      "confidence": 0.2
    },
    "wheelTier": {
      "value": null,
      "evidence": null,
      "confidence": 0.2
    },
    "brakes": {
      "value": "hydraulic-disc",
      "evidence": "Hydraulische Shimano 105 Scheibenbremsen",
      "confidence": 0.9
    },
    "weightKg": {
      "value": null,
      "evidence": null,
      "confidence": 0.2
    },
    "powerMeter": {
      "value": null,
      "evidence": null,
      "confidence": 0.2
    },
    "notes": "Source lists both \"Schaltung: Shimano Cues\" and mentions \"Shimano 105\" (\"Hydraulische Shimano 105 Scheibenbremsen\"). I used Shimano Cues as the groupsetFamily because it is given under \"Schaltung\". Wheel material/tier, exact rear speeds, electronic shifting and mixed-groupset status are not determinable from the provided text."
  }
}

Normalized record

{
  "id": "boc:15397339037961",
  "retailer": "boc",
  "retailerProductId": "15397339037961",
  "productUrl": "https://boc24.de/products/liv-avail-advanced-4",
  "brand": "Liv",
  "model": "Avail Advanced 3",
  "modelYear": 2026,
  "category": "road",
  "categoryBasis": "route",
  "sourceCategory": "road",
  "price": 1699.99,
  "originalPrice": 2299,
  "currency": "EUR",
  "discountPercent": 26,
  "frameMaterial": "carbon",
  "frameModel": "Advanced Carbon Rahmen",
  "frameTier": "mid",
  "groupsetBrand": "Shimano",
  "groupsetFamily": "CUES",
  "groupsetGeneration": null,
  "electronicShifting": false,
  "speeds": null,
  "mixedGroupset": null,
  "groupsetComponents": null,
  "groupsetTierSpread": 0,
  "crank": null,
  "cassette": null,
  "brakes": "hydraulic-disc",
  "brakePistons": null,
  "brakeTier": "unknown",
  "suspension": "none",
  "fork": {
    "make": null,
    "line": null,
    "tier": "rigid",
    "travelMm": 0
  },
  "rearShock": null,
  "dropperPost": null,
  "beltDrive": null,
  "hubDynamo": null,
  "rack": null,
  "mudguards": null,
  "chaincase": null,
  "kickstand": null,
  "lighting": null,
  "wheelSize": "28",
  "wheelset": null,
  "wheelMaterial": "unknown",
  "wheelTier": "unknown",
  "tyres": null,
  "weightKg": null,
  "powerMeter": false,
  "powerMeterKind": null,
  "availableSizes": [
    {
      "rawSize": "XXS",
      "size": "XXS",
      "sizeCm": null,
      "inStock": false,
      "stockCount": null,
      "price": 1699.99,
      "preorder": false,
      "deliveryNote": null
    },
    {
      "rawSize": "XS",
      "size": "XS",
      "sizeCm": null,
      "inStock": true,
      "stockCount": null,
      "price": 1699.99,
      "preorder": false,
      "deliveryNote": null
    },
    {
      "rawSize": "S",
      "size": "S",
      "sizeCm": null,
      "inStock": false,
      "stockCount": null,
      "price": 1699.99,
      "preorder": false,
      "deliveryNote": null
    },
    {
      "rawSize": "M",
      "size": "M",
      "sizeCm": null,
      "inStock": false,
      "stockCount": null,
      "price": 1699.99,
      "preorder": false,
      "deliveryNote": null
    },
    {
      "rawSize": "L",
      "size": "L",
      "sizeCm": null,
      "inStock": false,
      "stockCount": null,
      "price": 1699.99,
      "preorder": false,
      "deliveryNote": null
    }
  ],
  "seller": null,
  "availability": "limited",
  "gtins": [],
  "imageUrl": "https://cdn.shopify.com/s/files/1/0582/1677/5854/files/az_Liv-Avail-Advanced-3-0-safoamgreen-238571.jpg?v=1782604699",
  "rawTitle": "Liv Avail Advanced 3",
  "fetchedAt": "2026-09-19T05:23:12.515Z",
  "normalizationConfidence": 0.74,
  "warnings": [
    {
      "code": "single-size-only",
      "message": "Only one size is in stock (XS).",
      "severity": "info"
    },
    {
      "code": "wheel-material-unknown",
      "message": "Wheel material could not be established.",
      "severity": "info"
    }
  ]
}

Parsed specification table

{
  "Ausstattung": "Leichter Carbonrahmen Leichte Avail Advanced Carbon Gabel Zuverlässige Shimano 105 Hydraulische Shimano 105 Scheibenbremsen",
  "Anzahl Gänge": "24",
  "Artikelmarke": "Liv",
  "Gabel": "Avail Advanced Vollcarbon, OverDrive1, 12x100mm",
  "Geschlecht": "Damen",
  "Laufradgröße": "28 Zoll",
  "Modelljahr": "2026",
  "Rahmen": "Advanced Carbon Rahmen",
  "Rahmenform": "Diamant",
  "Rahmenmaterial": "Carbon",
  "Schaltung": "Shimano Cues",
  "zulässiges Gesamtgewicht Kg": "127"
}

Raw adapter output

{
  "retailer": "boc",
  "retailerProductId": "15397339037961",
  "productUrl": "https://boc24.de/products/liv-avail-advanced-4",
  "extractionMethod": "public-json-api",
  "sourceCategory": "road",
  "rawTitle": "Liv Avail Advanced 3",
  "rawBrand": "LIV",
  "price": 1699.99,
  "originalPrice": 2299,
  "currency": "EUR",
  "imageUrl": "https://cdn.shopify.com/s/files/1/0582/1677/5854/files/az_Liv-Avail-Advanced-3-0-safoamgreen-238571.jpg?v=1782604699",
  "rawSpecifications": {
    "Ausstattung": "Leichter Carbonrahmen Leichte Avail Advanced Carbon Gabel Zuverlässige Shimano 105 Hydraulische Shimano 105 Scheibenbremsen",
    "Anzahl Gänge": "24",
    "Artikelmarke": "Liv",
    "Gabel": "Avail Advanced Vollcarbon, OverDrive1, 12x100mm",
    "Geschlecht": "Damen",
    "Laufradgröße": "28 Zoll",
    "Modelljahr": "2026",
    "Rahmen": "Advanced Carbon Rahmen",
    "Rahmenform": "Diamant",
    "Rahmenmaterial": "Carbon",
    "Schaltung": "Shimano Cues",
    "zulässiges Gesamtgewicht Kg": "127"
  },
  "rawFeatures": [
    "Leichter Carbonrahmen Leichte Avail Advanced Carbon Gabel Zuverlässige Shimano 105 Hydraulische Shimano 105 Scheibenbremsen"
  ],
  "rawSizes": [
    {
      "rawSize": "XXS",
      "size": "XXS",
      "sizeCm": null,
      "inStock": false,
      "stockCount": null,
      "price": 1699.99,
      "preorder": false,
      "deliveryNote": null
    },
    {
      "rawSize": "XS",
      "size": "XS",
      "sizeCm": null,
      "inStock": true,
      "stockCount": null,
      "price": 1699.99,
      "preorder": false,
      "deliveryNote": null
    },
    {
      "rawSize": "S",
      "size": "S",
      "sizeCm": null,
      "inStock": false,
      "stockCount": null,
      "price": 1699.99,
      "preorder": false,
      "deliveryNote": null
    },
    {
      "rawSize": "M",
      "size": "M",
      "sizeCm": null,
      "inStock": false,
      "stockCount": null,
      "price": 1699.99,
      "preorder": false,
      "deliveryNote": null
    },
    {
      "rawSize": "L",
      "size": "L",
      "sizeCm": null,
      "inStock": false,
      "stockCount": null,
      "price": 1699.99,
      "preorder": false,
      "deliveryNote": null
    }
  ],
  "availabilityText": "1 of 5 variants in stock",
  "fetchedAt": "2026-09-19T05:23:12.515Z",
  "sourceMeta": {
    "shopifyProductId": 15397339037961,
    "handle": "liv-avail-advanced-4",
    "productType": "WG1",
    "variantSkus": [
      "238571-1",
      "238571-2",
      "238571-3",
      "238571-4",
      "238571-5"
    ]
  }
}

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