← Review table (road) · shopper page
boc:15477633974537 · source URL · confidence 0.74
Can win a band.
| retailer label | alpha | comparable cm | match | mapping | in stock | variant price | evidence |
|---|---|---|---|---|---|---|---|
| XXS | XXS | — | unknown | unsupported | yes | €1.949,99 | — |
| XS | XS | — | unknown | unsupported | yes | €1.949,99 | — |
| S | S | — | unknown | unsupported | yes | €1.949,99 | — |
| M | M | — | unknown | unsupported | no | €1.949,99 | — |
| L | L | — | unknown | unsupported | no | €1.949,99 | — |
| 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. |
A shopper asking for: 54 → nothing compatible · 56 → nothing compatible · 58 → nothing compatible · 60 → nothing compatible
Only listing of this configuration — nothing to merge.
| field | source | evidence |
|---|---|---|
| brand | retailer:boc / parse | LIV |
| model | retailer:boc / derived | Liv Langma Advanced 3 |
| modelYear | retailer:boc / parse | Modelljahr: 2023 |
| 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 | Langma Advanced Carbon, OverDrive1, 12x100mm |
| wheelSize | retailer:boc / parse | 28 |
| powerMeter | retailer:boc / derived | absent from a 12-field spec table |
| availability | retailer:boc / derived | 5 of 10 variants in stock |
| groupsetFamily | ai / ai (0.9) | Schaltung: Shimano Tiagra |
| brakes | ai / ai (0.9) | Hydraulische Shimano Cues Scheibenbremsen |
info wheel-material-unknown — Wheel material could not be established.{
"frameScore": 28,
"drivetrainScore": 13,
"wheelScore": 4,
"extrasScore": 3,
"suspensionScore": 0,
"weightAdjustment": 0,
"equipmentValue": 48,
"notes": [
"Frame tier \"mid\" +2.",
"Shimano Tiagra = 13.",
"Wheels unknown: scored below basic aluminium rather than assumed.",
"Brakes \"hydraulic-disc\" +3.",
"Weight not published: no weight adjustment either way."
],
"marketPrice": 2086,
"valueScore": 1.07,
"savingsVsMarket": 136.01
}
{
"requested": [
"groupsetFamily",
"wheelMaterial",
"wheelTier",
"brakes",
"weightKg"
],
"applied": [
"groupsetFamily",
"brakes"
],
"rejected": [],
"notes": "The listing mentions both \"Shimano Cues\" (in FEATURES/SPECIFICATIONS) and \"Schaltung: Shimano Tiagra\"; \"Cues\" appears to be a non-standard/ambiguous term in the source, so mixed-groupset was not set deterministically. Wheel material and tier are not stated (only wheel size given). The listed \"zulässiges Gesamtgewicht Kg: 127\" is maximum permitted total weight, not the bike's weight, so weightKg is null.",
"raw": {
"frameMaterial": {
"value": "carbon",
"evidence": "Rahmenmaterial: Carbon",
"confidence": 0.9
},
"groupsetBrand": {
"value": "Shimano",
"evidence": "Schaltung: Shimano Tiagra",
"confidence": 0.9
},
"groupsetFamily": {
"value": "Tiagra",
"evidence": "Schaltung: Shimano Tiagra",
"confidence": 0.9
},
"electronicShifting": {
"value": null,
"evidence": null,
"confidence": 0
},
"speeds": {
"value": "24",
"evidence": "Anzahl Gänge: 24",
"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": "hydraulic-disc",
"evidence": "Hydraulische Shimano Cues Scheibenbremsen",
"confidence": 0.9
},
"weightKg": {
"value": null,
"evidence": null,
"confidence": 0
},
"powerMeter": {
"value": null,
"evidence": null,
"confidence": 0
},
"notes": "The listing mentions both \"Shimano Cues\" (in FEATURES/SPECIFICATIONS) and \"Schaltung: Shimano Tiagra\"; \"Cues\" appears to be a non-standard/ambiguous term in the source, so mixed-groupset was not set deterministically. Wheel material and tier are not stated (only wheel size given). The listed \"zulässiges Gesamtgewicht Kg: 127\" is maximum permitted total weight, not the bike's weight, so weightKg is null."
}
}
{
"id": "boc:15477633974537",
"retailer": "boc",
"retailerProductId": "15477633974537",
"productUrl": "https://boc24.de/products/liv-langma-advanced-6",
"brand": "Liv",
"model": "Langma Advanced 3",
"modelYear": 2023,
"category": "road",
"categoryBasis": "route",
"sourceCategory": "road",
"price": 1949.99,
"originalPrice": 2299,
"currency": "EUR",
"discountPercent": 15,
"frameMaterial": "carbon",
"frameModel": "Advanced Carbon Rahmen",
"frameTier": "mid",
"groupsetBrand": "Shimano",
"groupsetFamily": "Tiagra",
"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": true,
"stockCount": null,
"price": 1949.99,
"preorder": false,
"deliveryNote": null
},
{
"rawSize": "XS",
"size": "XS",
"sizeCm": null,
"inStock": true,
"stockCount": null,
"price": 1949.99,
"preorder": false,
"deliveryNote": null
},
{
"rawSize": "S",
"size": "S",
"sizeCm": null,
"inStock": true,
"stockCount": null,
"price": 1949.99,
"preorder": false,
"deliveryNote": null
},
{
"rawSize": "M",
"size": "M",
"sizeCm": null,
"inStock": false,
"stockCount": null,
"price": 1949.99,
"preorder": false,
"deliveryNote": null
},
{
"rawSize": "L",
"size": "L",
"sizeCm": null,
"inStock": false,
"stockCount": null,
"price": 1949.99,
"preorder": false,
"deliveryNote": null
}
],
"seller": null,
"availability": "in-stock",
"gtins": [],
"imageUrl": "https://cdn.shopify.com/s/files/1/0582/1677/5854/files/az_Liv-Langma-Advanced-3-ClearSky-238573.jpg?v=1783297519",
"rawTitle": "Liv Langma Advanced 3",
"fetchedAt": "2026-09-19T05:22:53.270Z",
"normalizationConfidence": 0.74,
"warnings": [
{
"code": "wheel-material-unknown",
"message": "Wheel material could not be established.",
"severity": "info"
}
]
}
{
"Ausstattung": "Leichter Carbonrahmen Leichte Langma Advanced Carbon Gabel Zuverlässige Shimano Cues Hydraulische Shimano Cues Scheibenbremsen",
"Anzahl Gänge": "24",
"Artikelmarke": "Liv",
"Gabel": "Langma Advanced Carbon, OverDrive1, 12x100mm",
"Geschlecht": "Damen",
"Laufradgröße": "28 Zoll",
"Modelljahr": "2023",
"Rahmen": "Advanced Carbon Rahmen",
"Rahmenform": "Diamant",
"Rahmenmaterial": "Carbon",
"Schaltung": "Shimano Tiagra",
"zulässiges Gesamtgewicht Kg": "127"
}
{
"retailer": "boc",
"retailerProductId": "15477633974537",
"productUrl": "https://boc24.de/products/liv-langma-advanced-6",
"extractionMethod": "public-json-api",
"sourceCategory": "road",
"rawTitle": "Liv Langma Advanced 3",
"rawBrand": "LIV",
"price": 1949.99,
"originalPrice": 2299,
"currency": "EUR",
"imageUrl": "https://cdn.shopify.com/s/files/1/0582/1677/5854/files/az_Liv-Langma-Advanced-3-ClearSky-238573.jpg?v=1783297519",
"rawSpecifications": {
"Ausstattung": "Leichter Carbonrahmen Leichte Langma Advanced Carbon Gabel Zuverlässige Shimano Cues Hydraulische Shimano Cues Scheibenbremsen",
"Anzahl Gänge": "24",
"Artikelmarke": "Liv",
"Gabel": "Langma Advanced Carbon, OverDrive1, 12x100mm",
"Geschlecht": "Damen",
"Laufradgröße": "28 Zoll",
"Modelljahr": "2023",
"Rahmen": "Advanced Carbon Rahmen",
"Rahmenform": "Diamant",
"Rahmenmaterial": "Carbon",
"Schaltung": "Shimano Tiagra",
"zulässiges Gesamtgewicht Kg": "127"
},
"rawFeatures": [
"Das Liv Langma Advanced 3 ist ein hochmodernes Race-Bike für Fahrerinnen, die maximale Effizienz, Dynamik und Kontrolle suchen. Mit seinem leichten Advanced-Carbonrahmen, präziser Shimano-Cues-Schalttechnologie und einer sportlich-agilen Geometrie bietet es alles, was du für schnelle Anstiege, lange Touren und ambitionierte Trainingsfahrten brauchst."
],
"rawSizes": [
{
"rawSize": "XXS",
"size": "XXS",
"sizeCm": null,
"inStock": true,
"stockCount": null,
"price": 1949.99,
"preorder": false,
"deliveryNote": null
},
{
"rawSize": "XS",
"size": "XS",
"sizeCm": null,
"inStock": true,
"stockCount": null,
"price": 1949.99,
"preorder": false,
"deliveryNote": null
},
{
"rawSize": "S",
"size": "S",
"sizeCm": null,
"inStock": true,
"stockCount": null,
"price": 1949.99,
"preorder": false,
"deliveryNote": null
},
{
"rawSize": "M",
"size": "M",
"sizeCm": null,
"inStock": false,
"stockCount": null,
"price": 1949.99,
"preorder": false,
"deliveryNote": null
},
{
"rawSize": "L",
"size": "L",
"sizeCm": null,
"inStock": false,
"stockCount": null,
"price": 1949.99,
"preorder": false,
"deliveryNote": null
}
],
"availabilityText": "5 of 10 variants in stock",
"fetchedAt": "2026-09-19T05:22:53.270Z",
"sourceMeta": {
"shopifyProductId": 15477633974537,
"handle": "liv-langma-advanced-6",
"productType": "WG1",
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