1,485 approved Swiss directory records
A record is not necessarily a unique physical site and does not equal all Swiss clinics.
Ufficio di ricerca indipendente / Switzerland
Un resoconto per mercato della copertura della directory, della visibilità dei dati sulle recensioni e dei limiti di ciò che questo snapshot può dimostrare.
01 / Cosa mostra lo snapshot
This release reports what the BeautyGuide production dataset contained at the cutoff. It deliberately does not turn directory presence, review aggregates or product rankings into a verdict about a clinic.
approved Swiss directory records
with synced Google rating and count
provider-reported Google aggregate reviews
A record is not necessarily a unique physical site and does not equal all Swiss clinics.
Coverage describes fields present on eligible directory records, not review quality or authenticity.
These are not BeautyGuide reviews, unique patients, or an authenticity audit.
This is a separate sample layer, not the aggregate total.
Threshold: 50 reviews. Generated 2026-08-05 21:16–21:17 UTC. Rankings are product outputs, not clinical accreditation, quality, safety, efficacy, or outcome measurement.
A publication date is not a medical-review date.
No CHF range is reported.
Hub counts: Zürich 361, Geneva 247, Bern 178, Lausanne 164, Lugano 139, Basel 122, St. Gallen 93, Lucerne 75, Zug 50, Fribourg 46. Exclusions: Lörrach 5, Weil am Rhein 2, Varese VA 2, Via Alessandro Volta 6 / Varese 1. Town-to-hub grouping is a directory coverage convention, not a canton market denominator.
Do not infer no credentials from an empty verification field.
Analytics integrity is now zero failures, but counters are not unique people and event, bot and deduplication semantics are not validated for demand.
02 / Metodo e definizioni
The unit in this report is an approved directory record. We do not deduplicate records into legal entities, organizations or physical sites. Multi-location brands may therefore have multiple records. A record is not necessarily a unique physical site and does not equal all Swiss clinics.
Google ratings and review counts are provider-reported Google Business Profile aggregates synced to eligible records. The 6,409 visible cached review rows are a separate sample layer. Neither layer is a BeautyGuide review corpus, unique-patient count or authenticity audit.
The active August product snapshot contained 233 ranking pages across 77 treatments and 9 ranking cities: 2,686 qualifying slots, 1,889 items and 309 unique ranked clinics. The threshold was 50 reviews; generation ran 2026-08-05 21:16–21:17 UTC. Rankings are product outputs, not accreditation or outcome measurement.
Google sync freshness
Oldest: 2026-01-26T16:41:53.954Z. Newest: 2026-08-23T15:53:46.964Z. Freshness is uneven; most eligible records were 91–180 days old.
City normalization
1,475 records mapped to 10 existing directory hubs; 10 records excluded as cross-border. This is a directory coverage convention, not a canton market denominator.
Integrity check
Fresh production snapshot: reviews, ranking items, analytics daily, and interaction events all returned zero; tenant_integrity_failure_rows: 0.
03 / Limiti importanti
No normalized per-capita or canton coverage, and no FSO denominator, is used in this release. We make no medical efficacy, complication, safety, patient-outcome, demand, market-size, clinic-quality, price-range or credential conclusion.
Price data was insufficient: 6 clinics supplied 177 price rows, with zero non-empty price values. No CHF range is reported. Zero approved records had BeautyGuide public verification flags populated; this must not be read as evidence that credentials are absent.
Analytics integrity returned zero failures, including zero orphan or cross-market rows in reviews, ranking items, analytics daily and interaction events; tenant_integrity_failure_rows was 0. That does not validate unique-person, bot or deduplication semantics and supports no patient-demand claim.
No qualified medical reviewer is documented for this release, so it includes no medical source claims.
04 / Registro delle affermazioni
The claim IDs below identify first-party observations. They are not endorsements of the inferences a reader may attach to them.
1,485 approved Swiss directory records
Questo non dimostra: A record is not necessarily a unique physical site and does not equal all Swiss clinics.
1,266 records with both synced Google rating and count (85.3% coverage)
Questo non dimostra: Coverage describes fields present on eligible directory records, not review quality or authenticity.
74,684 provider-reported Google aggregate reviews
Questo non dimostra: These are not BeautyGuide reviews, unique patients, or an authenticity audit.
6,409 visible cached review rows from 1,266 clinics
Questo non dimostra: This is a separate sample layer, not the aggregate total.
Active August snapshot: 233 ranking pages, 77 treatments, 9 ranking cities, 2,686 qualifying slots, 1,889 items, 309 unique ranked clinics
Questo non dimostra: Threshold: 50 reviews. Generated 2026-08-05 21:16–21:17 UTC. Rankings are product outputs, not clinical accreditation, quality, safety, efficacy, or outcome measurement.
146 published Swiss posts, all with publication dates
Questo non dimostra: A publication date is not a medical-review date.
Price data insufficient: 6 clinics, 177 price rows, zero non-empty price values
Questo non dimostra: No CHF range is reported.
58 raw city values canonicalized for analysis: 1,475 records mapped to 10 existing directory hubs; 10 records excluded because cross-border
Questo non dimostra: Hub counts: Zürich 361, Geneva 247, Bern 178, Lausanne 164, Lugano 139, Basel 122, St. Gallen 93, Lucerne 75, Zug 50, Fribourg 46. Exclusions: Lörrach 5, Weil am Rhein 2, Varese VA 2, Via Alessandro Volta 6 / Varese 1. Town-to-hub grouping is a directory coverage convention, not a canton market denominator.
Zero approved records had BeautyGuide public verification flags populated
Questo non dimostra: Do not infer no credentials from an empty verification field.
No patient-demand claim
Questo non dimostra: Analytics integrity is now zero failures, but counters are not unique people and event, bot and deduplication semantics are not validated for demand.
05 / Note sulle fonti
Primary source: BeautyGuide production snapshot identified by research-foundation-production-snapshot-v1, cutoff 2026-08-28T12:11:02.309Z, market CH only. It contains directory, synchronized provider-reported Google fields, cached review sample, ranking, publication and integrity layers.
Google freshness on eligible records was uneven: 1 record 0–30 days, 1 record 31–90 days, 1,262 records 91–180 days and 2 records 181+ days. Most records were therefore 91–180 days old at cutoff.
Town-to-hub grouping is a directory convention. It is not a canton denominator. Raw contact details, individual reviews, patient data and clinic ranking lists are intentionally not included here.
Correzione o replica
Send the claim ID, URL, evidence and proposed change. We welcome a specific correction or right-of-reply request.
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