Training Example: Fraser Bathrooms – Review the Data, Give Your Score & Compare to the Real AI Evaluation

Industry Context — Common BS Fingerprints in Architecture, Interior Design & Home Improvement
Generic Claims: bringing your vision to life, creating dream spaces, award-winning designs, exceeding expectations…
Red Flags: portfolio with no project names or locations, no professional registrations listed, stock interior photography, claims every design style without specialization evidence…
Semantic Drift Patterns: homepage shows luxury residential but services include budget renovations, portfolio shows one style but claims versatility across all aesthetics, homepage claims bespoke but process page describes standardized packages, claims architectural services but team has no registered architects…
Proof Expectations: named project portfolio with before/after images, professional registration numbers (RIBA, AIA, ARB), client testimonials linked to specific completed projects, planning permission and building regulation references…

Fraser Bathrooms

(http://www.fraserbathrooms.co.uk) 📸 Data Snapshot: May 22, 2026

Analyze the raw signals below. How would a machine score this business’s credibility?

Here are the exact signals captured from up to six pages of the site — the same raw inputs the evaluation engine analyzed. They are grouped by signal type so you can weigh each the way the machine does.

🏗️ Semantic Structure — heading hierarchy & page identity (Info Density · Commodity Fingerprint)
HOMEPAGE Bathrooms Edinburgh | Bathrooms Wet Rooms Installation and Fitting Edinburgh | Fraser Bathrooms (http://www.fraserbathrooms.co.uk)
Title

Bathrooms Edinburgh | Bathrooms Wet Rooms Installation and Fitting Edinburgh | Fraser Bathrooms

Meta

Fraser Bathrooms Edinburgh offer a personal design, supply and bathroom installation in Edinburgh. Competitive prices upto 30% lower than most local competitors.

H1 Bathrooms Edinburgh
H2 Your Bathroom
H2 Our Guarantee
📝 The Narrative — clean text per page (Info Density · Semantic Coherence)
HOMEPAGE (http://www.fraserbathrooms.co.uk) Bathrooms Edinburgh | Bathrooms Wet Rooms Installation and Fitting Edinburgh | Fraser Bathrooms
[H1] Bathrooms Edinburgh
Fraser Bathrooms is a local company based in Edinburgh. We offer a very personal service from bathrooms and wetrooms design, supply & fitting, to a professional bathroom installation service.

All our work is guaranteed and is carried out by experienced, reliable and honest tradesman who will listen to your ideas and understand your requirements, offering you the expert advice and knowledge for your complete peace of mind.

By providing you with the highest quality standard of bathrooms installation at competitive prices we will deliver you an exceptional looking, functional and enjoyable new bathroom or wetroom of your dreams.

[H2] Your Bathroom
We will visit your home to measure your existing bathroom in Edinburgh or Lothian's, discuss all the available options and provide you with a quotation with NO hidden extras.

[H2] Our Guarantee
Due to our smaller overheads we guarantee to be at least 30% cheaper on a like for like quote than other bathroom companies with showrooms in Edinburgh and Lothians.

Final payment on your bathroom is not due until the work is completed to your total satisfaction.

To book your no-obligation consultation call Arek on 07933150425.
1228 chars
🛡️ Trust Signals — reviews, proof links, trust-theatre flag (Trust & Proof)
1Review mentions (all pages)
1External proof links (all pages)
PageReviewsProof links
/ (home) 1 1
🔗 Identity & Technical Layer — schema JSON-LD: identity chains, entity gaps (Identity & Authority)
Homepage — no schema detected (entity gap)

Your Diagnosis

Before revealing the machine’s verdict, predict the BS score for each signal. Higher = more BS (more fluff, less verifiable substance). Drag each slider, then submit to compare your judgment against the engine.

Information Density 0 / 30
Read the Narrative & headings: do hard facts (prices, dates, numbers) outweigh fluff power-words?
Semantic Coherence 0 / 20
Compare the homepage promise against the sub-page reality. Do they hold the same line?
Trust & Proof 0 / 20
Weigh review mentions against actual external proof links. Claims without verification = theatre.
Commodity Fingerprint 0 / 15
Check headings & narrative against the industry clichés in the setup above.
Identity & Authority 0 / 15
Inspect the schema: is there real Organization/Person identity with sameAs links, or gaps?
Your predicted BS score 0 / 100
💡 Stuck? Reveal the heuristic lens — how the deterministic page-auditor reads each signal (no AI, pure pattern rules)

These are the structural rules a local, deterministic auditor applies — the same lens you can use to judge each signal. They describe what to look for, not this company’s result.

Information Density

Classify each sentence as substantive or hollow. Grounding markers — numbers, currencies, dates, technical units, named entities — outweigh marketing adjectives. When fluff sits right next to hard evidence, the fluff is forgiven.

Semantic Alignment

Pull the main entities out of the H1, then check whether they actually recur through the body. A page that announces one thing and then talks about another drifts. Headings with no real sentences underneath read as pseudo-substance.

Trust & Proof

Count trust words (review, testimonial, rating, verified) against real outbound proof links (Google, Trustpilot, Clutch, G2, Yelp). Lots of trust language with zero verification links is trust theatre. Unlinked logo galleries count against it.

Commodity Fingerprint

Look at how much sentence length varies. Natural writing varies its rhythm; templated or mass-produced copy is statistically uniform. Very low variation reads as commodity content — unless unique named entities break the pattern.

Identity & Authority

Inspect the JSON-LD. Is there an Organization or Person schema, and does it carry sameAs links to real external profiles (LinkedIn, socials)? Missing schema or no identity declaration signals an anonymous entity.

Want to apply this lens yourself? The free BS Indicator Chrome extension runs these heuristic checks live on any page. Bear in mind it is a single-page, deterministic tool — it relies only on pattern rules for the page in front of it and does not perform the cross-page semantic correlation this audit uses, so its readout is a starting lens, not the full verdict.

B
BS Level
Architecture, Interior Design & Home Improvement
41.3 Avg BS

Based on 1019 businesses audited.

BS Detector

Architecture, Interior Design & Home Improvement BS: Fraser Bathrooms (www.fraserbathrooms.co.uk)

http://www.fraserbathrooms.co.uk 📍 Industry: Architecture, Interior Design & Home Improvement
32 BS / 100

Fraser Bathrooms is a grounded local business that avoids the jargon-heavy ‘design-led thinking’ of luxury firms but suffers from a lack of technical proof. It provides a refreshingly specific financial hook—the 30 percent saving—while failing to provide the portfolio evidence required to validate its quality claims. The site is a low-BS, high-utility service portal that needs better technical authority to match its bold pricing promises.

Info Density Power-words vs. Substance ratio.
10
33% BS
Semantic Coherence Homepage promise vs. Sub-page reality.
0
0% BS
Trust & Proof Verifiable evidence vs. Trust Theatre.
6
30% BS
Commodity Fingerprint Detection of industry clichés/templates.
6
40% BS
Identity & Authority Expert verifiability & Schema depth.
10
67% BS

Implement LocalBusiness and Person schema to give ‘Arek’ and the company a verifiable digital identity. Replace the generic H2 ‘Your Bathroom’ with specific service descriptions like ‘Walk-in Wetroom Installation.’ Add a ‘Previous Work’ section featuring at least three named project locations in Edinburgh with before and after imagery. Explicitly state trade certifications or insurance details to substantiate the ‘expert’ and ‘professional’ claims.

The site content aligns perfectly with the Home Improvement and Bathroom Installation sector of the classified industry. It focuses on the practical aspects of supply, design, and fitting rather than high-level architectural theory.

“The score of 32 indicates a Low BS profile, driven largely by the avoidance of high-level industry jargon and the presence of specific local contact data. Points were primarily accrued in the Identity and Authority pillar due to the complete absence of schema and professional credentials. The Trust and Proof score was impacted by the lack of a visible portfolio to back the 30 percent price guarantee.”

Verified Analysis Date: May 22, 2026 © 1EuroSEO Independent Evaluator — Non-Sponsored Result
Brand AI Reputation