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

Industry Context — Common BS Fingerprints in Home Services (Plumbing, Roofing, HVAC, Electrical)
Generic Claims: no job too small, fast and reliable, honest and affordable, your local trusted tradesman…
Red Flags: gas work offered without visible Gas Safe registration, electrical work without Part P certification, no insurance information, pricing guarantees without site survey…
Semantic Drift Patterns: claims specialist but offers every trade under one brand, homepage says Gas Safe but registration not verifiable, claims commercial capability but portfolio is residential only, emergency service claims but no out-of-hours contact mechanism…
Proof Expectations: Gas Safe registration number (for gas work), NICEIC or NAPIT registration (for electrical work), public liability insurance details, verifiable Checkatrade or TrustMark profile…

AG Fraser Limited

(https://agfraser.co.uk) 📸 Data Snapshot: June 21, 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 New Boilers Installations and Boiler Repairs and Servicing – AG Fraser (https://agfraser.co.uk)
Title

New Boilers Installations and Boiler Repairs and Servicing – AG Fraser

Meta

AG Fraser is a New Boiler Installation, Service and Repairs business. We are based in Wigan and service nearby towns including Bolton, Bury, Leigh and Manchester.

H1 Local boiler experts
H2 Local boiler experts
H2 Annual boiler service and gas safety check
H2 Should you get your broken boiler fixed?
H2 Should you get your broken boiler fixed?
H2 Do you need a new boiler?
H2 Do you need a new boiler?
H2 Our price match promise and offers
H2 Our price match promise and offers
H2 Do you need a new central heating system?
H2 Do you need a new central heating system?
H2 What do our customers say about us?
H2 Upgrade your heating
H2 Upgrade your heating
H3 Rated 9.9 on Checkatrade
H5 01942 447 399
H5 0800 634 6584
H5 01942 447 399
H5 0800 634 6584
H5 Boiler Installation
H5 Boiler service & repair
H5 Boiler repair
NAV_HEADING_REPEATED_BODY 404 Not Found (https://agfraser.co.uk/services-and-repairs/)
Title

404 Not Found

H1 Not Found
NAV_HEADING_REPEATED_BODY 404 Not Found (https://agfraser.co.uk/new-boilers/)
Title

404 Not Found

H1 Not Found
NAV_HEADING_REPEATED_FOOTER 404 Not Found (https://agfraser.co.uk/cdn-cgi/l/email-protection/)
Title

404 Not Found

H1 404 Not Found
📝 The Narrative — clean text per page (Info Density · Semantic Coherence)
HOMEPAGE · THIN (https://agfraser.co.uk) New Boilers Installations and Boiler Repairs and Servicing – AG Fraser
[H2] What do our customers say about us?

[H3] Rated 9.9 on Checkatrade

Rated 9.9 out of 10 based on over 670 customer reviews.

[IMG: 5 Stars]

[H5] Boiler Installation
Dave, M20

I could not be more pleased with AG Fraser. Good value, great communication and excellent workmanship. It is how all companies should perform, but only a very few do.

[IMG: 5 Stars]

[H5] Boiler service & repair
Claire, M40

Great communication, punctual and very professional. Highly recommend

[IMG: 5 Stars]

[H5] Boiler repair
John, WA15

Prompt response after email enquiry and arranged engineer visit within a couple of days. Very professional and easy to work with. Recommend to all!
723 chars
SUB-PAGE · THIN (https://agfraser.co.uk/services-and-repairs/) 404 Not Found
[H1] Not Found
The requested URL was not found on this server.
62 chars
SUB-PAGE · THIN (https://agfraser.co.uk/new-boilers/) 404 Not Found
[H1] Not Found
The requested URL was not found on this server.
62 chars
SUB-PAGE · THIN (https://agfraser.co.uk/cdn-cgi/l/email-protection/) 404 Not Found
[H1] 404 Not Found

cloudflare
31 chars
🛡️ Trust Signals — reviews, proof links, trust-theatre flag (Trust & Proof)
40Review mentions (all pages)
1External proof links (all pages)
PageReviewsProof links
/ (home) 40 1
/services-and-repairs/ 0 0
/new-boilers/ 0 0
/cdn-cgi/l/email-protection/ 0 0
🔗 Identity & Technical Layer — schema JSON-LD: identity chains, entity gaps (Identity & Authority)
Homepage schema
{
    "@context": "http://schema.org",
    "@type": "Plumber",
    "address": {
        "@type": "PostalAddress",
        "addressLocality": "Wigan",
        "addressRegion": "Greater Manchester",
        "postalCode": "WN3 6TE",
        "streetAddress": "Kirkstile Crescent"
    },
    "name": "AG Fraser",
    "url": "https://agfraser.co.uk",
    "email": "talk@agfraser.co.uk",
    "telephone": "08006346584",
    "leiCode": "11522417",
    "legalName": "AG Fraser Limited",
    "description": "AG Fraser is a boiler installation, repair, and central heating installation / upgrade company based in the North West of England.",
    "image": "https://agfraser.co.uk/assets/img/brand/logo-house.png",
    "logo": "https://agfraser.co.uk/assets/img/brand/logo-text.png",
    "openingHours": [
        "Mo-Fr 08:00-18:00",
        "Sa 09:00-13:00"
    ],
    "aggregateRating": {
        "@type": "AggregateRating",
        "ratingValue": "5",
        "reviewCount": "420",
        "bestRating": "5"
    }
}
/services-and-repairs/ — no schema detected (entity gap)
/new-boilers/ — no schema detected (entity gap)
/cdn-cgi/l/email-protection/ — 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
Home Services (Plumbing, Roofing, HVAC, Electrical)
53 Avg BS

Based on 290 businesses audited.

BS Detector

Home Services (Plumbing, Roofing, HVAC, Electrical) BS: AG Fraser Limited (agfraser.co.uk)

https://agfraser.co.uk 📍 Industry: Home Services (Plumbing, Roofing, HVAC, Electrical)
65 BS / 100

AG Fraser operates as a ‘Digital Potemkin Village’ where the homepage serves as a facade for a broken internal structure. The discrepancy in review counts and the failure of all primary service pages suggest a site that has been abandoned or poorly migrated. It scores high on BS due to the massive gap between its professional ‘Expert’ claims and its non-functional technical reality.

Info Density Power-words vs. Substance ratio.
14
47% BS
Semantic Coherence Homepage promise vs. Sub-page reality.
17
85% BS
Trust & Proof Verifiable evidence vs. Trust Theatre.
11
55% BS
Commodity Fingerprint Detection of industry clichés/templates.
12
80% BS
Identity & Authority Expert verifiability & Schema depth.
11
73% BS

Immediately repair the broken links for /services-and-repairs/ and /new-boilers/ to provide the substance promised in the navigation. Add the company’s Gas Safe registration number to the global footer to meet industry proof expectations. Sync the review counts between the homepage text (670) and the schema metadata (420) to eliminate trust signals that look fabricated. Replace generic H2 questions with descriptive, benefit-driven headings that include specific manufacturer names or service areas.

The site aligns with the Home Services category, specifically targeting boiler installation and repairs. However, the presence of three 404 errors for primary service pages suggests a significant disconnect between the business’s stated purpose and its digital availability.

“The score of 65 is primarily driven by Semantic Coherence and Technical Credibility gaps. The total failure of sub-pages to exist (404 errors) accounts for the high score in drift, while the inconsistency in review data between schema and text penalized the Trust and Proof pillar.”

Verified Analysis Date: June 21, 2026 © 1EuroSEO Independent Evaluator — Non-Sponsored Result
Brand AI Reputation