Training Example: West Lothian Council – Review the Data, Give Your Score & Compare to the Real AI Evaluation

Industry Context — Common BS Fingerprints in Government, Municipal & Public Sector
Generic Claims: serving our community, committed to transparency, working for you, building a better future for all…
Red Flags: no published financial data, no meeting minutes or decision records, contact information that leads to dead ends, claims of transparency without published data…
Semantic Drift Patterns: homepage claims digital-first but most services require in-person visits, transparency commitment but no meeting minutes published, citizen engagement language but no consultation mechanisms, claims efficiency but service pages show bureaucratic processes…
Proof Expectations: published budgets and financial statements, council meeting minutes and agendas, performance metrics and service delivery data, FOI response rates and timelines…

West Lothian Council

(http://www.westlothian.gov.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 West Lothian Council – West Lothian Council (http://www.westlothian.gov.uk)
Title

West Lothian Council – West Lothian Council

H1 West Lothian Council
H2 This website uses cookies
H2 Image Carousel
HEADING_REPEATED_BODY Cookies – West Lothian Council (http://westlothian.gov.uk/article/68758/Cookies/)
Title

Cookies – West Lothian Council

H1 Cookies
H2 Cookie preferences
H3 Measuring website usage (Google Analytics)
H3 Recite Me Accessibility Tool Cookies
H3 HotJar Cookies
H3 Third party cookies
H3 Disabling cookies
H3 Necessary Cookies
H3 Analytics
NAV_HEADER_REPEATED Sign-up to our WhatsApp channel and e-newsletters – West Lothian Council (http://westlothian.gov.uk/article/52912/Sign-up-for-news/)
Title

Sign-up to our WhatsApp channel and e-newsletters – West Lothian Council

Meta

Subscribe and receive regular updates.

H1 Sign-up to our WhatsApp channel and e-newsletters
H2 This website uses cookies
H3 Please follow us on WhatsApp:
H3 How to sign-up for email newsletters
H4 It's quick and easy to sign up, and it's free.To sign up:
NAV_HEADER_REPEATED West Lothian News – The Latest News across West Lothian – West Lothian News (http://westlothian.gov.uk/news/)
Title

West Lothian News – The Latest News across West Lothian – West Lothian News

H2 This website uses cookies
H2 Follow us
H3 Don't Waste West Lothian
NAV_HEADER_REPEATED Contacting the Council – West Lothian Council (http://westlothian.gov.uk/article/30853/Contact-Us/)
Title

Contacting the Council – West Lothian Council

Meta

Ways to contact us

H1 Contacting the Council
H2 This website uses cookies
H3 We offer a wide range of online services to allow residents to:
H3 Common reasons to contact the council
H3 Customers with specific requirements
H4 Deaf or hard of hearing
NAV_HEADER_REPEATED All Services – West Lothian Council (http://westlothian.gov.uk/article/46999/All-Services/)
Title

All Services – West Lothian Council

H1 All Services
H2 This website uses cookies
📝 The Narrative — clean text per page (Info Density · Semantic Coherence)
HOMEPAGE (http://www.westlothian.gov.uk) West Lothian Council – West Lothian Council
[H1] West Lothian Council

[IMG: Pay for it Icon]

[IMG: Pay for it Hover Icon]

Pay for it

[IMG: Apply for it Icon]

[IMG: Apply for it Hover Icon]

Apply for it

[IMG: Report it Icon]

[IMG: Report it Hover Icon]

Report it

[IMG: Request it Icon]

[IMG: Request it Hover Icon]

Request it

[IMG: Council Tax and Benefits Icon]

Council Tax and Benefits

Council Tax

Benefits

Cost of Living Hub West Lothian

View More About Council Tax and Benefits

[IMG: Jobs and Employment Icon]

Jobs and Employment

Jobs at the Council

HR Services

Employment Advice

View More About Jobs and Employment

[IMG: Schools and Education Icon]

Schools and Education

Schools and Early Learning & Childcare

Support for Pupils and Parents

Education Policies, Procedures and Consultations

View More About Schools and Education

[IMG: Planning & Building Standards Icon]

Planning & Building Standards

Planning Applications

Development Planning & Environment (DP&E)

Building Standards

View More About Planning & Building Standards

[IMG: Recycling and Waste Icon]

Recycling and Waste

Garden Waste Permits

Household Recycling and Waste

Bin Collection Calendar Dates

View More About Recycling and Waste

[IMG: Your Community Icon]

Your Community

Livingston

Bathgate

Linlithgow

View More About Your Community

[IMG: Roads, Streets and Parking Icon]

Roads, Streets and Parking

Road Closures and Diversions

Gritting and Winter Maintenance

Report Road, Street Lighting and Street Care Issues

View More About Roads, Streets and Parking

[IMG: Health and Social Care Icon]

Health and Social Care

Fostering and Adoption

West Lothian Health and Social Care Partnership

[IMG: Housing Icon]

Housing

Apply for Housing

Council Housing Information

Housing Options and Homelessness

View More About Housing

[IMG: Passenger Transport Icon]

Passenger Transport

Public Transport

School Transport

Community Transport

View More About Passenger Transport

[IMG: Council Information Icon]

Council Information

Your Council Your Say

Live Broadcast - West Lothian Council meetings

About your council

View More About Council Information

[IMG: Libraries Icon]

Libraries

Access Your Library Account & Search, Reserve and Renew

Digital Library

Homebound service

View More About Libraries

[IMG: Business and Trade Icon]

Business and Trade

Licences, Permits and Permissions

Business Rates

Information and Support for Businesses

View More About Business and Trade

[IMG: Environment Icon]

Environment

Animal Welfare

Pest Control

Energy & Climate Change

View More About Environment

[IMG: Parks, Gardens and Woodland Icon]

Parks, Gardens & Woodland

Parks, Gardens and Open Spaces

Country Parks

Outdoor Access

View More About Parks, Gardens & Woodland
4037 chars
SUB-PAGE (http://westlothian.gov.uk/article/68758/Cookies/) Cookies – West Lothian Council
[H1] Cookies

They improve things by:remembering settings, so you don't have to keep re-entering them whenever you visit a new pagemeasuring how you use the website so we can make sure it meets your needs.By using our website, you agree that we can place these types of cookies on your device.   We do not use cookies on our main website that collect information about your browsing habits in order to make advertising relevant to you and your interests.Our cookies aren't used to identify you personally. They're just here to make the site work better for you. Indeed, you can manage and/or delete these small files as you wish.To learn more about cookies and how to manage them, visit aboutcookies.org (opens new window).
[H3] Measuring website usage (Google Analytics)
We use Google Analytics to collect information about how people use this site. We do this to make sure it's meeting its users' needs and to understand how we could do it better. Google Analytics stores information about what pages you visit, how long you are on the site, how you got here and what you click on. We do not collect or store your personal information (e.g. your name or address) so this information cannot be used to identify who you are.NameTypical Content_utmcRecords moment in time when a visitor leaves a site and expires after 30 minutes_utmbRecords moment in time when a visitor enters a site and expires when the user leaves the site_utmzKeeps track of where the visitor came from, what search engine was used, what link was clicked on and what keyword was used_utmaKeeps track of the number of times a visitor has been to the site related to the cookie, when their first visit was, and when their last visit occurredWe do not store or track any personal data using Google analytics and all visitor data remains anonymous. We do not use cookies for any marketing or advertising activity.Information on Google's use of cookies can be found on Google Privacy Policy (opens new window)
[H3] Recite Me Accessibility Tool Cookies
Recite only use cookies for a handful of things, which includes:Access tokens - these are a form of session-ID that is used for API requests to validate users, there is no data transferred other than a true or false valuePreferences - UI preferences are normally saved on our server but may be stored in a cookie as a fall back if this process fails.Activate Persistance - We use cookie to activate persistence so once a user has activated Recite the bar will remains when they go to another page unless they close the bar.None of the Recite Me cookie data is linked to personal information. For more details visit Recite Me Cookie Statement (opens new window)
[H3] HotJar Cookies
HotJar is an online tool which anonymously tracks online user behaviour to allow us to identify how customers are using the website and also highlight any issues to allow us to make improvements.To function properly, like most tracking tools, Hotjar stores first-party cookies on your browser. These cookies are needed to display the correct content to visitors, without personally identifying anyone.
[H3] Third party cookies
We use videos from YouTube and feeds from other websites such as Facebook and Twitter. These third party websites place cookies on your device when watching or viewing these pages.Below are links to their cookie policies:Google and YouTube (opens new window)Facebook Cookie Policy (opens new window)Twitter Privacy Policy (opens new window)
[H3] Disabling cookies
You can stop cookies being downloaded on to your computer or other device by selecting the appropriate settings on your browser. If you do this, however, you may not be able to use the full functionality of this website.There is more information about how to delete or stop using cookies on AboutCookies.org. If you wish, you can also opt out of being tracked by Google Analytics.Further information on the use of personal information can be found on the ICO website (opens new window).The Head of Corporate Services is the council's Data Protection officer and has responsibility for monitoring data protection compliance throughout the council. Each Head of Service has nominated an Information Liaison Officer who is responsible for providing routine advice on Data Protection to the Head of Service and other officers within the service and for co-ordinating responses to Subject Access Requests made to that service. The Information Liaison Officer will also act as the Service representative on the council's Information Management Working Group, which is chaired by the Data Protection Officer.The council has a  to ensure that the council complies with the requirements of the Data Protection Act. The policy will be regularly reviewed by the Data Protection Officer and Information Management Working Group. In addition, the council has developed general guidelines for officers to ensure compliance with the responsibilities of the council when processing personal data and also policies and procedures for the use of mobile electronic devices, the use of council email and internet systems, the application of passwords to electronic information, the disposal of IT hardware and a general records management policy.The council will enter into a Data Processing Agreement where a third party requires to be provided with personal data to allow it to deliver a service on behalf of the council. The council will also ensure that Information Sharing Protocols are entered into when the council is proposing to share personal data in circumstances which are permitted in terms of data protection principles.
5619 chars
SUB-PAGE (http://westlothian.gov.uk/article/52912/Sign-up-for-news/) Sign-up to our WhatsApp channel and e-newsletters – West Lothian Council
[H1] Sign-up to our WhatsApp channel and e-newsletters

Subscribe and receive regular updates.

[H3] Please follow us on WhatsApp:
[H4] It's quick and easy to sign up, and it's free.To sign up:
Make sure you have the most up to date version of the Whatsapp software on your deviceFollow the West Lothian Latest News channel - West Lothian Council WhatsApp Channel (opens new window) from your deviceMake sure you turn on notifications by ensuring the bell icon does not have a score through it.React to the posts with an emoji and click on the links.To view the council's channel, please click on the updates tab at the bottom left corner when using Whatsapp, then select West Lothian Latest News.If you encounter any issues, please email media@westlothian.gov.uk (opens new window) with details so we can look into them further.
[H3] How to sign-up for email newsletters
It's easy to sign-up:Sign up to our e-newsletter (opens new window)If you change your mind about what you want to hear about or if you want to unsubscribe, you can do that at any point. You'll see links at the bottom of each newsletter
1135 chars
SUB-PAGE (http://westlothian.gov.uk/news/) West Lothian News – The Latest News across West Lothian – West Lothian News
[IMG: Provost]

Provost's Awards return for 2026

LATEST NEWS | POSTED 20 May

West Lothian's inspiring local heroes are set to be recognised as nominations for the Provost's Awards open for 2026

Read More

[IMG: Balbardie Primary Inspection progress Icon]

Balbardie Primary Inspection progress

LATEST NEWS | POSTED 19 May

Education Inspectors visited Balbardie Primary School, Bathgate recently. A previous inspection in March last year set out a number of areas for improvement.

Read More

[IMG: Inveralmond Community High School Icon]

Inveralmond Community High School

LATEST NEWS | POSTED 15 May

Inveralmond Community High School were delighted to recently attend the Institute of Physics

Read More

[IMG: Good feedback for Parkhead Primary School Icon]

Good feedback for Parkhead Primary School

LATEST NEWS | POSTED 13 May

A number of strengths were highlighted by Education Inspectors during a recent visit to Parkhead Primary School in West Calder.

Read More

[IMG: Cast your vote in the Scottish Parliament Election Icon]

Cast your vote in the Scottish Parliament Election

LATEST NEWS | POSTED 05 May

Voters in West Lothian will be taking to the polls this week.

Read More

[IMG: Provost]

Provost's Awards return for 2026

LATEST NEWS | POSTED 20 May

West Lothian's inspiring local heroes are set to be recognised as nominations for the Provost's Awards open for 2026

Read More

[IMG: Balbardie Primary Inspection progress Icon]

Balbardie Primary Inspection progress

LATEST NEWS | POSTED 19 May

Education Inspectors visited Balbardie Primary School, Bathgate recently. A previous inspection in March last year set out a number of areas for improvement.

Read More

[IMG: Inveralmond Community High School Icon]

Inveralmond Community High School

LATEST NEWS | POSTED 15 May

Inveralmond Community High School were delighted to recently attend the Institute of Physics

Read More

[IMG: Good feedback for Parkhead Primary School Icon]

Good feedback for Parkhead Primary School

LATEST NEWS | POSTED 13 May

A number of strengths were highlighted by Education Inspectors during a recent visit to Parkhead Primary School in West Calder.

Read More

[IMG: Cast your vote in the Scottish Parliament Election Icon]

Cast your vote in the Scottish Parliament Election

LATEST NEWS | POSTED 05 May

Voters in West Lothian will be taking to the polls this week.

Read More

Armadale and Blackridge Find out the latest news and what's going on in Armadale and Blackridge

Bathgate Find out the latest news and what's going on in Bathgate

Broxburn, Uphall and Winchburgh Find out the latest news and what's going on in Broxburn, Uphall and Winchburgh

East Livingston and East Calder Find out the latest news and what's going on in East Livingston and East Calder

See More

Latest News

20

MAY

Provost's Awards return for 2026

West Lothian's inspiring local heroes are set to be recognised as nominations for the Provost's Awards open for 2026

19

MAY

Balbardie Primary Inspection progress

Education Inspectors visited Balbardie Primary School, Bathgate recently. A previous inspection in March last year set out a number of areas for improvement.

15

MAY

Inveralmond Community High School

Inveralmond Community High School were delighted to recently attend the Institute of Physics

View More

Facebook

West Lothian Council

View More

Latest News

20

MAY

Provost's Awards return for 2026

West Lothian's inspiring local heroes are set to be recognised as nominations for the Provost's Awards open for 2026

19

MAY

Balbardie Primary Inspection progress

Education Inspectors visited Balbardie Primary School, Bathgate recently. A previous inspection in March last year set out a number of areas for improvement.

15

MAY

Inveralmond Community High School

Inveralmond Community High School were delighted to recently attend the Institute of Physics

View More

Facebook

West Lothian Council

View More
4880 chars
SUB-PAGE (http://westlothian.gov.uk/article/30853/Contact-Us/) Contacting the Council – West Lothian Council
[H1] Contacting the Council

Ways to contact us

Thank you for enquiring about West Lothian Council.
[H3] We offer a wide range of online services to allow residents to:
Request a council serviceReport an issue with a council servicePay for a serviceApply for a council serviceComplain about a council serviceIf you cannot find what you are looking for via the links above, or using the search bar, please see the different options for submitting a specific enquiry below.Alternatively you may wish to call our Customer Service Centre on 01506 280000.  The quickest and most efficient way to contact us is via our Contact us online formUnfortunately we are currently unable to respond to specific enquiries via social media.
[H3] Common reasons to contact the council
Information on Applying for a Council HouseUpdates on bin collectionsReport Illegal Fly TippingPaying Council TaxSchool Term Dates
[H3] Customers with specific requirements
For interpretation and translation services please telephone our Customer Service Centre on 01506 280000. We also use Recite Me text speak software on our website.
[H4] Deaf or hard of hearing
British Sign Language (BSL) users can contact us direct by using the Contact Scotland Website (opens new window)Alternatively you can use the Next Generation Text Service also known as Text Relay by dialling 18001 + 01506 280000

Contact Us Online

Our aim is to make it as easy as possible to access our services, help and information when it is convenient for you.

Other ways to contact the council

Other methods of contacting the council that are available

Complaints

West Lothian Council is committed to providing high-quality customer services. We value complaints and use the information from them to help us improve our services. If something goes wrong or you are dissatisfied with our services, please tell us.
2002 chars
SUB-PAGE (http://westlothian.gov.uk/article/46999/All-Services/) All Services – West Lothian Council
[H1] All Services

[IMG: An image relating to Council Tax and Benefits]

Council Tax and Benefits

Council Tax

Benefits

Cost of Living Hub West Lothian

Multiple Council Debts

[IMG: An image relating to Jobs and Employment]

Jobs and Employment

Jobs at the Council

HR Services

Employment Advice

West Lothian Council - Fair Work First

[IMG: An image relating to Schools and Education]

Schools and Education

Schools and Early Learning & Childcare

Support for Pupils and Parents

Education Policies, Procedures and Consultations

Scottish Milk and Healthy Snack Scheme

[IMG: An image relating to Planning & Building Standards]

Planning & Building Standards

Planning Applications

Development Planning & Environment (DP&E)

Building Standards

Related Planning Information

[IMG: An image relating to Recycling and Waste]

Recycling and Waste

Garden Waste Permits

Household Recycling and Waste

Bin Collection Calendar Dates

Reporting Waste and Recycling issue

[IMG: An image relating to Your Community]

Your Community

[IMG: An image relating to Roads, Streets and Parking]

Roads, Streets and Parking

Road Closures and Diversions

Gritting and Winter Maintenance

Report Road, Street Lighting and Street Care Issues

Road Management and Development

[IMG: An image relating to Health and Social Care]

Health and Social Care

Fostering and Adoption

West Lothian Health and Social Care Partnership

[IMG: An image relating to Housing]

Housing

Apply for Housing

Council Housing Information

Housing Options and Homelessness

Sheltered, Supported and Housing Associations

[IMG: An image relating to Passenger Transport]

Passenger Transport

Public Transport

School Transport

Community Transport

Concessionary Travel

[IMG: An image relating to Council Information]

Council Information

Your Council Your Say

Live Broadcast - West Lothian Council meetings

About your council

Councillors and Democracy

[IMG: An image relating to Libraries]

Libraries

Access Your Library Account & Search, Reserve and Renew

Digital Library

Homebound service

Library Information

[IMG: An image relating to Business and Trade]

Business and Trade

Licences, Permits and Permissions

Business Rates

Information and Support for Businesses

Information and Support for Consumers

[IMG: An image relating to Environment]

Environment

Animal Welfare

Pest Control

Energy & Climate Change

Pollution and How to Report It

[IMG: An image relating to Parks, Gardens and Woodland]

Parks, Gardens & Woodland

Parks, Gardens and Open Spaces

Country Parks

Outdoor Access

Trees and Woodland
3570 chars
🛡️ Trust Signals — reviews, proof links, trust-theatre flag (Trust & Proof)
1Review mentions (all pages)
11External proof links (all pages)
PageReviewsProof links
/ (home) 0 1
/article/68758/Cookies/ 1 2
/article/52912/Sign-up-for-news/ 0 1
/news/ 0 5
/article/30853/Contact-Us/ 0 1
/article/46999/All-Services/ 0 1
🔗 Identity & Technical Layer — schema JSON-LD: identity chains, entity gaps (Identity & Authority)
Homepage schema
{
    "image": {
        "@type": "imageObject",
        "width": 1200,
        "height": 630,
        "contentUrl": "https://www.westlothian.gov.uk/image/3768/West-Lothian-Council-Logo-Transparent/jsonld.png?m=1493294580453",
        "caption": "West Lothian Council Logo"
    },
    "@type": "WebPage",
    "name": "West Lothian Council - West Lothian Council",
    "description": "",
    "@context": "https://schema.org",
    "url": "https://www.westlothian.gov.uk/"
}
/article/68758/Cookies/
{
    "image": {
        "@type": "imageObject",
        "width": 1200,
        "height": 630,
        "contentUrl": "https://www.westlothian.gov.uk/image/3768/West-Lothian-Council-Logo-Transparent/jsonld.png?m=1493294580453",
        "caption": "West Lothian Council Logo"
    },
    "@type": "WebPage",
    "name": "Cookies - West Lothian Council",
    "description": "",
    "@context": "https://schema.org",
    "url": "https://www.westlothian.gov.uk/article/68758/Cookies"
}
/article/52912/Sign-up-for-news/
{
    "image": {
        "@type": "imageObject",
        "width": 1200,
        "height": 630,
        "contentUrl": "https://www.westlothian.gov.uk/image/3768/West-Lothian-Council-Logo-Transparent/jsonld.png?m=1493294580453",
        "caption": "West Lothian Council Logo"
    },
    "@type": "WebPage",
    "name": "Sign-up to our WhatsApp channel and e-newsletters - West Lothian Council",
    "description": "Subscribe and receive regular updates.",
    "@context": "https://schema.org",
    "url": "https://www.westlothian.gov.uk/signup"
}
/news/
{
    "image": {
        "@type": "imageObject",
        "width": 1200,
        "height": 630,
        "contentUrl": "https://news.westlothian.gov.uk/image/20235/West-Lothian-News/jsonld.png?m=1523544595103",
        "caption": "West Lothian News"
    },
    "@type": "WebPage",
    "name": "West Lothian News - The Latest News across West Lothian - West Lothian News",
    "description": "",
    "@context": "https://schema.org",
    "url": "https://news.westlothian.gov.uk/"
}
/article/30853/Contact-Us/
{
    "image": {
        "@type": "imageObject",
        "width": 1200,
        "height": 630,
        "contentUrl": "https://www.westlothian.gov.uk/image/3768/West-Lothian-Council-Logo-Transparent/jsonld.png?m=1493294580453",
        "caption": "West Lothian Council Logo"
    },
    "@type": "WebPage",
    "name": "Contacting the Council - West Lothian Council",
    "description": "Ways to contact us",
    "@context": "https://schema.org",
    "url": "https://www.westlothian.gov.uk/contactus"
}
/article/46999/All-Services/
{
    "image": {
        "@type": "imageObject",
        "width": 1200,
        "height": 630,
        "contentUrl": "https://www.westlothian.gov.uk/image/3768/West-Lothian-Council-Logo-Transparent/jsonld.png?m=1493294580453",
        "caption": "West Lothian Council Logo"
    },
    "@type": "WebPage",
    "name": "All Services - West Lothian Council",
    "description": "",
    "@context": "https://schema.org",
    "url": "https://www.westlothian.gov.uk/article/46999/All-Services"
}

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
Government, Municipal & Public Sector
31.1 Avg BS

Based on 303 businesses audited.

BS Detector

Government, Municipal & Public Sector BS: West Lothian Council (www.westlothian.gov.uk)

http://www.westlothian.gov.uk 📍 Industry: Government, Municipal & Public Sector
12 BS / 100

A rare benchmark for municipal transparency and utility. The site serves as a functional portal for citizens with zero detectable marketing bullshit, prioritizing service accessibility over self-congratulation.

Info Density Power-words vs. Substance ratio.
5
17% BS
Semantic Coherence Homepage promise vs. Sub-page reality.
0
0% BS
Trust & Proof Verifiable evidence vs. Trust Theatre.
1
5% BS
Commodity Fingerprint Detection of industry clichés/templates.
5
33% BS
Identity & Authority Expert verifiability & Schema depth.
1
7% BS

Add sameAs links to the Data Protection Officer and Head of Service descriptions to bridge the identity-authority gap. Include a direct ‘Performance and Audit’ section in the ‘Council Information’ category to display FOI and service metrics. Hyperlink to the full Education Scotland inspection PDFs within news summaries for maximum transparency. Implement Person schema for elected officials mentioned in news and award updates.

Perfect alignment. The site content strictly adheres to the functions of a municipal authority, providing direct access to public services without administrative fluff or mismatched industry jargon.

“The score is exceptionally low because the site functions as a utility, not a sales pitch. Pillar scores for Information Density and Semantic Coherence were minimal due to the high noun-to-adjective ratio and perfect cross-page alignment. Commodity Fingerprint (5) was the primary driver of the score due to the standardized municipal template used across UK councils.”

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