AI-powered evaluation using the Model Context Optimization BS Detection Framework, based solely on publicly available website content.
Based on 1018 businesses audited.
Architecture, Interior Design & Home Improvement BS: Cohn Design (www.cohndesign.com)
Cohn Design is a legitimate, high-end studio hampered by a technically incompetent website that obscures its real-world substance. While the portfolio of named projects is impressive, the 47-point BS score is driven by the ‘Trust Theatre’ of unlinked reviews and a total absence of structured data or technical SEO fundamentals.
Immediately implement Organization and Person schema to link Garry Cohn and Mark Davies to their professional digital footprints. Correct the heading hierarchy by adding a singular, keyword-rich H1 to every page and promoting H4 service headers to H2. Add external verification links to the ‘award-winning’ claims and the ‘Chartered’ status of team members. Replace the unlinked review count with verified third-party review widgets from Google or Houzz.
The site displays a high density of specific project names such as ‘IRISH COUNTRY BARN TRANSFORMATION’ and ‘OMBUDSMAN FOR CHILDREN OFFICE’, which provides substantial evidence of actual work. However, the H2 heading ‘ARTISTIC LUXURY’ is pure power-word fluff. The body text for Garry Cohn’s bio contains a high ratio of jargon including ‘design mixologist’, ‘pastiche’, and ‘fully dimensional + multi sensory world’, though it balances this with specific references to ‘Design Doctors on RTE 1’.
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The semantic drift is remarkably low; the homepage signal of ‘Design Architecture Lifestyle’ is directly supported by extensive residential and commercial portfolio pages. A minor disconnect exists in the heading hierarchy where H4 tags are used for primary services like ‘RESIDENTIAL’ and ‘COMMERCIAL’ on the home/ page, creating a structural mismatch. The ‘Artistic Luxury’ promise on the homepage is validated by the specific high-end commercial clients listed on sub-pages.
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The site exhibits high Trust Theatre; every audited page shows a review_count of 3 with a proof_links_count of 0, meaning testimonials are cited without a path to external verification (e.g., Google or Houzz). While specific high-profile clients like ‘Arnotts’ and ‘Cliff House Hotel’ are named, there are no outbound links to case studies or third-party press releases to verify the ‘award-winning’ claims. This lack of external proof paths is a significant trust anchor failure.
The proof density is polarized: high for named project lists but zero for technical verification. There are over 30 named project entities across the Residential and Commercial pages, which is a strong substance signal. Conversely, there are 0 proof links and no professional registration numbers provided for the ‘Chartered’ staff, meaning the user must trust the text without verifiable evidence.
For a high volume editorial domain example, open the Search Engine Journal Semantic HTML audit. View the SEJ Semantic HTML Audit to see how template drift and structural noise impact AI chunking.
The site uses several industry clichés such as ‘bringing your vision to life’, ‘passionate about design’, and ‘redefining modern luxury’. The ‘Privacy Overview’ blocks are boilerplate template content found on every page, contributing to a lack of unique technical tailoring. However, the ‘pastiche’ and ‘Tom Ford part Vivienne Westwood’ descriptions for Garry Cohn are unique positioning elements that prevent the site from being a pure commodity copy-paste.
There is a severe technical authority gap: all 6 audited pages have an empty H1 tag, and the schema_json is null, indicating zero structured data to support identity claims. While Mark Davies is described as a ‘Chartered Architectural Technologist’, there is no Person schema or external link to the professional register to verify this authority. The technical implementation (broken heading hierarchy and missing metadata) contradicts the claim of ‘design excellence’.
The marketing tone promises ‘unrivaled creative flair’ and ‘intelligent use of style’, which the named portfolio projects generally support. However, the claim of being ‘award-winning’ lacks specific dates or naming of the awards themselves, creating a gap between the claim and the proof. The site demonstrates past work but provides no modern performance metrics or project completion timelines.
Architecture, Interior Design & Home Improvement BS: Cohn Design (www.cohndesign.com)
The website perfectly aligns with the Architecture and Interior Design industry, specifically focusing on luxury residential and commercial sectors. The presence of detailed project titles like ‘THE VILLAS AT CRESCENT COVE’ and ‘THE SKEFFINGTON ARMS HOTEL’ confirms this classification.
A page that loads perfectly for users can still return an empty shell to an AI crawler. Examine the Crawlability Technical Guide and understand why script free extraction is the real measure of visibility.
“The score of 47 is driven primarily by Trust and Proof (15/20) and Identity and Authority (13/15) failures. The null schema, missing H1 tags, and unverified review counts suggest a 'Trust Me' model rather than a 'Show Me' model. The site avoids a higher score only because its project lists (Substance) are highly specific and verifiable via secondary search.”
Analysis Disclosure & Source Attribution
Snapshot Date: May 19, 2026
Purpose: This data is presented under “Fair Use” / “Educational Exception” for the purpose of forensic semantic analysis, allowing users to see how machine logic interprets digital signals.
Machine Perception Notice: This evaluation is generated by machine-read logic (MRL). The AI interprets the “Digital Ghost” of a website (code, metadata, and semantic structures), which may differ from what a human sees at the same moment. This is an automated technical diagnostic and not a statement of fact or human opinion regarding the real-world integrity or legitimacy of the business. Any missing or inaccessible elements in the snapshot are treated as machine-read signals, reflecting AI rendering limitations rather than intentional omission.
Notice to the Evaluated Business: This analysis is part of a non-adversarial audit. The results are intended as professional feedback to help improve machine-readability and authority signals. Any company can use these insights for free. When content is updated, a fresh audit can be requested at any time to reflect the current state.
To All Users: You are encouraged to visit the live site at Cohn Design to view the most current version of their content and see directly what the company offers.