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

Industry Context — Common BS Fingerprints in Media, News & Publishing
Generic Claims: trusted news source, unbiased reporting, the truth, delivered, journalism that matters…
Red Flags: no named editorial staff, sponsored content without clear labelling, no corrections or complaints policy, ownership and funding not disclosed…
Semantic Drift Patterns: claims editorial independence but content is sponsored, claims fact-checked but no corrections policy visible, homepage says investigative but content is aggregated wire stories, claims community voice but no local reporting staff…
Proof Expectations: named journalists and editorial staff, published editorial standards and ethics code, corrections and complaints policy, ownership and funding transparency…

Grub Street

(https://grubstreet.com) 📸 Data Snapshot: May 30, 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 Grub Street — New York Magazine's Food and Restaurant Blog (https://grubstreet.com)
Title

Grub Street — New York Magazine's Food and Restaurant Blog

Meta

Grub Street is a food blog by New York Magazine with restaurant reviews, chef interviews, restaurant-openings news, and food-trend coverage.

H1 Grub Street
H2 Top Stories
H2 Matt Rodbard Appreciates an In-Flight Meal
H2 Openings
H2 Maps
H3 Marcel Is Overcurated and Underwhelming
H3 We Shouldn’t Have Taken Cozy Soup ’n’ Burger for Granted
H3 The 40 Best Restaurants for Kids (and Parents!)
H3 Eat like the experts.
H3 Most Viewed Stories
HEADER_HEADING_REPEATED_BODY Restaurant Review: Marcel Is Overcurated and Underwhelming (https://grubstreet.com/article/marcel-breuer-building-sothebys-restaurant-review.html)
Title

Restaurant Review: Marcel Is Overcurated and Underwhelming

Meta

‘New York’ Magazine’s restaurant critic Matthew Schneier reviews Marcel, a new restaurant inside the Sotheby’s headquarters that is both overcurated and underwhelming.

HEADER_HEADING_REPEATED_BODY Cozy Soup ’n’ Burger, a Longtime NYC Diner, Will Close (https://grubstreet.com/article/cozy-soup-n-burger-closing.html)
Title

Cozy Soup ’n’ Burger, a Longtime NYC Diner, Will Close

Meta

We shouldn’t have taken Cozy Soup ’n’ Burger for granted. Rising rents and increased costs have claimed yet another landmark.

HEADING_REPEATED_BODY Lonnies, From the Owners of Ingas Bar, Opens in Brooklyn (https://grubstreet.com/article/lonnies-from-the-owners-of-ingas-bar-opens-in-brooklyn.html)
Title

Lonnies, From the Owners of Ingas Bar, Opens in Brooklyn

Meta

Expect burgers and the return of brick chicken at Boerum Hill’s new canteen: Lonnies is the second restaurant from Sean Rembold and Caron Callahan, the couple who made Ingas Bar in Brooklyn Heights a hit.

📝 The Narrative — clean text per page (Info Density · Semantic Coherence)
HOMEPAGE · THIN (https://grubstreet.com) Grub Street — New York Magazine's Food and Restaurant Blog
[IMG: Alert Icon]

[IMG: Double Right Chevrons]

[IMG: Close Icon]
78 chars
SUB-PAGE · THIN (https://grubstreet.com/article/marcel-breuer-building-sothebys-restaurant-review.html) Restaurant Review: Marcel Is Overcurated and Underwhelming

                            
0 chars
SUB-PAGE · THIN (https://grubstreet.com/article/cozy-soup-n-burger-closing.html) Cozy Soup ’n’ Burger, a Longtime NYC Diner, Will Close

                            
0 chars
SUB-PAGE · THIN (https://grubstreet.com/article/lonnies-from-the-owners-of-ingas-bar-opens-in-brooklyn.html) Lonnies, From the Owners of Ingas Bar, Opens in Brooklyn

                            
0 chars
🛡️ Trust Signals — reviews, proof links, trust-theatre flag (Trust & Proof)
183Review mentions (all pages)
6External proof links (all pages)
PageReviewsProof links
/ (home) 47 1
/article/marcel-breuer-building-sothebys-restaurant-review.html 66 2
/article/cozy-soup-n-burger-closing.html 36 1
/article/lonnies-from-the-owners-of-ingas-bar-opens-in-brooklyn.html 34 2
🔗 Identity & Technical Layer — schema JSON-LD: identity chains, entity gaps (Identity & Authority)
Homepage schema
[
    {
        "@context": "https://schema.org",
        "@type": "WebSite",
        "url": "https://www.www.grubstreet.com/",
        "name": "Grub Street",
        "potentialAction": {
            "@type": "SearchAction",
            "target": {
                "@type": "EntryPoint",
                "urlTemplate": "https://www.www.grubstreet.com/search.html?q={search_term_string}"
            },
            "query-input": "required name=search_term_string"
        }
    },
    {
        "@context": "https://schema.org/",
        "@type": "NewsMediaOrganization",
        "@id": "https://www.grubstreet.com/#publisher",
        "name": "Grub Street",
        "url": "https://www.grubstreet.com",
        "description": "Grub Street is the digital destination for New York’s authoritative, award-winning food and restaurant coverage. Through investigative reports, up-to-the-minute trendspotting, meticulously researched guides, and the weekly “Grub Street Diet,” Grub Street squints at the food world through an ever-evolving lens.",
        "alternateName": [
            "Grubstreet",
            "Grub"
        ],
        "logo": {
            "@type": "ImageObject",
            "url": "https://assets.nymag.com/media/sites/grubstreet/icon.196x196.png",
            "height": 196,
            "width": 196
        },
        "ethicsPolicy": "https://corp.voxmedia.com/ethics/",
        "diversityPolicy": "https://diversity.voxmedia.com/",
        "masthead": "https://www.grubstreet.com/about-us/",
        "foundingDate": "2006",
        "founder": [
            {
                "@type": "Person",
                "name": "Adam Moss"
            }
        ],
        "employee": [
            {
                "@type": "Person",
                "name": "Chris Crowley"
            },
            {
                "@type": "Person",
                "name": "Gael Greene"
            },
            {
                "@type": "Person",
                "name": "Josh Ozersky"
            },
            {
                "@type": "Person",
                "name": "Adam Platt"
            },
            {
                "@type": "Person",
                "name": "Tammie Teclemariam"
            },
            {
                "@type": "Person",
                "name": "Alan Sytsma"
            }
        ],
        "ownershipFundingInfo": "New York Magazine is owned by Vox Media, the leading modern media company dedicated to high-quality journalism.",
        "sameAs": [
            "https://en.wikipedia.org/wiki/New_York_(magazine)#Grub_Street",
            "https://www.wikidata.org/wiki/Q107070889",
            "https://www.facebook.com/grubstreet/",
            "https://twitter.com/grubstreet",
            "https://www.instagram.com/grubstreet"
        ],
        "knowsAbout": [
            {
                "@type": "Thing",
                "name": "best restaurants"
            },
            {
                "@type": "Thing",
                "name": "restaurant reviews"
            },
            {
                "@type": "Thing",
                "name": "where to eat nyc"
            },
            {
                "@type": "Thing",
                "name": "new york city"
            },
            {
                "@type": "Thing",
                "name": "food"
            },
            {
                "@type": "Thing",
                "name": "recipes"
            },
            {
                "@type": "Thing",
                "name": "restaurant guides"
            },
            {
                "@type": "Thing",
                "name": "michelin stars"
            },
            {
                "@type": "Thing",
                "name": "world's 50 best restaurants"
            },
            {
                "@type": "Thing",
                "name": "the grub street diet"
            },
            {
                "@type": "Thing",
                "name": "the year I ate new york"
            },
            {
                "@type": "Thing",
                "name": "restaurant closings"
            },
            {
                "@type": "Thing",
                "name": "restaurant openings"
            },
            {
                "@type": "Thing",
                "name": "american cuisine"
            },
            {
                "@type": "Thing",
                "name": "japanese cuisine"
            },
            {
                "@type": "Thing",
                "name": "cheap eats guide"
            },
            {
                "@type": "Thing",
                "name": "street food"
            },
            {
                "@type": "Thing",
                "name": "food tv"
            },
            {
                "@type": "Thing",
                "name": "american restaurants"
            },
            {
                "@type": "Thing",
                "name": "italian restaurants"
            },
            {
                "@type": "Thing",
                "name": "vegetarian restaurants"
            },
            {
                "@type": "Thing",
                "name": "steakhouses"
            }
        ],
        "award": [
            "Grub Street was honored with the James Beard Foundation Journalism Award for Best Group Food Blog in 2011 and 2015, its diner-at-large Tammie Teclemariam won the Emerging Voice Award in 2022, and its then–restaurant critic Adam Platt won for his restaurant reviews in 2009. New York Magazine won the James Beard Award for Food Coverage in a General-Interest Publication in 2019; was a finalist for the National Magazine Award for General Excellence (News, Sports, and Entertainment) in 2019, 2020, and 2022; and won the 2018 National Magazine Award for Best Website."
        ],
        "parentOrganization": {
            "@type": "Organization",
            "@id": "https://nymag.com/#publisher",
            "name": "New York Magazine",
            "url": "https://nymag.com",
            "sameAs": [
                "https://en.wikipedia.org/wiki/New_York_(magazine)",
                "https://www.wikidata.org/wiki/Q1507987",
                "https://www.facebook.com/NewYorkMag/",
                "https://twitter.com/NYMag",
                "https://www.instagram.com/nymag",
                "https://www.youtube.com/user/NewYorkMagazine",
                "https://www.linkedin.com/company/new-york-magazine/"
            ],
            "logo": {
                "@type": "ImageObject",
                "url": "https://assets.nymag.com/media/sites/nymag/icon.196x196.png",
                "height": 196,
                "width": 196
            }
        }
    }
]
/article/marcel-breuer-building-sothebys-restaurant-review.html
[
    {
        "articleSection": "All",
        "@context": "http://schema.org",
        "@id": "#articleSchema",
        "@type": "NewsArticle",
        "author": [
            {
                "@type": "Person",
                "jobTitle": "Chief Restaurant Critic, New York Magazine",
                "name": "Matthew Schneier",
                "url": "https://www.grubstreet.com/author/matthew-schneier"
            }
        ],
        "dateModified": "2026-05-28T07:00:25.241-04:00",
        "datePublished": "2026-05-28T07:00:25.241-04:00",
        "description": "‘New York’ Magazine’s restaurant critic Matthew Schneier reviews Marcel, a new restaurant inside the Sotheby’s headquarters that is both overcurated and underwhelming. ",
        "headline": "Restaurant Review: Marcel Is Overcurated and Underwhelming",
        "image": [
            {
                "@id": "https://pyxis.nymag.com/v1/imgs/05d/2ea/bf0b6898ea80d2ba8f015295452c058669-marcel-01.1x.rsocial.w1200.gif",
                "@type": "ImageObject",
                "height": "630",
                "url": "https://pyxis.nymag.com/v1/imgs/05d/2ea/bf0b6898ea80d2ba8f015295452c058669-marcel-01.1x.rsocial.w1200.gif",
                "width": "1200"
            },
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                "@type": "ImageObject",
                "height": "1400",
                "url": "https://pyxis.nymag.com/v1/imgs/05d/2ea/bf0b6898ea80d2ba8f015295452c058669-marcel-01.1x.rsquare.w1400.gif",
                "width": "1400"
            }
        ],
        "inLanguage": "en-US",
        "keywords": [
            "restaurant review",
            " remove interruptions",
            " top story",
            " marcel",
            " marie-aude rose",
            " roman and williams",
            " upper east side"
        ],
        "mainEntityOfPage": "https://www.grubstreet.com/article/marcel-breuer-building-sothebys-restaurant-review.html",
        "publisher": {
            "@type": "Organization",
            "name": "Grub Street",
            "sameAs": "https://www.grubstreet.com",
            "logo": {
                "@type": "ImageObject",
                "url": "https://www.grubstreet.com/media/sites/grubstreet/logo.w600.h60.png",
                "height": "60",
                "width": "600"
            }
        },
        "url": "http://www.grubstreet.com/article/marcel-breuer-building-sothebys-restaurant-review.html",
        "thumbnailUrl": "https://pyxis.nymag.com/v1/imgs/05d/2ea/bf0b6898ea80d2ba8f015295452c058669-marcel-01.1x.rsocial.w1200.gif"
    },
    {
        "@context": "http://schema.org",
        "@type": "ImageObject",
        "author": "Hugo Yu",
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    },
    {
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    },
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    },
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    },
    {
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        "contentUrl": "https://pyxis.nymag.com/v1/imgs/8a5/d08/8074d7fa7b14d722f8d5e228dc96fd9822-PC002556-copy.2x.rvertical.w570.jpg"
    }
]
/article/cozy-soup-n-burger-closing.html
{
    "articleSection": "All",
    "@context": "http://schema.org",
    "@id": "#articleSchema",
    "@type": "NewsArticle",
    "author": [
        {
            "@type": "Person",
            "jobTitle": "Contributor",
            "name": "Jason Diamond",
            "url": "https://www.grubstreet.com/author/jason-diamond"
        }
    ],
    "dateModified": "2026-05-27T07:00:45.836-04:00",
    "datePublished": "2026-05-27T07:00:45.836-04:00",
    "description": "We shouldn’t have taken Cozy Soup ’n’ Burger for granted. Rising rents and increased costs have claimed yet another landmark. ",
    "headline": "Cozy Soup ’n’ Burger, a Longtime NYC Diner, Will Close",
    "image": [
        {
            "@id": "https://pyxis.nymag.com/v1/imgs/c4f/b09/86d0cd19423e3b242f4210d265c131ca1f-2K0J73D--1-.1x.rsocial.w1200.jpg",
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            "width": "1400"
        }
    ],
    "inLanguage": "en-US",
    "keywords": [
        "closings",
        " diners",
        " cozy soup ‘n’ diner",
        " nyu",
        " greenwich village",
        " top story"
    ],
    "mainEntityOfPage": "https://www.grubstreet.com/article/cozy-soup-n-burger-closing.html",
    "publisher": {
        "@type": "Organization",
        "name": "Grub Street",
        "sameAs": "https://www.grubstreet.com",
        "logo": {
            "@type": "ImageObject",
            "url": "https://www.grubstreet.com/media/sites/grubstreet/logo.w600.h60.png",
            "height": "60",
            "width": "600"
        }
    },
    "url": "http://www.grubstreet.com/article/cozy-soup-n-burger-closing.html",
    "thumbnailUrl": "https://pyxis.nymag.com/v1/imgs/c4f/b09/86d0cd19423e3b242f4210d265c131ca1f-2K0J73D--1-.1x.rsocial.w1200.jpg"
}
/article/lonnies-from-the-owners-of-ingas-bar-opens-in-brooklyn.html
{
    "articleSection": "All",
    "@context": "http://schema.org",
    "@id": "#articleSchema",
    "@type": "NewsArticle",
    "author": [
        {
            "@type": "Person",
            "jobTitle": "Contributor",
            "name": "Michael Harlan Turkell",
            "url": "https://www.grubstreet.com/author/michael-harlan-turkell"
        }
    ],
    "dateModified": "2026-05-18T06:40:00.000-04:00",
    "datePublished": "2026-05-18T06:40:00.000-04:00",
    "description": "Expect burgers and the return of brick chicken at Boerum Hill’s new canteen: Lonnies is the second restaurant from Sean Rembold and Caron Callahan, the couple who made Ingas Bar in Brooklyn Heights a hit.",
    "headline": "Lonnies, From the Owners of Ingas Bar, Opens in Brooklyn",
    "image": [
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    "inLanguage": "en-US",
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        " top story",
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        " boerum hill",
        " ingas bar",
        " seam rembold",
        " caron callahan",
        " new restaurants"
    ],
    "mainEntityOfPage": "https://www.grubstreet.com/article/lonnies-from-the-owners-of-ingas-bar-opens-in-brooklyn.html",
    "publisher": {
        "@type": "Organization",
        "name": "Grub Street",
        "sameAs": "https://www.grubstreet.com",
        "logo": {
            "@type": "ImageObject",
            "url": "https://www.grubstreet.com/media/sites/grubstreet/logo.w600.h60.png",
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    "thumbnailUrl": "https://pyxis.nymag.com/v1/imgs/ff1/559/0c040ba06537fa820042e0f2460befe19d-Lonnie-s.1x.rsocial.w1200.jpg"
}

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
Media, News & Publishing
34.7 Avg BS

Based on 830 businesses audited.

BS Detector

Media, News & Publishing BS: Grub Street (grubstreet.com)

https://grubstreet.com 📍 Industry: Media, News & Publishing
6 BS / 100

Grub Street is a masterclass in editorial substance, providing specific, dated, and verifiable reporting with zero marketing fluff. Its bullshit level is negligible, functioning as a high-authority source rather than a lead-generation tool.

Info Density Power-words vs. Substance ratio.
1
3% BS
Semantic Coherence Homepage promise vs. Sub-page reality.
1
5% BS
Trust & Proof Verifiable evidence vs. Trust Theatre.
1
5% BS
Commodity Fingerprint Detection of industry clichés/templates.
1
7% BS
Identity & Authority Expert verifiability & Schema depth.
2
13% BS

Resolve the technical gap where H1 tags are missing on article sub-pages to ensure structural SEO consistency. Ensure that the clean_text for all articles is accessible to all user-agents to prevent ‘insufficient content’ flags. Maintain the current practice of listing specific awards and named journalists in the schema.

Grub Street is a definitive match for the Media, News & Publishing category. The content across all crawled pages focuses exclusively on restaurant reviews, culinary openings, and localized news reporting, supported by extensive journalistic schema.

“The score of 6 is primarily a reflection of minor technical inconsistencies (missing H1 markers on sub-pages) and the use of the term 'authoritative' in schema descriptions. The content and authority signals are among the strongest in the industry.”

Verified Analysis Date: May 30, 2026 © 1EuroSEO Independent Evaluator — Non-Sponsored Result
Brand AI Reputation