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

Industry Context — Common BS Fingerprints in Food, Restaurants & Delivery
Generic Claims: the best food in town, authentic flavors, made with love, quality ingredients…
Red Flags: no food hygiene rating displayed, stock food photography, locally sourced claims without naming any supplier, award claims without verifiable source…
Semantic Drift Patterns: homepage claims fine dining but menu prices are casual, claims locally sourced but no suppliers named, homepage shows plated dishes but delivery menu is different items, claims authentic cuisine but menu is fusion with no cultural specificity…
Proof Expectations: food hygiene rating displayed, named ingredient suppliers and sources, chef background and culinary credentials, real food photography not stock images…

TCBY

(https://tcby.com) 📸 Data Snapshot: June 19, 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 Home – TCBY (https://tcby.com)
Title

Home – TCBY

H1 TCBY’s #1 mission is to provide nutritional benefits without sacrificing great taste that can't be mimicked
H2 Healthy Benefits
H2 Find a Store
H2 Froyo Rewards
NAV_HEADER_HEADING_REPEATED_BODY Find a Store – TCBY (https://tcby.com/find-a-store/)
Title

Find a Store – TCBY

H1 In 1981 the first TCBY opened in Little Rock, Arkansas. Now, over 40 years later, we're swirling in 350+ locations nationwide.
H2 Get Directions
NAV_HEADER_HEADING_REPEATED_BODY Rewards – TCBY (https://tcby.com/froyo-club/)
Title

Rewards – TCBY

H1 Your Rewards. Your Points. Your Way!
NAV_HEADER_HEADING_REPEATED_BODY Healthy Benefits – TCBY (https://tcby.com/healthy-benefits/)
Title

Healthy Benefits – TCBY

H1 Healthy Benefits of TCBY frozen yogurt:
H2 Specialty FroYo Categories For Various Dietary Needs
H2 Super FroYo
H2 Vegan 
H2 Gluten Free
H2 Dairy Free
H2 Low Fat
H2 Fat Free
H2 No Sugar Added
📝 The Narrative — clean text per page (Info Density · Semantic Coherence)
HOMEPAGE (https://tcby.com) Home – TCBY
[IMG: 6 oz. FREE for Father]
[IMG: 6 oz. FREE for Father]
[IMG: Dirt Cake Soft-Serve Frozen Yogurt]
[IMG: Dirt Cake Soft-Serve Frozen Yogurt]
[IMG: Key Lime Soft-Serve Frozen Yogurt]
[IMG: Key Lime Tart Soft-Serve Frozen Yogurt]
[IMG: Peanut Butter Delight Hand Scooped]
[IMG: Peanut Butter Delight Hand Scooped]
[IMG: Froyo Club Rewards]
[IMG: Froyo Club Rewards]
[H1] TCBY’s #1 mission is to provide nutritional benefits without sacrificing great taste that can't be mimicked
You’d Never Know It’s Fro-Yo!We’re going to spoon it to you straight. We are NOT an ice cream brand. We are a frozen yogurt brand.Our froyo is so smooth and creamy, you wouldn’t know the difference.Instead, the difference lies within! Visit our healthy benefits page for more information.
[IMG: Hand holding cup of frozen yogurt with toppings]
[H2] Healthy Benefits
[IMG: TCBY storefront]
[H2] Find a Store
[IMG: Hand holding phone with frozen yogurt on the screen and also in the image]
[H2] Froyo Rewards
[IMG: Froyo Club Rewards]
[IMG: Froyo Club Rewards]
Own a StoreGift CardsAbout UsContact UsPrivacy PolicyTermsAccessibilityCookie Policy
1121 chars
SUB-PAGE (https://tcby.com/find-a-store/) Find a Store – TCBY
[H1] In 1981 the first TCBY opened in Little Rock, Arkansas. Now, over 40 years later, we're swirling in 350+ locations nationwide.
[H1] Want a TCBY store in your neighborhood? Check out our franchise opportunities.

ZIP / Address:

Radius:

No results found in this location. Please try again.

[H2] Get Directions

From

To

Add Waypoint

For

show options

hide options

Avoid Tolls

Avoid Highways

Avoid Ferries

Print directions

Reset directions

Fetching directions......

Reset directions

Print directions

Own a StoreGift CardsAbout UsContact UsPrivacy PolicyTermsAccessibilityCookie Policy
974 chars
SUB-PAGE (https://tcby.com/froyo-club/) Rewards – TCBY
Skip to Content
[IMG: Froyo Club Rewards]
[H1] Your Rewards. Your Points. Your Way!
[IMG: Phone with Froyo app]
Download The Froyo Club Rewards App Now!
[IMG: Download App Store]
[IMG: Download Google Play]
Don’t have a smartphone? No problem.Sign up now online or at a store near you!Froyo Club Rewards available at select locations. Call or see store for details.The Sweetest Perks
[IMG: Earn points]
Earn 10 Pointsfor every $1 spent
[IMG: Redeem]
Redeemrewards of your choice
[IMG: surprise gift]
Surprisegifts & Special OffersFree Froyoon your Birthday** A birthday month must be added to your profile to be eligible for a free birthday treat (up to a $5.00 value). The free treat will be added to your Rewards Bank on the first of your birthday month. Becoming a Member is Easy
[IMG: 1 swirl]
SIGN UPVisit our Froyo Club Website
[IMG: 2 swirl]
UPDATEMember Profile with phone number and email address. Don't forget to provide your birthday month.
[IMG: 3 swirl]
OPT INTo communications and stay connected and receive alerts for special offers, gifts and more!
[IMG: 4 swirl]
START SWIRLINGEat. Earn. Redeem. Repeat!
[IMG: surprise gift]
New Members enjoy $1 off your first visit+ 25 Bonus Points! $1 Off Welcome Gift is valid on a $5 minimum purchase and expires in 14 days from the date issued. A birthday month must be added to your profile to be eligible for a free birthday treat (up to a $5.00 value - valid for 45 days from date issued.). The free treat will be added to your Reward Bank on the first of the birthday month entered.Being Loyal Has Never Been More SweetJoin the Froyo Club!
[IMG: Download App Store]
[IMG: Download Google Play]
Don’t have a smartphone? No problem.Sign up now online or at a store near you!Froyo Club Rewards available at select locations. Call or see store for details.Questions?See FAQsLoyalty Terms of Service
[IMG: Froyo mobile preview]
Own a StoreGift CardsAbout UsContact UsPrivacy PolicyTermsAccessibilityCookie Policy
1971 chars
SUB-PAGE (https://tcby.com/healthy-benefits/) Healthy Benefits – TCBY
[H1] Healthy Benefits of TCBY frozen yogurt:
Live and Active Cultures in Every Cup!Swirled about in our froyo is 7 live and active cultures. Better known as probiotics – a major component to great gut health.Not all products termed "frozen yogurt" actually contain live and active cultures. Some so-called "frozen yogurts" use heat-treated yogurt, which kills the live and active cultures, or they may simply add in cultures to the mix along with acidifiers and skip the fermentation step all together. We produce and deliver our yogurt to stores as a dairy product, not a powder, to preserve the integrity of the seven types of live and active cultures contained in our proprietary yogurt blends.The National Yogurt Association (NYA) has established a special Live & Active Cultures seal to help you identify these yogurt products, which you’ll find on all our frozen yogurt products!
Many of our frozen yogurt flavors contain essential nutrients including fiber, calcium, protein, iron, potassium, and Vitamin D too!“The frozen yogurt can’t be beat.”“…delicious yogurt (especially white chocolate mousse.)”“Very refreshing.”To view nutritional information, visit our menu page and click a specific flavor or product
[H2] Specialty FroYo Categories For Various Dietary Needs
The assortment of products we offer includes dietary options such as vegan, gluten-free and dairy-free, low-fat, fat-free, and no-sugar-added. In 2011, TCBY formulated the ultimate frozen yogurt with the highest nutritional value. We call it “Super Froyo.” Keep reading to learn more about our specialty flavor lines/categories.
[IMG: Super Fro Yo]
[H2] Super FroYo
10+ Rotating Super FroYo Flavors! Look for the seal on the flavor tag!Super FroYo flavors offer you not only great taste, but also a higher nutritional value of fiber, protein, calcium, Vitamin D and a manageable number of calories. To qualify as Super FroYo, these flavors must meet or exceed the following guidelines per serving*:3 grams or more fiber4 grams or more proteinA good source of calcium and vitamin D120 calories or less per serving7 types of live and active culturesLow in fatYou will find the Super FroYo designation on popular flavors like White Chocolate Mouse, Cookies and Cream as well as Salted Caramel. Additionally, we have no sugar added Super FroYo flavors including Chocolate, Vanilla, Stawberry and Butter Pecan. *Based on a 3.5 fl oz (1/2 cup) serving. Percent DV based on 2000 calorie diet. Information on daily values is rounded according to FDA Guidelines.
[H2] Vegan
15+ Rotating Vegan Flavors, including Sorbets!Vegan friends, we have a wide-selection of flavors to spoon into. Indulge in our vegan-friendly Almond or Oat Milk soft serve options. If you prefer a treat on the lighter side, we also offer 5+ fruity sorbet options to choose from. Flavors include our chocolate almond, a fan favorite, numerous Oak Milk flavors like fudge brownie and latte and a variety of sorbet flavors including orange, mango and psychedelic sorbet to name a few.
[IMG: 6 gluten free soft serve in cups]
[H2] Gluten Free
45+ Rotating Gluten-Free Flavors, including Sorbets!It can be a struggle for people with gluten allergies to find a sweet treat that won’t irritate them later. At TCBY, most of our flavors are gluten-free, so you don’t have to feel singled-out nor “settle” on texture of taste. You too can enjoy the same great taste that everyone raves about! Soft serve flavors include chocolate, cake batter, Roasty Toasty Marshmallow, New York Cheesecake, and so many more. Hand scoop flavors include mint chocolate chunk, cotton candy, peanut butter delight to name a few.
[H2] Dairy Free
15+ Rotating Dairy-Free Flavors, including Sorbets!We have a variety of dairy-free frozen yogurt flavors to safely satisfy your sweet tooth. Our dairy-free options are available in oat milk, almond milk, and refreshing sorbets! Flavors range from chocolate almond, wedding cake, to strawberry kiwi sorbet.
[IMG: Dairy Free 2 cups of soft serve]
[IMG: Low Fat - 4 cups of soft serve]
[H2] Low Fat
25+ Rotating Low-Fat Flavors!At TCBY, we have over 25 sweet and creamy low-fat flavors that you can indulge in with less guilt! Flavors include our signature white chocolate mousse, chocolate, cake batter and peanut butter.
[H2] Fat Free
25+ Rotating Low-Fat Flavors!At TCBY, we have over 25 sweet and creamy low-fat flavors that you can indulge in with less guilt! Flavors include our signature white chocolate mousse, chocolate, cake batter and peanut butter.
[IMG: Fat Free 4 cups of soft serve]
[IMG: No Sugar Added 3 cups of soft serve]
[H2] No Sugar Added
5+ No Sugar Added Flavors!For those with dietary restrictions or simply prefer less sugar, TCBY offers a variety of no sugar added soft serve flavors including chocolate, vanilla, salted caramel and mountain blackberry. You’ll find our no-sugar-added flavors are still satisfyingly sweet. Own a StoreGift CardsAbout UsContact UsPrivacy PolicyTermsAccessibilityCookie Policy
5000 chars
🛡️ Trust Signals — reviews, proof links, trust-theatre flag (Trust & Proof)
14Review mentions (all pages)
4External proof links (all pages)
PageReviewsProof links
/ (home) 2 1
/find-a-store/ 7 1
/froyo-club/ 3 1
/healthy-benefits/ 2 1
🔗 Identity & Technical Layer — schema JSON-LD: identity chains, entity gaps (Identity & Authority)
Homepage schema
{
    "@context": "https://schema.org",
    "@graph": [
        {
            "@type": "WebPage",
            "@id": "https://www.tcby.com/",
            "url": "https://www.tcby.com/",
            "name": "Home - TCBY",
            "isPartOf": {
                "@id": "https://www.tcby.com/#website"
            },
            "datePublished": "2024-11-22T22:43:37+00:00",
            "dateModified": "2025-05-12T20:30:39+00:00",
            "breadcrumb": {
                "@id": "https://www.tcby.com/#breadcrumb"
            },
            "inLanguage": "en-US",
            "potentialAction": [
                {
                    "@type": "ReadAction",
                    "target": [
                        "https://www.tcby.com/"
                    ]
                }
            ]
        },
        {
            "@type": "BreadcrumbList",
            "@id": "https://www.tcby.com/#breadcrumb",
            "itemListElement": [
                {
                    "@type": "ListItem",
                    "position": 1,
                    "name": "Home"
                }
            ]
        },
        {
            "@type": "WebSite",
            "@id": "https://www.tcby.com/#website",
            "url": "https://www.tcby.com/",
            "name": "TCBY",
            "description": "",
            "potentialAction": [
                {
                    "@type": "SearchAction",
                    "target": {
                        "@type": "EntryPoint",
                        "urlTemplate": "https://www.tcby.com/?s={search_term_string}"
                    },
                    "query-input": {
                        "@type": "PropertyValueSpecification",
                        "valueRequired": true,
                        "valueName": "search_term_string"
                    }
                }
            ],
            "inLanguage": "en-US"
        }
    ]
}
/find-a-store/
{
    "@context": "https://schema.org",
    "@graph": [
        {
            "@type": "WebPage",
            "@id": "https://www.tcby.com/find-a-store/",
            "url": "https://www.tcby.com/find-a-store/",
            "name": "Find a Store - TCBY",
            "isPartOf": {
                "@id": "https://www.tcby.com/#website"
            },
            "datePublished": "2024-08-26T21:10:30+00:00",
            "dateModified": "2024-08-26T21:10:31+00:00",
            "breadcrumb": {
                "@id": "https://www.tcby.com/find-a-store/#breadcrumb"
            },
            "inLanguage": "en-US",
            "potentialAction": [
                {
                    "@type": "ReadAction",
                    "target": [
                        "https://www.tcby.com/find-a-store/"
                    ]
                }
            ]
        },
        {
            "@type": "BreadcrumbList",
            "@id": "https://www.tcby.com/find-a-store/#breadcrumb",
            "itemListElement": [
                {
                    "@type": "ListItem",
                    "position": 1,
                    "name": "Home",
                    "item": "https://www.tcby.com/"
                },
                {
                    "@type": "ListItem",
                    "position": 2,
                    "name": "Find a Store"
                }
            ]
        },
        {
            "@type": "WebSite",
            "@id": "https://www.tcby.com/#website",
            "url": "https://www.tcby.com/",
            "name": "TCBY",
            "description": "",
            "potentialAction": [
                {
                    "@type": "SearchAction",
                    "target": {
                        "@type": "EntryPoint",
                        "urlTemplate": "https://www.tcby.com/?s={search_term_string}"
                    },
                    "query-input": {
                        "@type": "PropertyValueSpecification",
                        "valueRequired": true,
                        "valueName": "search_term_string"
                    }
                }
            ],
            "inLanguage": "en-US"
        }
    ]
}
/froyo-club/
{
    "@context": "https://schema.org",
    "@graph": [
        {
            "@type": "WebPage",
            "@id": "https://www.tcby.com/froyo-club/",
            "url": "https://www.tcby.com/froyo-club/",
            "name": "Rewards - TCBY",
            "isPartOf": {
                "@id": "https://www.tcby.com/#website"
            },
            "datePublished": "2024-09-25T19:58:41+00:00",
            "dateModified": "2025-01-14T00:02:12+00:00",
            "breadcrumb": {
                "@id": "https://www.tcby.com/froyo-club/#breadcrumb"
            },
            "inLanguage": "en-US",
            "potentialAction": [
                {
                    "@type": "ReadAction",
                    "target": [
                        "https://www.tcby.com/froyo-club/"
                    ]
                }
            ]
        },
        {
            "@type": "BreadcrumbList",
            "@id": "https://www.tcby.com/froyo-club/#breadcrumb",
            "itemListElement": [
                {
                    "@type": "ListItem",
                    "position": 1,
                    "name": "Home",
                    "item": "https://www.tcby.com/"
                },
                {
                    "@type": "ListItem",
                    "position": 2,
                    "name": "Rewards"
                }
            ]
        },
        {
            "@type": "WebSite",
            "@id": "https://www.tcby.com/#website",
            "url": "https://www.tcby.com/",
            "name": "TCBY",
            "description": "",
            "potentialAction": [
                {
                    "@type": "SearchAction",
                    "target": {
                        "@type": "EntryPoint",
                        "urlTemplate": "https://www.tcby.com/?s={search_term_string}"
                    },
                    "query-input": {
                        "@type": "PropertyValueSpecification",
                        "valueRequired": true,
                        "valueName": "search_term_string"
                    }
                }
            ],
            "inLanguage": "en-US"
        }
    ]
}
/healthy-benefits/
{
    "@context": "https://schema.org",
    "@graph": [
        {
            "@type": "WebPage",
            "@id": "https://www.tcby.com/healthy-benefits/",
            "url": "https://www.tcby.com/healthy-benefits/",
            "name": "Healthy Benefits - TCBY",
            "isPartOf": {
                "@id": "https://www.tcby.com/#website"
            },
            "datePublished": "2024-08-26T17:25:33+00:00",
            "dateModified": "2025-02-18T21:48:07+00:00",
            "breadcrumb": {
                "@id": "https://www.tcby.com/healthy-benefits/#breadcrumb"
            },
            "inLanguage": "en-US",
            "potentialAction": [
                {
                    "@type": "ReadAction",
                    "target": [
                        "https://www.tcby.com/healthy-benefits/"
                    ]
                }
            ]
        },
        {
            "@type": "BreadcrumbList",
            "@id": "https://www.tcby.com/healthy-benefits/#breadcrumb",
            "itemListElement": [
                {
                    "@type": "ListItem",
                    "position": 1,
                    "name": "Home",
                    "item": "https://www.tcby.com/"
                },
                {
                    "@type": "ListItem",
                    "position": 2,
                    "name": "Healthy Benefits"
                }
            ]
        },
        {
            "@type": "WebSite",
            "@id": "https://www.tcby.com/#website",
            "url": "https://www.tcby.com/",
            "name": "TCBY",
            "description": "",
            "potentialAction": [
                {
                    "@type": "SearchAction",
                    "target": {
                        "@type": "EntryPoint",
                        "urlTemplate": "https://www.tcby.com/?s={search_term_string}"
                    },
                    "query-input": {
                        "@type": "PropertyValueSpecification",
                        "valueRequired": true,
                        "valueName": "search_term_string"
                    }
                }
            ],
            "inLanguage": "en-US"
        }
    ]
}

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
Food, Restaurants & Delivery
42.4 Avg BS

Based on 2707 businesses audited.

BS Detector

Food, Restaurants & Delivery BS: TCBY (tcby.com)

https://tcby.com 📍 Industry: Food, Restaurants & Delivery
25 BS / 100

TCBY is a rare example of a legacy brand that backs its ‘healthy’ marketing with actual data and granular product specifications. While the review system lacks transparency and the technical schema is underdeveloped, the substance-to-fluff ratio is highly favorable. This is a high-integrity site that prioritizes functional product information over empty adjectives.

Info Density Power-words vs. Substance ratio.
5
17% BS
Semantic Coherence Homepage promise vs. Sub-page reality.
1
5% BS
Trust & Proof Verifiable evidence vs. Trust Theatre.
8
40% BS
Commodity Fingerprint Detection of industry clichés/templates.
4
27% BS
Identity & Authority Expert verifiability & Schema depth.
7
47% BS

Integrate third-party review widgets from platforms like Google or Yelp to provide verifiable social proof rather than static quotes. Implement FoodEstablishment or Restaurant schema with ‘sameAs’ links to local listings and social profiles to bridge the authority gap. Add meta descriptions to the Homepage and Find a Store page to improve technical SEO and professional credibility. Cite a registered dietitian or nutritionist when making probiotic and gut health claims to elevate the ‘Healthy Benefits’ page from marketing to medical authority.

The content strongly aligns with the Food and Restaurant category, specifically positioning itself in the health-conscious frozen dessert sub-sector. The terminology used, such as live and active cultures, soft-serve, and specific dietary classifications like vegan and gluten-free, confirms a high degree of industry specificity.

“The score of 25 is primarily driven by gaps in Trust and Proof and Identity and Authority. The lack of verifiable third-party review links (Trust Theatre) and the generic technical schema implementation (Authority Gaps) prevented a lower score. However, the site's exceptional Information Density and lack of Semantic Drift keep the BS level firmly in the 'Low' category.”

Verified Analysis Date: June 19, 2026 © 1EuroSEO Independent Evaluator — Non-Sponsored Result
Brand AI Reputation