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

Industry Context — Common BS Fingerprints in Wholesale, B2B Trade & Distribution
Generic Claims: your trusted wholesale partner, competitive trade prices, reliable supply chain, serving businesses worldwide…
Red Flags: wholesale claims with no MOQ requirements, authorized distributor without brand verification, no warehouse or distribution facility evidence, trade prices not significantly different from retail…
Semantic Drift Patterns: homepage claims wholesale but minimum orders are retail quantities, claims authorized distributor but no brand authorization shown, homepage targets enterprise but product range is consumer goods, claims national distribution but coverage is limited regions…
Proof Expectations: authorized distributor agreements or brand partnerships, warehouse locations and facility details, minimum order quantities and trade pricing structure, product catalogue with specifications…

US Foods

(https://usfoods.com) 📸 Data Snapshot: June 20, 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 US Foods® Food Supplier & Distributor | Restaurant Supply (https://usfoods.com)
Title

US Foods® Food Supplier & Distributor | Restaurant Supply

Meta

US Foods® is one of America's leading food distributors servicing restaurants, the healthcare industry, and more. Learn about our food supply services today.

H1 More Ways to help you make it
H2 MORE DELIVERIES
H2 MORE QUALITY
H2 MORE TOOLS
H2 More solutions, across every industry
H2 Keep Your Kitchen One Step Ahead
H2 The Recipe for More Quality
H2 Great Value Shouldn't Mean Sacrificing Quality or Compromising on Taste
H2 Your Team Support
H3 Trending & Exclusive to US Foods®
H3 Trending Topics
H3 “The reason I changed my sirloin to Tender by Design was the overall consistency and quality 
of the steak.”
H3  
H3 Curated For You
H3 Products For You
H3 Restaurant Tools Customized for You
H3 Bring More Customers Through Your Doors
H3 Manage Your Teams with Ease
H3 Streamline your Business and Enhance Efficiency
H5 Our Brands
H6 About US Foods®
H6 For Investors, Media & Suppliers
H6 Legal & Privacy
H6 Careers
H6 Support
HEADER_REPEATED 403 Forbidden (https://usfoods.com/search-results/)
Title

403 Forbidden

H1 Forbidden
NAV_HEADER_HEADING_REPEATED 403 Forbidden (https://usfoods.com/content/www/en/about-us-foods/)
Title

403 Forbidden

H1 Forbidden
NAV_HEADER_HEADING_REPEATED_BODY Not Found Page (https://usfoods.com/SYC/)
Title

Not Found Page

H1 Page Not Found
H2 The page you are looking for could not be found.
H4 Stay Connected!
H5 Our Brands
H6 About US Foods®
H6 For Investors, Media & Suppliers
H6 Legal & Privacy
H6 Careers
H6 Support
📝 The Narrative — clean text per page (Info Density · Semantic Coherence)
HOMEPAGE (https://usfoods.com) US Foods® Food Supplier & Distributor | Restaurant Supply
Welcome,

Order Status

[IMG: Hero Image]

[H1] More Ways to
help you make it

With top product portfolios, leading technology solutions and all-around flexibility, we're ready to be your partner in the food business!

Become a customer





[H2] MORE
DELIVERIES

Convenient. Dependable. Trackable.
We're committed to making it easier for customers to get what they need, when they need it, with greater flexibility and more responsive service through a range of delivery options.

How We Deliver

Scheduled

Quality products delivered with consistency.

Daily

Flexible delivery customized to meet your specific needs.

Delivered Via Parcel Carrier

New hard-to-find and specialty products, shipped directly to you.

[H2] MORE
QUALITY

An unmatched portfolio of quality products that consistently deliver on expectations.

Product we Offer

Exclusive Brands

Discover our premium, chef-inspired products crafted for quality and consistency.

Scoop

Explore innovative, trend-forward products designed to keep your menu fresh and exciting.

Switch + Savor

Save smart by switching to high-quality alternatives without compromising flavor.

[H2] MORE
TOOLS

From MOXē® to full suites of digital solutions such as CHECK® Business Tools and VITALS, we can help you run your business with ease.

tools, tips & ideas

MOXē

Streamline operations with our industry-leading digital tools designed to simplify ordering and inventory management.

CHECK Business Tools

Access powerful solutions to help you manage costs, labor, and profitability.

Menu Design

Create eye-catching menus that showcase your offerings and boost customer appeal.

VITALS

Stay informed with essential insights and resources to keep your business thriving.

[H2] More solutions, across every industry

Our centralized systems and structure allow us to serve a variety of businesses with tools and resources–
allowing you to maximize coverage and enable flexibility as you grow.

Restaurants

The specialists at US Foods® can help restaurant operators with industry-leading tools to build their brand and bring in more diners. Find out more.

Regional Chains

US Foods® Operations Specialists can help retail food businesses grow their business and cut food costs. Find out how here.

Healthcare

VITALS by US Foods® is a unique business and menu solutions program for healthcare operators facing critical foodservice challenges. Learn more.

Hospitality

Whether a hotel, a banquet hall, a concert venue or a casino, if you're in the people business, US Foods® is in your corner. Find out how here.

Education

The US Foods® Serve Good® program can help your dining service offer up the fresh, customizable and healthy food that college students demand. Find out how now.

Retail

US Foods® Operations Specialists can help retail food businesses grow their business and cut food costs. Find out how here.

[IMG: video image]

“What got me to become a US Foods customer was needing consistency, and consistency is what keeps me as a customer. I was trying to grow a business, and now I'm able to grow even bigger with a company like US Foods that can grow with me.”

Director of Operations | Carver 47

[H3] Trending & Exclusive to US Foods®

Keep Your Kitchen One Step Ahead

You bring the heat, but so do market conditions. From weather to availability to changing demand, operators are navigating more than ever. With the right partner, you can stay ready for whatever comes next. US Foods® helps you adapt with confidence and keep your menu fired up.

Learn More

The Final Word in Quality Proteins.

Led by 160 Master Butchers, craftsmanship at scale delivering consistently great cuts across all proteins.

Learn More

World's Finest Steaks and Chops

Our commitment to exceptional meat selection, precise aging and skillful trimming ensures outstanding quality. Elevate your culinary creations with Stock Yards premium beef and pork selections.

Learn More

Holiday Planning Guide

Diners expect more options than ever before for private events, parties and holiday offerings and this guide serves as a roadmap to help you have a profitable, stress-free holiday season!

Learn More

Catching quality around the world

Sourced from all over the world – Harbor Banks® brings a complete selection of the best wild-caught and farm-raised fish and seafood to your kitchen. 

Learn More

As good as your own if you had the time

Save Time. Never Sacrifice Quality. Chef’s Line lets you create a delicious, high-quality meal that you’d be proud to call your own.

Learn More

From around the world to your kitchen

For chefs who believe starting with the best ingredients is essential to creating the best dishes, Rykoff Sexton® offers a range of coveted ingredients and products from specialty regions and producers across the globe.

Learn More

With tradition and quality, just like your neighborhood deli

Offering a selection of all natural* meats and premium cheeses – Metro Deli® delivers the classic deli experience diners want. 

Learn More

Your Menu, Your Profits, Your Way.

Menu IQ™ is your next‑generation menu profitability tool – giving you complete control over recipes, costs and profitability – all in one place. Free for all US Foods® customers!

Try it now

Quality Innovation

With our latest launch, Scoop™ tackles the challenges operators face by offering on trend, versatile, labor-savings and profit-boosting product solutions.

Learn More

Goal! Leveraging the Global Soccer Tournament

Learn how to drive business and score profits with fans during a major worldwide event.

Learn More

Meet
online
ordering.

Made really easy.
Manage your business from anywhere with MOXē. Our simple, secure ordering portal puts you in control. Create orders, track delivery, make payments and more.

Learn More

Order Status

Create.
Manage.
Deliver.

Customize Orders
Browse our complete product line from any device and create orders in just a few clicks.

Create.
Manage.
Deliver.

Simplify Operations
Track your active orders from one screen with Order Dashboard. Enjoy faster reordering and simple, intuitive search

Create.
Manage.
Deliver.

Maximize Efficiency
Save time with automated reminders, precision truck tracking, online bill pay, recipe recommendations and more.





[IMG: Hero Image]

[H2]

[H2] Keep Your Kitchen One Step Ahead

You bring the heat—but so do market conditions. From weather to shifting demand, operators face more than ever. When the market turns, stay fired up with US Foods®.

learn more

[IMG: Hero Image]

[H1] The Final Word in
Quality Proteins

From beef to poultry, Stock Yards® Collective cuts and trims to our high standards,
every time.

Explore Stock Yards Collective

[IMG: Hero Image]

[H1] Behind Every Delivery, there’s MORE

Your orders, our commitment—choose flexible delivery options and count on complete, on-time fulfillment so you can run your business your way.

Learn More About our Delivery Options

[IMG: Hero Image]

[H1] Your All-in-one Foodservice Business

MOXē® does more than place your US Foods order – it’s designed to help you
manage every aspect of your operation 24/7, right from the palm of your hand.

Explore MOXe Features

[IMG: Hero Image]

[H2] The Recipe for More Quality

Shop New Scoop Products





[IMG: Hero Image]

[H2] Great Value Shouldn't Mean Sacrificing Quality or Compromising on Taste

Explore New Exclusive Products

[H3] Trending Topics

Recipe

Quesa Birria Tacos Recipe

Recipe by US Foods® Corporate Culinary Team

Guide

What is Halal Food? A Guide for Foodservice Professionals

Learn about the essentials of halal food, its meaning, dietary guidelines, common halal foods, and how this menu choice can benefit your restaurant.

Resources

Global Soccer Tournament

Don't pass on the chance to attract customers during soccer's biggest global tournament. Watch our webinar to get tips from experts and let US Foods® help you reach your goals!

Made really easy.
Manage your business from anywhere with MOXē. Our simple, secure ordering portal puts you in control: create orders, track delivery, make payments, and more.

[IMG: video image]

[H3] “The reason I changed my sirloin to Tender by Design was the overall consistency and quality 
of the steak.”

[H3]

BLAKE WRIGHT, CORPORATE MANAGING PARTNER

Learn More

[H3] Curated For You

Insights, information and new ideas that fit your business.

Article

9 Ways to Switch Up Your Restaurant Menu Right Now

Boost your restaurant's appeal with fresh menu ideas like unexpected flavors, family-style feasts, and customizable sauces. Keep your offerings exciting and creative!

Recipe

Tropical Dragon Fruit Pancakes

Guide

Seasonal Produce Guide

Insight into the seasonality of fruits and vegetables throughout the year, to help you plan your menu.

Article

Short Ribs: How and Why to Serve This Popular Cut

Discover why beef short ribs are a versatile, high-profit dish that can elevate your menu and boost restaurant profits with creative preparations.

Article

Restaurants Benefit from Brand Partnerships

Restaurant owners are beginning to team up with familiar brand names to make their menu stand out. Find out if adding big-name branding to your menu could work.

Recipe

Korean Fried Chicken Onigirazu (Sushi Sando) with Gochujang Sauce

[H2] Your Team Support

From the front to the back of the house, these are the people who can help your business thrive.

My Full Team

[H3] Products For You

Molly's Kitchen

Plant-Based* Breakfast Saus'ge Patty

Chef's Line

Dulce De Leche Layered Cake

PATUXENT FARMS

Fajita-Seasoned Chicken Breast Strips - .5"

RYKOFF SEXTON

Margarita Mix

CHEF'SLINE

All Natural* Korean BBQ-Style Pork Slices

Glenview farms

Premium Three Cheese Frittata

Check Business Tools

[H3] Restaurant Tools Customized for You

Our suite of smart tools can help you run your restaurant more efficiently with less effort – helping unlock the full protentional of your operation.

Learn More

Drive Traffic

[H3] Bring More Customers Through Your Doors

Our restaurant marketing solutions help you impress your diners and increase your online visibility – helping you get new customers to your tables.

Learn More

Simplify Staffing

[H3] Manage Your Teams with Ease

From scheduling software that saves you time to mobile technology that trains your staff, let us guide your restaurant staffing process.

learn more

Modernize Operations

[H3] Streamline your Business and Enhance Efficiency

Our cutting-edge support can simplify point-of-sale transactions, track sales, and manage inventory while automating tasks and improving communication.

Learn More
13863 chars
SUB-PAGE · THIN (https://usfoods.com/search-results/) 403 Forbidden
[H1] Forbidden
You don't have permission to access this resource.
65 chars
SUB-PAGE · THIN (https://usfoods.com/content/www/en/about-us-foods/) 403 Forbidden
[H1] Forbidden
You don't have permission to access this resource.
65 chars
SUB-PAGE · THIN (https://usfoods.com/SYC/) Not Found Page
[IMG: Hero Image]

[H1] Page Not Found

[H2] The page you are looking for could not be found.

The link you followed may be broken, or the page may have been removed.
Go back to the previous page or go to USFoods.com
Quick Links:
Place an Order
Featured Products
About Us Foods
Locations

[H4] Stay Connected!

Sign up today and get inspiration straight to your inbox.

Sign Up Now
451 chars
🛡️ Trust Signals — reviews, proof links, trust-theatre flag (Trust & Proof)
40Review mentions (all pages)
2External proof links (all pages)
PageReviewsProof links
/ (home) 38 1
/search-results/ 0 0
/content/www/en/about-us-foods/ 0 0
/SYC/ 2 1
🔗 Identity & Technical Layer — schema JSON-LD: identity chains, entity gaps (Identity & Authority)
Homepage — no schema detected (entity gap)
/search-results/ — no schema detected (entity gap)
/content/www/en/about-us-foods/ — no schema detected (entity gap)
/SYC/ — 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
Wholesale, B2B Trade & Distribution
42.9 Avg BS

Based on 255 businesses audited.

BS Detector

Wholesale, B2B Trade & Distribution BS: US Foods (usfoods.com)

https://usfoods.com 📍 Industry: Wholesale, B2B Trade & Distribution
60 BS / 100

US Foods utilizes high-production marketing signals and proprietary branding to mask a significant lack of verifiable substance and technical reliability. The site functions as a ‘Trust Theatre’ stage where dead links and anonymous ‘Master Butchers’ replace actual transparent proof of authority. It is a high-BS environment where the brand’s scale is used as a proxy for evidence that simply isn’t present in the digital content.

Info Density Power-words vs. Substance ratio.
13
43% BS
Semantic Coherence Homepage promise vs. Sub-page reality.
9
45% BS
Trust & Proof Verifiable evidence vs. Trust Theatre.
15
75% BS
Commodity Fingerprint Detection of industry clichés/templates.
10
67% BS
Identity & Authority Expert verifiability & Schema depth.
13
87% BS

Immediate technical remediation is required for all 403 and 404 sub-pages to restore basic proof paths. Implement Person schema for the ‘160 Master Butchers’ and ‘Corporate Culinary Team’ to provide verifiable expert footprints beyond anonymous claims. Replace the repetitive ‘MORE’ H2 headings with specific, measurable outcomes such as ‘99% Order Fulfillment Accuracy.’ Add a dedicated transparency page linking to third-party certifications and verified customer case studies with named entities and dated results.

The content perfectly aligns with the Wholesale, B2B Trade & Distribution category, focusing on supply chain solutions, restaurant supplies, and food distribution networks. The terminology used, including SKU management equivalents like product portfolios and delivery options, confirms its position as a major industry player.

“The BS score of 60 is primarily driven by the Semantic Coherence and Identity pillars. The catastrophic failure of 3 out of 4 sub-pages (403/404) directly contradicts the 'leading technology' signal, while the total absence of structured schema data prevents the verification of any expert authority claims. Trust and Proof also scored poorly due to the presence of review counts without a single verifiable proof link.”

Verified Analysis Date: June 20, 2026 © 1EuroSEO Independent Evaluator — Non-Sponsored Result
Brand AI Reputation