Training Example: Sea Foam Sales Company – Review the Data, Give Your Score & Compare to the Real AI Evaluation

Industry Context — Common BS Fingerprints in Automotive Repair & Car Services
Generic Claims: honest and reliable mechanics, fair prices, we treat your car like our own, no hidden charges…
Red Flags: no MOT station number for MOT-offering garages, claims all-brand expertise with no specific training, no workshop photos, pricing only available on request…
Semantic Drift Patterns: homepage claims specialist but services list every repair type, claims manufacturer-level but no manufacturer accreditation shown, homepage targets premium vehicles but pricing is economy-level, claims advanced diagnostics but no equipment specified…
Proof Expectations: specific manufacturer certifications and training, named equipment and diagnostic tool brands, physical workshop address with images, transparent pricing for common services…

Sea Foam Sales Company

(https://seafoamworks.com) 📸 Data Snapshot: May 24, 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 Sea Foam Works | Sea Foam (https://seafoamworks.com)
Title

Sea Foam Works | Sea Foam

Meta

Sea Foam is the leading fuel and oil additive manufacturer. Our products include Sea Foam Motor Treatment, as well as other additives and cleaners for critical engine areas.

H2 PREVENT COMMON ENGINE PROBLEMS
H2 avoid costly engine repairs
H2 EASY TO USE
H2 RUN BETTER. LAST LONGER.
H2 trusted by millions every day
H2 SINCE 1942
H2 Sea Foam Products Are
H2 Easy To Use
H2 Our Most Common Questions
H2 find more sea foam answers
H2 Protect YOUR time on the water
H2 small engine maintenance tips
H2 how to stopoil burning
H3 motor treatment
H3 DEEP CREEP
H3 MARINE PRO
H3 BUGS B GONE
H3 SEA FOAM SPRAY
H3 universal Power Steering Fluid
H3 Trans Tune
H3 IC5
H3 HMIC5
H3 HIGH MILEAGE
H4 How to use Trans Tune in automatic transmission fluid
H4 How To Use Sea Foam in Fuel
H4 How to use Sea Foam High Mileage
H4 How to Use Sea Foam IC5 Fuel Injector Cleaner
H4 How to Use Marine Pro Fuel Treatment in Boat Engine Fuel
H4 How to use a high cleaning concentration of Sea Foam in fuel
H4 How to use Bugs B Gone
H4 How to use Deep Creep
H4 How to use Trans Tune in power steering fluid systems
H4 How to use Trans Tune in hydraulic fluid
H4 How to use Sea Foam Spray
H4 How to use Sea Foam for engine storage and stabilizing fuel
NAV_HEADER_REPEATED_FOOTER How To Clean Bugs From Your Vehicle With Bugs B Gone | Sea Foam (https://seafoamworks.com/how-to-clean-bugs-from-your-vehicle-with-bugs-b-gone/)
Title

How To Clean Bugs From Your Vehicle With Bugs B Gone | Sea Foam

Meta

Bugs B Gone quickly and safely removes bugs, stubborn organic crud like tree sap, and a variety of other road grime.

H2 HOW TO CLEAN BUGS FROM YOUR VEHICLE WITH BUGS B GONE
H2 sea foam BUGS B GONE
H2 clean bugs and road grime without extra scrubbing
H2 How bugs b gone makes cleaning your vehicle easy
H2 #seafoamworks
H2 related products
H3 how to clean dried-on ROAD bugs and organic crud
H3 cleans bugs and crud from any vehicle surface.
H3 HIGH mileage
H3 power steering fluid
H3 DEEP CREEP
H3 how to fix a rough engine idle
H3 How to pass an emissions test
H3 how to fix oil burning
NAV_HEADER_REPEATED_FOOTER Bugs B Gone Cleans More Than Cars | Sea Foam (https://seafoamworks.com/bugs-b-gone-cleans-more-than-cars/)
Title

Bugs B Gone Cleans More Than Cars | Sea Foam

Meta

Bugs B Gone loosens and removes organic grime by breaking its bond from a surface or material. It’s safe on all surfaces and can remove a wide range of organic residue, including bugs, sap, mildew, algae and food stains.

H2 BUGS B GONE CLEANS MORE THAN CARS
H2 sea foam BUGS B GONE
H2 clean ORGANIC CRUD, BUGS AND STAINS FROM ANY SURFACE
H2 How bugs b gone makes cleaning your vehicle easy
H2 #seafoamworks
H2 related products
H3 how to clean dried-on ROAD bugs and organic crud
H3 cleans bugs and crud from any vehicle surface.
H3 HIGH mileage
H3 power steering fluid
H3 DEEP CREEP
H3 how to fix a rough engine idle
H3 How to pass an emissions test
H3 how to fix oil burning
NAV_HEADER_REPEATED_FOOTER How To Prevent Gasoline From Going Bad | Sea Foam (https://seafoamworks.com/how-to-prevent-gasoline-from-going-bad/)
Title

How To Prevent Gasoline From Going Bad | Sea Foam

Meta

Temperature variation, moisture, and being outside of a sealed container all speed up how fast gasoline spoils. It can start to lose freshness in less than 30 days.

H2 HOW TO PREVENT GASOLINE FROM GOING BAD
H2 sea foam MOTOR TREATMENT
H2 If you’re unsure of how old your gas is, you have to use your senses.
H2 How sea foam motor treatments prevents fuel problems
H2 #seafoamworks
H2 related products
H3 uNDERSTANDING FUEL QUALITY
H3 PROTECTS THE ENTIRE FUEL SYSTEM & STABILIZES FUEL
H3 HIGH mileage
H3 power steering fluid
H3 DEEP CREEP
H3 Fixing a hard-starting lawn mower
H3 How to pass an emissions test
H3 Prevent (or fix) boat motor problems
📝 The Narrative — clean text per page (Info Density · Semantic Coherence)
HOMEPAGE (https://seafoamworks.com) Sea Foam Works | Sea Foam
[H2] PREVENT COMMON ENGINE PROBLEMS
Sea Foam makes products that help overcome or prevent common engine problems.view productread guide

"The engine runs strong and idles great!"

[H2] avoid costly engine repairs
Stop problems before they start. Sea Foam is trusted by millions every day to keep their engines running clean and trouble-free.view productread guide

[H2] EASY TO USE
Sea Foam products are made from ingredients that can’t harm your engine.view productread guide

[H2] RUN BETTER. LAST LONGER.
Help your engines and equipment run better and last longer with Sea Foam products. Safe, proven, and trusted since 1942.
[H3] motor treatment
Works fast to clean your engine’s fuel and oil system. Just pour it in!
[H3] DEEP CREEP
Premium-grade penetrating oil that works hard and lasts long.
[H3] MARINE PRO
Complete fuel system treatment for all marine engines.
[H3] BUGS B GONE
Cleans tough road bugs, grime, and other organic residues.
[H3] SEA FOAM SPRAY
Cleans GDI intake valves and other critical upper engine areas.
[H3] universal Power Steering Fluid
Premium formula compatible with all makes and models.
[H3] Trans Tune
Cleans harmful fluid residues that cause erratic shifting or rough operation.
[H3] IC5
Specially formulated to clean fuel injectors for better engine performance.
[IMG: High Mileage Fuel Injector Cleaner]
[H3] HMIC5
Cleans harmful deposits from fuel injectors in higher-mileage engines.
[H3] HIGH MILEAGE
Keeps higher mileage gas cars and trucks on the road longer.
[H2] trusted by millions every day
[H2] SINCE 1942
For more than 80 years, people from mechanics to everyday engine owners have been recommending Sea Foam for preventing or overcoming common engine problems.
SEE TODD’S STORYSee StorySee StorySee Story

[H2] Sea Foam Products Are
[H2] Easy To Use
Sea Foam products are a simple way to keep your engine running strong – anyone can use them!Have a question about Sea Foam? We’re here to help.
[H2] Our Most Common Questions

[H4]
How to use Trans Tune in automatic transmission fluid

See Answer

[H4]
How To Use Sea Foam in Fuel

See Answer

[H4]
How to use Sea Foam High Mileage

See Answer

[H4]
How to Use Sea Foam IC5 Fuel Injector Cleaner

See Answer

[H4]
How to Use Marine Pro Fuel Treatment in Boat Engine Fuel

See Answer

[H4]
How to use a high cleaning concentration of Sea Foam in fuel

See Answer

[H4]
How to use Bugs B Gone

See Answer

[H4]
How to use Deep Creep

See Answer

[H4]
How to use Trans Tune in power steering fluid systems

See Answer

[H4]
How to use Trans Tune in hydraulic fluid

See Answer

[H4]
How to use Sea Foam Spray

See Answer

[H4]
How to use Sea Foam for engine storage and stabilizing fuel

See Answer

[H2] find more sea foam answers
Get insights from thousands of Sea Foam product questions.
[H2] Protect YOUR time on the water
Marine PRO helps overcome and prevent common marine engine problems so you can spend more time on the water and less time worrying about your engine. Fuel residues are the #1 cause of marine engine performance problems like rough idling, hard starting, and loss of power. Marine PRO cleans and prevents fuel residues to help your engine start easier and run smoother.
View Product
Read Guide
[H2] small engine maintenance tips
Learn the best ways to help your small engines run better, start easier, and last longer without problems.Learn More
[H2] how to stopoil burning
Oil burning is largely preventable. Here are the common causes and how to fix them.Learn More
3603 chars
SUB-PAGE (https://seafoamworks.com/how-to-clean-bugs-from-your-vehicle-with-bugs-b-gone/) How To Clean Bugs From Your Vehicle With Bugs B Gone | Sea Foam
[H2] HOW TO CLEAN BUGS FROM YOUR VEHICLE WITH BUGS B GONE
[H3] how to clean dried-on ROAD bugs and organic crud
Whether you are going on a road trip or taking your family to the beach, summertime often means more time spent driving. And that means more bug grime on your paint and windshield.
Keeping your vehicle free of bug goo can be a constant battle this time of year, but Sea Foam has a simple way to clean up the mess, even the toughest crusted on bug stains.
Bugs B Gone quickly and safely removes bugs, stubborn organic crud like tree sap, and a variety of other road grime. It is odorless, biodegradable and can be used on any vehicle surface, inside or out. That includes paint, clear coat, gel coat, Lexan, glass, mirrors, plastic, vinyl and more. You can even use it on carpet.
[H2] sea foam BUGS B GONE
[H3] cleans bugs and crud from any vehicle surface.
Bugs B Gone quickly removes dried-on bugs and stubborn crud from your vehicle, without extra scrubbing or toxic chemicals.view product
HOW TO FIX iT
[H2] clean bugs and road grime without extra scrubbing
Bugs B Gone is specially formulated to loosen and remove crud by breaking its bond with the surface. It removes grime that you otherwise would have to scrub hard to remove, or that might not come clean at all. It is water activated and works without using any harsh chemicals, leaving no film or haze behind.
To use Bugs B Gone, spray liberally on any cool, dry surface — if the surface is too hot, it will dissolve before it can be effective. Make sure you let it soak for 2 minutes before wiping it off, so that it can really break down the bug residue or other grime. Then simply wipe the area with a wet cloth or wash it away. Keep a bottle with you during the summer and spray it on when fueling — it’s the perfect amount of time to quickly take care of bug buildup when you’re out and about.
Bugs B Gone is available in 16-ounce spray bottles as well as in 32-ounce refill concentrate. You can mix it at different strength levels based on the job. Half concentrate, half water for light bugs, or ¾ concentrate and ¼ water after an epic road trip, for example.
Beyond your daily driver, use Bugs B Gone for your RV, motorcycle, ATV, boat or any other vehicle you enjoy this summer.
[H2] How bugs b gone makes cleaning your vehicle easy
Bugs B Gone quickly removes dried-on bugs and stubborn crud from your vehicle, without extra scrubbing or toxic chemicals.
Bugs B Gone is specially formulated to loosen and remove crud by breaking its bond with the surface. The water-activated formula is safe on all surfaces and won’t leave a film or haze. It works great as a spot cleaner on your vehicle or a car wash pre-soak. Just spray it on, let it soak for a minute or two, and wipe or spray away with water.
MORE about bugs b gone
WHERE TO BUY bugs b gone
HOW TO USE bugs b gone
[H2] #seafoamworks
WATCH customer stories
QUALITY OF PRODUCT
AMAZING PRODUCT. REALLY GETS THE JOB DONE.
“I have been using Bugs B Gone for quite a few years, having discovered it at a Chrome Shop in Oregon. I drive a semi, cross country, and get to deal with a variety of hard to remove bugs that splatter on my windshield and headlights. Bugs B Gone always gets the job done. I buy it by the gallon. Also removes bird droppings.”
★★★★★
Adele877 / Peterbilt 387 / PRO ENGINE OPERATOR IN WI
EFFECTIVENESS
excellent product. tried others; only this one worked.
“Easily removed dried-on bugs from my truck and the front cap of my 5th wheel RV.”
★★★★★
DanW13 / 2019 Chevrolet Silverado 3500HD & Forest River Sabre 36BHQ RV / DO-IT-YOURSELFER IN GA
EFFECTIVENESS
WORKS GREAT
“Nice product! I had some severely caked on bugs, this made quick work of them! So far, I am impressed!”
★★★★★
GB1976 / MULTIPLE VEHICLES / DO-IT-YOURSELFER
see all reviews

Read Customer ReviewsCollapse Customer Reviews

[H2] related products
For motors of all shapes and sizes.
[H3] HIGH mileage
Sea Foam HIGH MILEAGE works to keep higher mileage gas cars & trucks on the road longer.view product
[H3] power steering fluid
A premium synthetic formula for use in all types of domestic and foreign vehicles.view product
[H3] DEEP CREEP
A premium-grade lubricant oil and penetrant that creeps deeper and works harder.view product
[H3] how to fix a rough engine idle
If your engine shudders or your RPM’s fluctuates, you’re likely dealing with a rough idle.LEARN MORE
[H3] How to pass an emissions test
Learn Sea Foam’s approach to passing an emissions test, starting with the fuel system.LEARN MORE
[H3] how to fix oil burning
Oil burning is largely preventable. Learn the causes and how to fix it.LEARN MORE
4640 chars
SUB-PAGE (https://seafoamworks.com/bugs-b-gone-cleans-more-than-cars/) Bugs B Gone Cleans More Than Cars | Sea Foam
[H2] BUGS B GONE CLEANS MORE THAN CARS
[H3] how to clean dried-on ROAD bugs and organic crud
Sometimes no amount of elbow grease seems to be enough to get rid of stubborn stains and grime, whether it’s in the kitchen, the bathroom, or elsewhere around the house, not to mention on your vehicles and power equipment.
Sea Foam’s Bugs B Gone provides a simple, safe and effective way to get rid of stubborn dried-on organic crud on all of these surfaces and more.
Bugs B Gone loosens and removes organic grime by breaking its bond from a surface or material. It’s safe on all surfaces and can remove a wide range of organic residue, including bugs, sap, mildew, algae and food stains.
[H2] sea foam BUGS B GONE
[H3] cleans bugs and crud from any vehicle surface.
Bugs B Gone quickly removes dried-on bugs and stubborn crud from any surface, without extra scrubbing or toxic chemicals.view product
HOW TO FIX iT
[H2] clean ORGANIC CRUD, BUGS AND STAINS FROM ANY SURFACE
So beyond using it to clean caked-on bugs and road grime from your car, truck or boat—which it will do with ease—you can also use Bugs B Gone year-round to keep areas of your home clean, or to keep equipment like mowers and chainsaws looking new. In addition to cleaning metal, plastic, tile, vinyl, glass and paint, it can even work to remove organic stains from carpet and fabric.
To use Bugs B Gone, just spray it on a cool surface and let it soak for at least 2 minutes. Then wipe with a wet cloth or wash away with water. The water-activated formula works fast, is odorless and won’t leave behind any film or haze. It’s also biodegradable.
Bugs B Gone is available in a 16-ounce spray bottle as well as a 32-ounce concentrate bottle, allowing you to change mix strengths for different jobs. Stop the endless scrubbing and keep Bugs B Gone on hand to make light work of organic stain removal.
[H2] How bugs b gone makes cleaning your vehicle easy
Bugs B Gone quickly removes dried-on bugs and stubborn crud from any surface, without extra scrubbing or toxic chemicals.
Bugs B Gone is specially formulated to loosen and remove crud by breaking its bond with the surface. The water-activated formula is safe on all surfaces and won’t leave a film or haze. It works great as a spot cleaner on your vehicle or a car wash pre-soak. Just spray it on, let it soak for a minute or two, and wipe or spray away with water.
MORE about bugs b gone
WHERE TO BUY bugs b gone
HOW TO USE bugs b gone
[H2] #seafoamworks
WATCH customer stories
QUALITY OF PRODUCT
AMAZING PRODUCT. REALLY GETS THE JOB DONE.
“I have been using Bugs B Gone for quite a few years, having discovered it at a Chrome Shop in Oregon. I drive a semi, cross country, and get to deal with a variety of hard to remove bugs that splatter on my windshield and headlights. Bugs B Gone always gets the job done. I buy it by the gallon. Also removes bird droppings.”
★★★★★
Adele877 / Peterbilt 387 / PRO ENGINE OPERATOR IN WI
EFFECTIVENESS
excellent product. tried others; only this one worked.
“Easily removed dried-on bugs from my truck and the front cap of my 5th wheel RV.”
★★★★★
DanW13 / 2019 Chevrolet Silverado 3500HD & Forest River Sabre 36BHQ RV / DO-IT-YOURSELFER IN GA
EFFECTIVENESS
WORKS GREAT
“Nice product! I had some severely caked on bugs, this made quick work of them! So far, I am impressed!”
★★★★★
GB1976 / MULTIPLE VEHICLES / DO-IT-YOURSELFER
see all reviews

Read Customer ReviewsCollapse Customer Reviews

[H2] related products
For motors of all shapes and sizes.
[H3] HIGH mileage
Sea Foam HIGH MILEAGE works to keep higher mileage gas cars & trucks on the road longer.view product
[H3] power steering fluid
A premium synthetic formula for use in all types of domestic and foreign vehicles.view product
[H3] DEEP CREEP
A premium-grade lubricant oil and penetrant that creeps deeper and works harder.view product
[H3] how to fix a rough engine idle
If your engine shudders or your RPM’s fluctuates, you’re likely dealing with a rough idle.LEARN MORE
[H3] How to pass an emissions test
Learn Sea Foam’s approach to passing an emissions test, starting with the fuel system.LEARN MORE
[H3] how to fix oil burning
Oil burning is largely preventable. Learn the causes and how to fix it.LEARN MORE
4242 chars
SUB-PAGE (https://seafoamworks.com/how-to-prevent-gasoline-from-going-bad/) How To Prevent Gasoline From Going Bad | Sea Foam
[H2] HOW TO PREVENT GASOLINE FROM GOING BAD
[H3] uNDERSTANDING FUEL QUALITY
Gas is gas, right? Not so fast.
Gasoline can refer to an almost limitless amount of mixtures of different blends and additives
It can be different in different regions, at different stations, and even different times of the year. It is adjusted in real time like this because it degrades quickly. Temperature variation, moisture, and being outside of a sealed container all speed up how fast gasoline spoils. It can start to lose freshness in less than 30 days.
Gas needs to be volatile so it is easily combustible, and it cannot be that without being unstable and constantly interacting with the environment. The downside is that when it does chemically interact with the environment, such as air and water, it is degrading by creating new compounds that are not very gasoline-like, such as varnish. It is also actively evaporating portions of its makeup, such as butane.
[H2] sea foam MOTOR TREATMENT
[H3] PROTECTS THE ENTIRE FUEL SYSTEM & STABILIZES FUEL
Sea Foam Motor Treatment works to prevent the formation of harmful gum and varnish and adds protective lubricity to the entire fuel system during seasonal storage.view product
HOW TO DETERMINE FUEL QUALITY
[H2] If you’re unsure of how old your gas is, you have to use your senses.
What is the color of the fuel? If it has started to turn brownish yellow, that is an indication it is no longer fresh. What does it smell like? If it’s sour-smelling or clearly unlike fresh fuel, it’s probably too old.If it appears or smells anything different from good gasoline, drain the fuel system. Even if it is not working well in your engine, old gas is still highly flammable and should be handled with caution and transported in a fuel-safe sealed container. This old fuel should be disposed of properly at your local hazardous waste disposal site.If you’ve had fuel go bad in an engine’s fuel system, you will need to clean the varnish out before refilling. Sea Foam Motor Treatment added to the empty system first will most effectively get into areas most prone to varnish, such as the tight ports in a carb. The recommended ratio is one ounce of Sea Foam per gallon, but it cannot harm any part of your fuel system or engine. The more you use, the better it cleans.Crank and run the engine a short time, then let it sit so the Sea Foam can reliquefy all that varnish. After sitting overnight, add more gasoline and Sea Foam until you have a properly running engine again.
[H2] How sea foam motor treatments prevents fuel problems
Fuel issues are the #1 cause of engine problems after seasonal storage.
Fuel evaporation and the buildup of gum and varnish in carburetors and fuel lines can lead to problems like not starting, hard starting, or rough running. Sea Foam Motor Treatment works to prevent the formation of harmful gum and varnish and adds protective lubricity to the entire fuel system during seasonal storage. Sea Foam also preserves ignition vapors and stabilizes fuel up to two years.
MORE about sea foam
WHERE TO BUY SEA FOAM
HOW TO USE SEA FOAM
[H2] #seafoamworks
WATCH customer stories
QUALITY OF PRODUCT
CLEARED EVERYTHING UP
“We’d been traveling and got some bad gas. Car was running rough. Put some sea foam in cleared everything up.”
★★★★★
SUSAN / SUV / OUTDOOR ENTHUSIAST IN COLORADO
EFFECTIVENESS
Sluggish Engine
“Fixed after buying some bad gas……..suggestion from my brother.”
★★★★★
PIDGEON / BONNEVILLE SSEI / VEHICLE ENTHUSIAST IN IOWA
EFFECTIVENESS
GREAT PRODUCT
“Keeps gas from going bad. Easy to use. Effective. Great.”
★★★★★
PATRICK / CUB CADET MOWER / EVERYDAY ENGINE OWNER IN OREGON
see all reviews

Read Customer ReviewsCollapse Customer Reviews

[H2] related products
For motors of all shapes and sizes.
[H3] HIGH mileage
Sea Foam HIGH MILEAGE works to keep higher mileage gas cars & trucks on the road longer.view product
[H3] power steering fluid
A premium synthetic formula for use in all types of domestic and foreign vehicles.view product
[H3] DEEP CREEP
A premium-grade lubricant oil and penetrant that creeps deeper and works harder.view product
[H3] Fixing a hard-starting lawn mower
Here’s how to fix a lawn mower that won’t start. Most of the time, the problem starts in the fuel system and is relatively simple to fix.LEARN MORE
[H3] How to pass an emissions test
Learn Sea Foam’s approach to passing an emissions test. Sea Foam is an easy way to help your engine run cleaner and more efficiently.LEARN MORE
[H3] Prevent (or fix) boat motor problems
Most marine engine problems – rough idle, hard starting, loss of power – are caused by fuel system issues. Often, all it takes to fix them is cleaning up the fuel system.
LEARN MORE
4715 chars
🛡️ Trust Signals — reviews, proof links, trust-theatre flag (Trust & Proof)
118Review mentions (all pages)
8External proof links (all pages)
PageReviewsProof links
/ (home) 9 2
/how-to-clean-bugs-from-your-vehicle-with-bugs-b-gone/ 36 2
/bugs-b-gone-cleans-more-than-cars/ 36 2
/how-to-prevent-gasoline-from-going-bad/ 37 2
🔗 Identity & Technical Layer — schema JSON-LD: identity chains, entity gaps (Identity & Authority)
Homepage schema
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/how-to-prevent-gasoline-from-going-bad/
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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
Automotive Repair & Car Services
42.9 Avg BS

Based on 313 businesses audited.

BS Detector

Automotive Repair & Car Services BS: Sea Foam Sales Company (seafoamworks.com)

https://seafoamworks.com 📍 Industry: Automotive Repair & Car Services
43 BS / 100

Sea Foam trades heavily on ‘Legacy Bullshit’—using its 1942 start date as a shield against providing modern, verified performance data. While the body text provides genuine utility for engine owners, the marketing shell is an unverified cloud of ‘millions’ and ‘leading’ claims. It is a technical manual wrapped in a 1940s trust-me-I’m-famous blanket.

Info Density Power-words vs. Substance ratio.
14
47% BS
Semantic Coherence Homepage promise vs. Sub-page reality.
1
5% BS
Trust & Proof Verifiable evidence vs. Trust Theatre.
13
65% BS
Commodity Fingerprint Detection of industry clichés/templates.
6
40% BS
Identity & Authority Expert verifiability & Schema depth.
9
60% BS

1. Populate the empty H1 tags with specific technical outcomes (e.g., ‘Laboratory-Proven Fuel Stabilization’) instead of leaving them blank. 2. Replace the ‘trusted by millions’ claim with a link to an audited sales report or a verified third-party review aggregator. 3. Add sameAs schema links for Conner Kranz to link his name to verified professional mechanical certifications. 4. Publish a ‘Technical Data’ section that provides third-party lab results to substantiate the ‘last longer’ performance claims.

The site fits the Automotive Care sector as a specialized chemical manufacturer and technical advisor. The content confirms this by providing granular ‘How-to’ guides for engine maintenance, though it focuses on product application rather than physical repair services.

“The score of 43 reflects a site that provides high-quality technical instructions but surrounds them with unverified marketing fluff and unlinked trust signals. The Information Density and Trust and Proof pillars are the main contributors to the score due to heading repetition and unverified review data. Semantic Coherence is nearly perfect, which prevents the score from reaching high-BS territory.”

Verified Analysis Date: May 24, 2026 © 1EuroSEO Independent Evaluator — Non-Sponsored Result
Brand AI Reputation