Training Example: Stassen College Football – 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…

Stassen College Football

(https://stassen.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 College Football Preseason Magazines (https://stassen.com)
Title

College Football Preseason Magazines

Meta

Information on college football preseason magazines. Reviews, consensus predictions, and comparisons of predictions to season results.

H1 College Football Preseason Magazines
H2 Additional Preseason Pages:
REPEATED_BODY 404 Not Found (https://stassen.com/feedback/preseason.html)
Title

404 Not Found

H1 Not Found
📝 The Narrative — clean text per page (Info Density · Semantic Coherence)
HOMEPAGE (https://stassen.com) College Football Preseason Magazines
[IMG: Football Home]
[H1] College Football Preseason Magazines
Year
Preseason
Consensus
Final
AP poll
Conference
standings
Prediction
Accuracy
Overrated
& Underrated
2024
'24 cons.
[ETA 1/25]
[ETA 12/24]
[ETA 12/24]
[ETA 1/25]
2023
'23 cons.
'23 AP
'23 confs
'23 acc
'23 o/u
2022
'22 cons.
'22 AP
'22 confs
'22 acc
'22 o/u
2021
'21 cons.
'21 AP
'21 confs
'21 acc
'21 o/u
2020
'20 cons.
'20 AP
'20 confs
'20 acc
'20 o/u
2019
'19 cons.
'19 AP
'19 confs
'19 acc
'19 o/u
2018
'18 cons.
'18 AP
'18 confs
'18 acc
'18 o/u
2017
'17 cons.
'17 AP
'17 confs
'17 acc
'17 o/u
2016
'16 cons.
'16 AP
'16 confs
'16 acc
'16 o/u
2015
'15 cons.
'15 AP
'15 confs
'15 acc
'15 o/u
2014
'14 cons.
'14 AP
'14 confs
'14 acc
'14 o/u
2013
'13 cons.
'13 AP
'13 confs
'13 acc
'13 o/u
2012
'12 cons.
'12 AP
'12 confs
'12 acc
'12 o/u
2011
'11 cons.
'11 AP
'11 confs
'11 acc
'11 o/u
2010
'10 cons.
'10 AP
'10 confs
'10 acc
'10 o/u
2009
'09 cons.
'09 AP
'09 confs
'09 acc
'09 o/u
2008
'08 cons.
'08 AP
'08 confs
'08 acc
'08 o/u
2007
'07 cons.
'07 AP
'07 confs
'07 acc
'07 o/u
2006
'06 cons.
'06 AP
'06 confs
'06 acc
'06 o/u
2005
'05 cons.
'05 AP
'05 confs
'05 acc
'05 o/u
2004
'04 cons.
'04 AP
'04 confs
'04 acc
'04 o/u
2003
'03 cons.
'03 AP
'03 confs
'03 acc
'03 o/u
2002
'02 cons.
'02 AP
'02 confs
'02 acc
'02 o/u
2001
'01 cons.
'01 AP
'01 confs
'01 acc
'01 o/u
2000
'00 cons.
'00 AP
'00 confs
'00 acc
'00 o/u
1999
'99 cons.
'99 AP
'99 confs
'99 acc
'99 o/u
1998
'98 cons.
'98 AP
'98 confs
'98 acc
'98 o/u
1997
'97 cons.
'97 AP
'97 confs
'97 acc
'97 o/u
1996
'96 cons.
'96 AP
'96 confs
'96 acc
'96 o/u
1995
'95 cons.
'95 AP
'95 confs
'95 acc
'95 o/u
1994
'94 cons.
'94 AP
'94 confs
'94 acc
'94 o/u
1993
'93 cons.
'93 AP
'93 confs
'93 acc
'93 o/u
[H2] Additional Preseason Pages:
[IMG: Acknowledgements]
Acknowledgements
[IMG: View Feedback]
View
Feedback
[IMG: Football Home]
1858 chars
SUB-PAGE · THIN (https://stassen.com/feedback/preseason.html) 404 Not Found
[H1] Not Found
The requested URL was not found on this server.
62 chars
🛡️ Trust Signals — reviews, proof links, trust-theatre flag (Trust & Proof)
1Review mentions (all pages)
0External proof links (all pages)
PageReviewsProof links
/ (home) 1 0
/feedback/preseason.html 0 0
🔗 Identity & Technical Layer — schema JSON-LD: identity chains, entity gaps (Identity & Authority)
Homepage — no schema detected (entity gap)
/feedback/preseason.html — 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
Media, News & Publishing
34.7 Avg BS

Based on 830 businesses audited.

BS Detector

Media, News & Publishing BS: Stassen College Football (stassen.com)

https://stassen.com 📍 Industry: Media, News & Publishing
20 BS / 100

This is a high-utility, low-marketing site that is functionally ‘stale’ rather than ‘bullshit.’ It provides immense data substance but suffers from technical abandonment and a lack of modern authority signals like schema or author transparency. It is a rare example of a site with zero fluff that still scores points due to technical neglect and missing trust infrastructure.

Info Density Power-words vs. Substance ratio.
0
0% BS
Semantic Coherence Homepage promise vs. Sub-page reality.
2
10% BS
Trust & Proof Verifiable evidence vs. Trust Theatre.
8
40% BS
Commodity Fingerprint Detection of industry clichés/templates.
0
0% BS
Identity & Authority Expert verifiability & Schema depth.
10
67% BS

Implement Organization and Person schema to identify the entity behind the data and establish authority. Resolve the 404 error on the feedback page to restore technical integrity. Update the 2024 and 2025 data columns to replace ‘ETA’ markers with actual results to align with the 2026 system date. Add outbound proof links to the primary sources of the magazines and polls to verify the accuracy of the comparative tables.

The site aligns perfectly with the Media, News & Publishing category, specifically specializing in niche sports data journalism. It provides high-density historical data and comparative analysis of preseason magazine predictions versus actual collegiate football outcomes.

“The BS score of 20 is remarkably low for this industry, driven almost entirely by technical and identity gaps rather than deceptive marketing. The site completely lacks the 'Information Density' and 'Commodity Fingerprint' fluff typical of modern publishing BS. The primary penalties come from Pillar 3 and 5, reflecting the unverified review flag, missing schema, and stale technical updates.”

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