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

Industry Context — Common BS Fingerprints in Social Networks, Communities & Forums
Generic Claims: join the conversation, connecting people worldwide, the community for, your voice matters here…
Red Flags: privacy claims contradicted by terms of service, no content moderation or safety policies, user numbers that cannot be verified, decentralized claims with centralized control…
Semantic Drift Patterns: claims privacy-first but terms allow extensive data collection, claims ad-free but monetizes through data or sponsored content, claims community-driven but governance is centralized, claims safe space but no visible content moderation policies…
Proof Expectations: published community guidelines and enforcement data, transparency reports on content moderation, privacy policy with specific data handling details, user count with third-party verification or app store data…

StumbleUpon

(https://stumbleupon.com) 📸 Data Snapshot: May 25, 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 StumbleUpon (https://stumbleupon.com)
Title

StumbleUpon

BODY StumbleUpon (https://stumbleupon.com/about/)
Title

StumbleUpon

📝 The Narrative — clean text per page (Info Density · Semantic Coherence)
HOMEPAGE · THIN (https://stumbleupon.com) StumbleUpon
[IMG: Mix]
Whatever you love, explore it on Mix.Personalized from millions of sourcesVideos, websites, pics, articlesSubmit your best findsNo ads
145 chars
SUB-PAGE · THIN (https://stumbleupon.com/about/) StumbleUpon
[IMG: Mix]
Whatever you love, explore it on Mix.Personalized from millions of sourcesVideos, websites, pics, articlesSubmit your best findsNo adsStumbleUpon helps you discover the best of the web.Rate, recommend and share content in an online community of other users who have similar interests – with your own personal profile and personalized links.StumbleUpon provides advertising and marketing services, on mobile or desktop. Inquire here for more information.Try our online social networking services, on your mobile or desktop device. Connect with like-minded users to find and share graphic and audiovisual content. Use our links to find other sites across the web.
672 chars
🛡️ Trust Signals — reviews, proof links, trust-theatre flag (Trust & Proof)
0Review mentions (all pages)
0External proof links (all pages)
PageReviewsProof links
/ (home) 0 0
/about/ 0 0
🔗 Identity & Technical Layer — schema JSON-LD: identity chains, entity gaps (Identity & Authority)
Homepage — no schema detected (entity gap)
/about/ — 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
Social Networks, Communities & Forums
49.5 Avg BS

Based on 185 businesses audited.

BS Detector

Social Networks, Communities & Forums BS: StumbleUpon (stumbleupon.com)

https://stumbleupon.com 📍 Industry: Social Networks, Communities & Forums
76 BS / 100

StumbleUpon currently exists as a skeletal landing page suffering from a critical identity crisis and a direct contradiction in its monetization claims. The total lack of technical hierarchy and structured data suggests a neglected property rather than a functioning social network. It scores high on the BS scale because it asks for user and advertiser trust while providing zero substance, zero proof, and conflicting signals.

Info Density Power-words vs. Substance ratio.
26
87% BS
Semantic Coherence Homepage promise vs. Sub-page reality.
17
85% BS
Trust & Proof Verifiable evidence vs. Trust Theatre.
10
50% BS
Commodity Fingerprint Detection of industry clichés/templates.
13
87% BS
Identity & Authority Expert verifiability & Schema depth.
10
67% BS

Immediately resolve the contradiction between the ‘No ads’ claim and the ‘advertising services’ description. Implement a proper HTML heading hierarchy (H1, H2, H3) to define the service’s core features and benefits. Add Organization schema and Person schema for leadership to establish technical authority. Provide links to actual case studies or a transparency report to substantiate the ‘millions of sources’ claim.

The site fits the Social Networks and Communities category as it explicitly mentions online communities, social networking services, and content sharing. However, the content is extremely sparse and lacks the active engagement signals expected in this industry.

“The score of 76 is driven primarily by Information Density and Semantic Coherence. The total lack of headings and the direct conflict between claiming to be 'ad-free' while selling 'advertising services' are massive red flags. The technical void (no schema or metadata) further reinforces the gap between the brand's legacy and its current substance.”

Verified Analysis Date: May 25, 2026 © 1EuroSEO Independent Evaluator — Non-Sponsored Result
Brand AI Reputation