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

Industry Context — Common BS Fingerprints in Blogs, Influencers & Personal Brands
Generic Claims: helping you live your best life, inspiring millions, building an authentic community, trusted voice in the space…
Red Flags: follower count claims without linked profiles, no sponsorship or affiliate disclosure, expertise claims without credentials or track record, media kit with vanity metrics only…
Semantic Drift Patterns: claims expertise in a niche but content spans unrelated topics, homepage positions as authority but content is surface-level, claims independence but most content is sponsored, personal brand claims authenticity but every post is commercially driven…
Proof Expectations: verifiable follower counts on linked social profiles, named brand partnerships with specific campaigns, published content with dates and engagement metrics, named media appearances with links…

Overcoming Bias

(https://overcomingbias.com) 📸 Data Snapshot: May 31, 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 Overcoming Bias | Robin Hanson | Substack (https://overcomingbias.com)
Title

Overcoming Bias | Robin Hanson | Substack

H1 Overcoming Bias
H4 Overcoming Bias
NAV_HEADING_REPEATED_BODY Archive – Overcoming Bias (https://overcomingbias.com/archive/)
Title

Archive – Overcoming Bias

H1 Overcoming Bias
H3 April 2026
NAV_HEADING_REPEATED_BODY About – Overcoming Bias (https://overcomingbias.com/about/)
Title

About – Overcoming Bias

H1 Overcoming Bias
H2 Subscribe to Overcoming Bias
H3 Welcome to Overcoming Bias!
H3 People
HEADING_REPEATED_BODY Substacks recommended by Robin Hanson | Overcoming Bias (https://overcomingbias.com/recommendations/)
Title

Substacks recommended by Robin Hanson | Overcoming Bias

H1 Overcoming Bias
H2 Recommended by Robin Hanson
📝 The Narrative — clean text per page (Info Density · Semantic Coherence)
HOMEPAGE (https://overcomingbias.com) Overcoming Bias | Robin Hanson | Substack
Meta-Institutions Matter MostThis is an essay.5 hrs ago • Robin Hanson3464The Elephant In The Op-edMost writing and talking embraces our usual illusions on human motives.May 26 • Robin Hanson28131Toward-Forager PredictionsIn my last post I reported:May 25 • Robin Hanson196Staying Like ForagersFor over ten millennia of the farming era, most folks saw themselves as tightly tied to small groups that lived in a largely alien and hostile world…May 234221Past & Future of Good & EvilSometime in the last few million years, our ancestors began to get better brains, use tools and weapons, speak language, and live in larger groups in a…May 17 • Robin Hanson36449The Return Of CultureCapital, culture, and states are three key powers in the world.May 12 • Robin Hanson163Four Culture FixesHumanity has broken its superpower of cultural evolution, at least at the level of large cultural units, the units that set our game theoretic…May 8 • Robin Hanson26161The Coming HackastropheFor years, cybersecurity experts have been warning about the chaos that highly capable hacking bots could usher in.May 5 • Robin Hanson42113See all
[IMG: Overcoming Bias]
Overcoming BiasThis is a blog on why we believe and do what we do, why we pretend otherwise, how we might do better, and what our descendants might do, if they don't all die.RecommendationsView all 8
[IMG: Rob Henderson]
Rob Henderson's NewsletterRob Henderson
[IMG: Bet On It]
Bet On ItBryan Caplan
[IMG: Good Thoughts]
Good ThoughtsRichard Y Chappell
[IMG: Noahpinion]
NoahpinionNoah Smith
[IMG: Astral Codex Ten]
Astral Codex TenScott Alexander
[H4] Overcoming Bias
AboutArchiveRecommendationsSitemap
1658 chars
SUB-PAGE (https://overcomingbias.com/archive/) Archive – Overcoming Bias
Meta-Institutions Matter MostThis is an essay.5 hrs ago • Robin Hanson3364The Elephant In The Op-edMost writing and talking embraces our usual illusions on human motives.May 26 • Robin Hanson28131Toward-Forager PredictionsIn my last post I reported:May 25 • Robin Hanson196Staying Like ForagersFor over ten millennia of the farming era, most folks saw themselves as tightly tied to small groups that lived in a largely alien and hostile world…May 234221Past & Future of Good & EvilSometime in the last few million years, our ancestors began to get better brains, use tools and weapons, speak language, and live in larger groups in a…May 17 • Robin Hanson36449The Return Of CultureCapital, culture, and states are three key powers in the world.May 12 • Robin Hanson163Four Culture FixesHumanity has broken its superpower of cultural evolution, at least at the level of large cultural units, the units that set our game theoretic…May 8 • Robin Hanson26161The Coming HackastropheFor years, cybersecurity experts have been warning about the chaos that highly capable hacking bots could usher in.May 5 • Robin Hanson42113On Politics And GovernanceThe key innovation that has powered the modern era is: organizations.May 3 • Robin Hanson41216Figure Stuff Out TogetherWe vary in our motives and priorities in thinking.May 2 • Robin Hanson3143
[H3] April 2026
On Prediction Market Regulation(This is my comment re CFTC call for comments on prediction markets.)Apr 29 • Robin Hanson3451Where You Are Most WrongWhat are you the most wrong about?Apr 27 • Robin Hanson48125
1569 chars
SUB-PAGE (https://overcomingbias.com/about/) About – Overcoming Bias
[H1] About
[H3] Welcome to Overcoming Bias!
Overcoming Bias began in November ’06 as a group blog on the general theme of how to move our beliefs closer to reality, in the face of our natural biases such as overconfidence and wishful thinking, and our bias to believe we have corrected for such biases, when we have done no such thing.While we had a few dozen authors, most posts came from Robin Hanson and Eliezer Yudkowsky. The topics drifted more widely, and early in ’09 Eliezer moved to a new sister blog, Less Wrong. Robin then made this his wide-ranging personal blog for the next three years. In ’12, Robin wanted to cut back to make more time to write a book, and so Katja Grace, Rob Wiblin, and Carl Shulman joined as new-co-bloggers. In ’13, Robin decided he’d changed his work habits, and this went back to being a personal blog.Disclaimers:While we are affiliated with several organizations, and we list them as “supporting” Overcoming Bias, none have paid us to blog, and none necessarily endorse any views expressed here. We’ve never sold ads or access in any way. Copyright is retained by each author.  Finally, all views expressed here are ours, not those of George Mason University or the Commonwealth of Virginia.Comments:Anyone can comment here, but spam and trollers may be removed or banned.  Comments should be polite, on topic, short (< 500 words), and sparing with quotations (links are ok).  Don’t repeat your own comments word for word. We have Open Threads once a month for general discussion; longer comments are acceptable there.Commenting frequency:  A good rule of thumb is that your name should not appear more than two times in the 10 most recent comments, as shown on the right sidebar.  Three times is acceptable on rare occasions.  Four times, never. Post authors are of course excepted. To help us enforce this, we ask that you only use one name when commenting here.The banner picture above is cropped from “Ulysses and the Sirens” by John William Waterhouse, 1891.
[IMG: User]
[H2] Subscribe to Overcoming Bias
This is a blog on why we believe and do what we do, why we pretend otherwise, how we might do better, and what our descendants might do, if they don't all die.
[H3] People
2225 chars
SUB-PAGE (https://overcomingbias.com/recommendations/) Substacks recommended by Robin Hanson | Overcoming Bias
[H2] Recommended by Robin Hanson
[IMG: Bet On It]
Bet On ItBy Bryan CaplanSubscribeCaplan and Candor
[IMG: Astral Codex Ten]
Astral Codex TenBy Scott AlexanderSubscribeP(A|B) = [P(A)*P(B|A)]/P(B), all the rest is commentary.
[IMG: Good Thoughts]
Good ThoughtsBy Richard Y ChappellSubscribeConsequentialist moral philosophy and analysis
[IMG: Rob Henderson]
Rob Henderson's NewsletterSubscribeHuman nature, psychology, social class, luxury beliefs, and more.
[IMG: Noahpinion]
NoahpinionBy Noah SmithSubscribeEconomics and other interesting stuff
[IMG: Marc Andreessen Substack]
Marc Andreessen SubstackSubscribeMy personal Substack.
Personal views only.
Actually, not even personal views.
I don't even know what my personal views are anymore.
It doesn't matter.
Read anyway!
[IMG: Living Fossils]
Living FossilsSubscribeThe purpose of The Living Fossils is to communicate how the application of evolutionary ideas can help explain the sources of psychological suffering and well-being, in the service of improving our understanding of mental health.
[IMG: Maximum Truth]
Maximum TruthBy Maxim LottSubscribeJoin me on a data-driven search for the truth!
1153 chars
🛡️ Trust Signals — reviews, proof links, trust-theatre flag (Trust & Proof)
318Review mentions (all pages)
0External proof links (all pages)
PageReviewsProof links
/ (home) 200 0
/archive/ 96 0
/about/ 11 0
/recommendations/ 11 0
🔗 Identity & Technical Layer — schema JSON-LD: identity chains, entity gaps (Identity & Authority)
Homepage schema
{
    "@context": "https://schema.org",
    "@type": "WebSite",
    "name": "Overcoming Bias",
    "publisher": {
        "@type": "Organization",
        "name": "Overcoming Bias",
        "url": "https://www.overcomingbias.com",
        "logo": {
            "@type": "ImageObject",
            "url": "https://substackcdn.com/image/fetch/$s_!fWaM!,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F12e5f0e6-f8e1-43ea-853f-00740eb11240_1280x1280.png"
        },
        "sameAs": [
            "https://twitter.com/robinhanson"
        ]
    },
    "url": "https://www.overcomingbias.com",
    "mainEntityOfPage": {
        "@type": "WebPage",
        "url": "https://www.overcomingbias.com"
    },
    "description": "This is a blog on why we believe and do what we do, why we pretend otherwise, how we might do better, and what our descendants might do, if they don't all die.",
    "potentialAction": {
        "@type": "SearchAction",
        "name": "Search Overcoming Bias",
        "target": "https://www.overcomingbias.com/archive?utm_source=google&sort=search&search={search_term_string}",
        "query-input": "required name=search_term_string"
    }
}
/archive/ — no schema detected (entity gap)
/about/ — no schema detected (entity gap)
/recommendations/ — 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
Blogs, Influencers & Personal Brands
38.8 Avg BS

Based on 183 businesses audited.

BS Detector

Blogs, Influencers & Personal Brands BS: Overcoming Bias (overcomingbias.com)

https://overcomingbias.com 📍 Industry: Blogs, Influencers & Personal Brands
13 BS / 100

Overcoming Bias is a masterclass in substantive personal branding, successfully using a commodity platform to deliver highly specialized, non-commodity content. It scores significantly lower than almost any other personal brand due to its total rejection of commercial influencer jargon and generic value propositions. This is a rare example where the substance of the content far outweighs the marketing signal of the website.

Info Density Power-words vs. Substance ratio.
1
3% BS
Semantic Coherence Homepage promise vs. Sub-page reality.
0
0% 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.
0
0% BS

To minimize the remaining BS score, the site should include direct outbound hyperlinks to the George Mason University faculty directory to provide primary-source verification of the author’s institutional status. The trust theatre score could be neutralized by adding a short explanatory note clarifying that the displayed numbers refer to native platform engagement metrics rather than third-party reviews. Additionally, implementing detailed Person schema for the newer co-bloggers mentioned in the history section would improve digital identity scores. Finally, explicitly linking the various supporting organizations mentioned in the disclaimer would provide concrete proof paths for the site’s institutional backing.

The site perfectly aligns with the Blogs and Personal Brands category, functioning as a long-form intellectual outlet for founder Robin Hanson. Unlike typical commercial blogs, the content focuses on academic and philosophical inquiry rather than influencer monetization or brand partnerships.

“The score of 13 is primarily a result of the site's technical structure as a Substack blog, which triggers trust theatre flags for unlinked engagement numbers and matches standard template fingerprints. These are largely artifacts of the chosen publishing platform rather than indicators of intentional bullshit or marketing fluff. The site is virtually flawless regarding information density and semantic coherence, which are the primary drivers of substance in this audit.”

Verified Analysis Date: May 31, 2026 © 1EuroSEO Independent Evaluator — Non-Sponsored Result