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

Industry Context — Common BS Fingerprints in Arts, Culture & Entertainment
Generic Claims: world-class entertainment, unforgettable experiences, something for everyone, inspiring audiences…
Red Flags: no specific upcoming events or programming, unnamed performers or artists, vague venue descriptions without capacity or location details, grandiose mission with no evidence of activity…
Semantic Drift Patterns: homepage claims cultural significance but events are corporate hire, positions as inclusive but pricing excludes most demographics, claims community focus but no community programming listed, artistic mission statement contradicted by purely commercial offerings…
Proof Expectations: specific past events with dates and attendance, named artists and performers with verifiable credits, press coverage with named publications, funding body acknowledgments with grant details…

Factorio

(https://factorio.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 Factorio (https://factorio.com)
Title

Factorio

H2 Factorio: Space Age – Trailer
H2 Factorio – Trailer
H2 About the game
H2 Artwork
H2 Latest releases
H2 Community
H2 Said about us
H2 Recent blog posts
H2 Featured mods
H3 Friday Facts #443 – More Planet Deliveries
H3 Friday Facts #442 – Flip, Flow, and Fresh Paint
H3 Story Missions
H3 Electric Weapons
H3 Armoured Biters
HEADER_HEADING_REPEATED_BODY 404 | Factorio (https://factorio.com/game/content/)
Title

404 | Factorio

H2 404 – Page not found
HEADER_HEADING_REPEATED_BODY 404 | Factorio (https://factorio.com/download/)
Title

404 | Factorio

H2 404 – Page not found
HEADER_HEADING_REPEATED_BODY 404 | Factorio (https://factorio.com/buy/)
Title

404 | Factorio

H2 404 – Page not found
📝 The Narrative — clean text per page (Info Density · Semantic Coherence)
HOMEPAGE (https://factorio.com) Factorio
[H2] Factorio: Space Age - Trailer

Check out the Space Age Expansion.

[H2] Factorio - Trailer

Check out the game content.

[H2] About the game

Factorio is a game in which you build and maintain factories.
You will be mining resources, researching technologies, building infrastructure, automating production, and fighting enemies. Use your imagination to design your factory, combine simple elements into ingenious structures, apply management skills to keep it working, and protect it from the creatures who don't really like you.
The game is very stable and optimized for building massive factories. You can create your own maps, write mods in Lua, or play with friends via Multiplayer.
Factorio was in development from the spring of 2012 to the beginning of 2021. So far over 3,500,000 people have bought the game. You can get it from Steam, GOG, or directly from our shop.

Would you like to know more?

[H2] Artwork

Check out our page of Factorio artwork, concept sketches, and behind the scenes images.

Try Demo

Buy Factorio

Buy Factorio: Space Age

Buy for Nintendo Switch

Get T-Shirt

[H2] Latest releases

Stable:

2.0.76

Experimental:

2.0.77

Download page

[H2] Community

Contact

[H2] Said about us

You start playing and bam it's 10 hours later.

Spliffa, Reddit

[H2] Recent blog posts

[H3]
Friday Facts #443 - More Planet Deliveries

Posted by
Klonan, V453000, Hrusa, Fearghall
on 2026-06-19

Hello, Good news today

[H3]
Friday Facts #442 - Flip, Flow, and Fresh Paint

Posted by
Klonan, V453000, Raiguard
on 2026-06-12

Hello, It's Friday again

See all posts

[H2] Featured mods

[H3]
Story Missions

By GreenFlag

[H3]
Electric Weapons

By MFerrari

[H3]
Armoured Biters

By CybranM

For more, visit the official mod portal!
2282 chars
SUB-PAGE · THIN (https://factorio.com/game/content/) 404 | Factorio
[H2] 404 - Page not found

This page is missing.
If you believe it should be here, please let us know at support@factorio.com.
129 chars
SUB-PAGE · THIN (https://factorio.com/download/) 404 | Factorio
[H2] 404 - Page not found

This page is missing.
If you believe it should be here, please let us know at support@factorio.com.
129 chars
SUB-PAGE · THIN (https://factorio.com/buy/) 404 | Factorio
[H2] 404 - Page not found

This page is missing.
If you believe it should be here, please let us know at support@factorio.com.
129 chars
🛡️ Trust Signals — reviews, proof links, trust-theatre flag (Trust & Proof)
0Review mentions (all pages)
1External proof links (all pages)
PageReviewsProof links
/ (home) 0 1
/game/content/ 0 0
/download/ 0 0
/buy/ 0 0
🔗 Identity & Technical Layer — schema JSON-LD: identity chains, entity gaps (Identity & Authority)
Homepage — no schema detected (entity gap)
/game/content/ — no schema detected (entity gap)
/download/ — no schema detected (entity gap)
/buy/ — 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
Arts, Culture & Entertainment
32.5 Avg BS

Based on 1884 businesses audited.

BS Detector

Arts, Culture & Entertainment BS: Factorio (factorio.com)

https://factorio.com 📍 Industry: Arts, Culture & Entertainment
21 BS / 100

Factorio is a high-substance entity suffering from a catastrophic technical delivery failure in its web footprint. While its language is refreshing in its lack of bullshit, the inability to provide the very pages it uses as primary calls to action (Buy/Download) is a red flag for a company claiming technical optimization. It is an honest site that is currently functionally broken.

Info Density Power-words vs. Substance ratio.
1
3% BS
Semantic Coherence Homepage promise vs. Sub-page reality.
8
40% BS
Trust & Proof Verifiable evidence vs. Trust Theatre.
2
10% BS
Commodity Fingerprint Detection of industry clichés/templates.
0
0% BS
Identity & Authority Expert verifiability & Schema depth.
10
67% BS

Fix the 404 errors for the /buy/, /download/, and /game/content/ paths to restore the primary proof paths. Implement Organization and SoftwareApplication schema to provide structured data support for sales claims and versioning. Add sameAs links to the blog authors to ground the ‘Friday Facts’ in verifiable human expertise. Include a live or frequently updated sales counter to verify the 3.5 million sales claim.

The site is categorized under Arts, Culture & Entertainment, yet its content strictly adheres to a technical, software-centric presentation. While it provides entertainment, it avoids all industry-specific fluff, functioning more as a technical documentation hub than a traditional arts destination.

“The score is driven primarily by the Identity and Authority pillar (10/15) and Semantic Coherence (8/20) due to the presence of three 404 pages in the sub-page audit. The site scores near-perfectly in Information Density and Commodity Fingerprint, as it completely avoids marketing jargon.”

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