Training Example: Archive of Our Own (AO3) / Organization for Transformative Works – 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…

Archive of Our Own (AO3) / Organization for Transformative Works

(https://archiveofourown.org) 📸 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 Home | Archive of Our Own (https://archiveofourown.org)
Title

Home | Archive of Our Own

Meta

An Archive of Our Own, a project of the Organization for Transformative Works

H1 Archive of Our Own
H2 A non-profit, non-commercial archive for transformative fanworks; created by and for fans of books, music, art, games, shows, movies, real-person fiction (RPF), and other fandoms.
H3 Find your favorites
H3 News All News
H3 Follow us
H3 Footer
H4 With an AO3 account, you can:
H4 AO3 Celebrates 11 Million Registered Users
H4 Kraith Collected is Being Copied to AO3!
H4 Five Things Ellipsis Said
H4 About the Archive
H4 Contact Us
H4 Development
HEADER_HEADING_REPEATED_BODY (https://archiveofourown.org/admin_posts/35576/)
HEADER_HEADING_REPEATED_BODY Kraith Collected is Being Copied to AO3! | Archive of Our Own (https://archiveofourown.org/admin_posts/35466/)
Title

Kraith Collected is Being Copied to AO3! | Archive of Our Own

Meta

An Archive of Our Own, a project of the Organization for Transformative Works

H1 Archive of Our Own
H2 AO3 News
H3 Page Summary
H3 Kraith Collected is Being Copied to AO3!
H3 Background explanation
H3 What does this mean for creators who had work(s) in Kraith Collected?
H3 If you still have questions…
H3 Actions
H3 Comments
H3 Footer
H4 News Post Navigation
H4 Post Header
H4 About the Archive
H4 Contact Us
H4 Development
HEADER_HEADING_REPEATED_BODY Five Things Ellipsis Said | Archive of Our Own (https://archiveofourown.org/admin_posts/35461/)
Title

Five Things Ellipsis Said | Archive of Our Own

Meta

An Archive of Our Own, a project of the Organization for Transformative Works

H1 Archive of Our Own
H2 AO3 News
H3 Page Summary
H3 Five Things Ellipsis Said
H3 Actions
H3 Comments
H3 Footer
H4 News Post Navigation
H4 Post Header
H4 About the Archive
H4 Contact Us
H4 Development
📝 The Narrative — clean text per page (Info Density · Semantic Coherence)
HOMEPAGE (https://archiveofourown.org) Home | Archive of Our Own
Main Content

[H2] A non-profit, non-commercial archive for transformative fanworks; created by and for fans of books, music, art, games, shows, movies, real-person fiction (RPF), and other fandoms.
more than 78,250 fandoms | 11,040,000 users | 17,790,000 works
The Archive of Our Own (AO3) is a project of the Organization for Transformative Works.

[H4] With an AO3 account, you can:

Share your own fanworks
Get notified when your favorite works, series, or users update
Participate in challenges
Keep track of works you've visited and works you want to check out later
You can join by getting an invitation from our automated invite queue. All fans and fanworks are welcome!
Get Invited!

[H3]
News
All News

Did someone make a wish for more Archive of Our Own (AO3) users at 11:11? Because that wish has come true and we are proud to share that just four months after we celebrated 10 million registered users, AO3 now has 11 million registered users! This means an average of around 250,000 people have made an AO3 account every month since then.

Read more...

Kraith Collected, a collection of Star Trek zines set in the Kraith universe, is importing a copy of the zines’ fanworks to the Archive of Our Own (AO3).

Read more...

Every month or so the OTW will be doing a Q&A with one of its volunteers about their experiences in the organization. The posts express each volunteer's personal views and do not necessarily reflect the views of the OTW or constitute OTW policy. Today's post is with Ellipsis, who volunteers as a Tag Wrangler and also a Technical Assistant for the Communications Committee.

Read more...

[H3] Follow us
Follow AO3 on Bluesky or Tumblr for status updates, and don't forget to check out the Organization for Transformative Works' news outlets for updates on our other projects!
@status.archiveofourown.org on Bluesky
ao3org on Tumblr
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SUB-PAGE · THIN (https://archiveofourown.org/admin_posts/35576/)

                            
0 chars
SUB-PAGE (https://archiveofourown.org/admin_posts/35466/) Kraith Collected is Being Copied to AO3! | Archive of Our Own
Main Content

[H4] Post Header
Published:
2026-06-16 14:27:37 UTC
Translations:

Català
Dansk
Deutsch
Ελληνικά
Español
Français
Italiano
Magyar
Nederlands
Polski
Português brasileiro
Português europeu
Română
Slovenščina
suomi
Svenska
Tiếng Việt
Українська
中文-普通话 國語

Tags:

2026
Open Doors

[IMG: Spotlight on Open Doors banner]
Kraith Collected, a collection of Star Trek zines set in the Kraith universe, is importing a copy of the zines’ fanworks to the Archive of Our Own (AO3).In this post:
A bit of background explanation
What this means for creators who had work(s) in Kraith Collected
And what to do if you still have questions
[H3] Background explanation
Kraith Collected is a series of works in the Kraith universe, a series of Star Trek: The Original Series fanfictions, many originally published in other zines. Each volume contains works by Jacqueline Lichtenberg and other writers whose works went through several rounds of edits to be given a number in the Kraith chronology and become part of the official Kraith universe. There are also two pieces of meta, Kraith Creator's Manual and Understanding Kraith, which describe the Kraith universe.The fanzines to be imported are:
Kraith Collected: Fanlore page and AO3 collection
Kraith Creator's Manual: Fanlore page and AO3 collection
Understanding Kraith: Fanlore page and AO3 collection
The purpose of the Open Doors Committee’s AO3 Fanzine Scan Hosting Project (FSHP) is to assist publishers of fanzines to incorporate the fanworks from those fanzines into the Archive of Our Own. It is extremely important to Open Doors that we work in collaboration with publishers who want to import their fanzines and that we fully credit creators, giving them as much control as possible over their fanworks. Open Doors will be working with Kraith Collected to import a copy of the fanzines listed above into separate, searchable collections on the Archive of Our Own. As part of preserving the fanzines in their entirety, all art in the fanzines will be hosted on the OTW's servers and embedded in their own AO3 work pages.We will begin importing works from Kraith Collected to AO3 after July 2026. However, the import may not take place for several months or even years, depending on the size and complexity of the task. Creators are always welcome to import their own works and add them to the collections in the meantime.
[H3] What does this mean for creators who had work(s) in Kraith Collected?
We will send an import notification to the email address we have for each creator. We'll do our best to check for an existing copy of any works before importing. If we find a copy already on AO3, we will add it to the collection instead of importing it. All works archived on behalf of a creator will include their name in the byline or the summary of the work.All imported works will be set to be viewable only by logged-in AO3 users. Once you claim your works, you can make them publicly-viewable if you choose. After 30 days, all unclaimed imported works will be made visible to all visitors.Please contact Open Doors with your creator pseud(s) and email address(es), if:
You'd like us to import your works, but you need the notification sent to a different email address than the publisher has a record of.
You already have an AO3 account and have imported your works already yourself.
You’d like to import your works yourself (including if you don’t have an AO3 account yet).
You would NOT like your works copied to AO3, or would NOT like your works added to the fanzine collections.
You are happy for us to preserve your works on AO3, but would like us to remove your name.
You have any other questions we can help you with.
Please include the name of the publisher or fanzine in the subject heading of your email. If you no longer have access to the email account the publisher has a record of, please contact Open Doors and we'll help you out. (If you've posted the works elsewhere, or have an easy way to verify that they're yours, that's great; if not, we will work with Kraith Collected to confirm your claims.)Please see the Open Doors website for instructions on:
importing your works to AO3
adding your works to the new collections listed above
[H3] If you still have questions...
If you have further questions, visit the Open Doors FAQ, or contact the Open Doors committee.We'd also love it if fans could help us preserve the story of Kraith Collected, Kraith Creator’s Manual, and Understanding Kraith on Fanlore. If you're new to wiki editing, no worries! Check out the new visitor portal, or ask the Fanlore Gardeners for tips.We're excited to be able to help preserve Kraith Collected!- The Open Doors team and Jacqueline LichtenbergCommenting on this post will be disabled in 14 days. If you have any questions, concerns, or comments regarding this import after that date, please contact Open Doors.The Organization for Transformative Works is the non-profit parent organization of multiple projects including Archive of Our Own, Fanlore, Open Doors, OTW Legal Advocacy, and Transformative Works and Cultures. We are a fan-run, donor-supported organization staffed by volunteers. Find out more about us on our website.

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[H3] Comments

Sorry, this news post doesn't allow non-Archive users to comment.
You can however contact Support with any feedback or questions.
5478 chars
SUB-PAGE (https://archiveofourown.org/admin_posts/35461/) Five Things Ellipsis Said | Archive of Our Own
Main Content

[H4] Post Header
Published:
2026-06-10 09:41:05 UTC
Tags:

2026
About Our Volunteers
Communications Committee
Tag Wrangling Committee

[IMG: Five Things an OTW Volunteer Said]
Every month or so the OTW will be doing a Q&A with one of its volunteers about their experiences in the organization. The posts express each volunteer's personal views and do not necessarily reflect the views of the OTW or constitute OTW policy. Today's post is with Ellipsis, who volunteers as a Tag Wrangler and also a Technical Assistant for the Communications Committee.How does what you do as a volunteer fit into what the OTW does?
I currently hold two roles with the OTW.I wrangle tags on AO3 for a couple of smallish fandoms with lots of characters. So I’m frequently digging through wiki pages and scrubbing through episodes to figure out if the character someone tagged is from canon or an OC. It's always very satisfying to provide new canonical character tags.I am also the "Technical Assistant" for Communications. My primary responsibility there is managing the "OTW News By Email" automations. I set up all the automations and keep an eye out for and troubleshoot any issues; this occasionally involves reaching out to Systems or the newsletter service’s support team. I also help out if any subscribers reach out for help with their subscriptions. Beyond the "News By Email" stuff, I also help with investigating or suggesting other tech solutions for the Communications committee and occasionally help to write/research some of the more technical news posts.What is a typical week like for you as a volunteer?
I do most of my focused volunteer work on the weekends, since I’ve got a full-time job during the week (and by the time I’m done work for the day and figure out food and whatnot I don’t have much time or energy left).Every Saturday evening I work on Comms tasks. Exactly what I’m doing depends on what I’ve got on my plate. One thing I frequently work on is writing documentation about how the News By Email automation works. (Right now I manage everything myself but it's important to make sure there is good documentation in case someone else has to hop in and do something.) I also researched and drafted a news post recently, which involved a lot of rounds of feedback from different committees since it was inspired by a request from Support and relates to AD&T. Other common tasks include helping answer support queries about the email subscription, adding new functionality (the ability to subscribe just to recruitment posts went live recently), and cleaning up unsubscribed users.If something breaks or otherwise goes weird I’ll jump in outside of my standard hours, but most of the time things can wait.Every other weekend I tend to do wrangling work sometime during the day on Saturday or Sunday. Often I’ll host or attend a "wrangling party" (set times when lots of folks wrangle and cheer each other on). During that time I’ll check through whatever new tags have come in for my fandoms and sort them accordingly. I’ve got a few fandoms with lots of characters, so there are almost always some new characters or relationships to make canonicals for. I’ll also occasionally dig through the additional tags to check if anything has gained enough usages to get a canonical.What made you decide to volunteer?
I initially joined as a tag wrangler. As an avid reader of fic, a programmer, and someone who finds categorization interesting, I find the tag system on AO3 really awesome. So when I found out how it worked and that you could volunteer to wrangle tags, I started eagerly watching for recruitment posts. It took a couple rounds before there was a post that was recruiting for wranglers for a fandom I had experience with.A couple of years ago (once I’d been a wrangler for a while), Communications was looking into sending out news posts by email. They asked for volunteers who were willing to be test subjects and report back on receiving emails. However, the services they were testing weren’t a good fit and they were running into a lot of issues. I got curious and fell down a research rabbit hole and suggested another service. The service was one that required a bit more technical knowhow, though, and the volunteers running the test weren’t comfortable setting it up, so I offered to test it out and report back. They ended up going with the service I suggested and asked me to help set it up for real. Then eventually Communications asked me if I was interested in officially joining the committee as a "Technical Assistant."What has been your biggest challenge doing work for the OTW?
Executive functioning. I’ve got ADHD (and Autism) so I struggle with intrinsic motivation and easily lose track of time, especially when I’ve got a full-time job eating all my spoons (energy). When I first started volunteering, I had been laid off and was unemployed so I had a lot of spare time and energy. So finding the balance once I was back to working full time was tricky.In the last year or so I’ve started being firmer on scheduling specific times to do my volunteer work to help avoid losing track completely. For Comms work, I have a scheduled time set up each week that I work. And at that time another Comms volunteer will poke me on the volunteer messaging service to check in and ask about what I’m doing that evening; having that sort of external check in is massively helpful for me. Signing up to host wrangling parties serves a similar purpose in giving me external accountability about being present at a specific time to wrangle.What fannish things do you like to do?
Mostly reading so much fic. I started reading fanfiction when I was a kid, probably around 8 or 9 years old. One of my real-life friends introduced me to it and in their words they "created a monster." (I don’t know exactly when I started reading because I no longer have the email I used at that time and my autistic kid brain was hung up on "you aren't supposed to have an account if you aren’t 13" so I read for quite a while before getting my FFN account). I occasionally count up how many words I’m reading per week and I’m frequently somewhere around 200k words per week. (It varies a bit depending on the density of the fic and how much else I’ve got going on. When I’m unemployed, it goes way up.)I try to leave lots of comments as my way of giving back to all the authors who provide all the wonderful fics I get to read for free. (I’ve recently started using the sticky note app on my phone to compose comments with blockquotes while I’m reading so I can call out favorite bits or “live react” a bit.)Now that our volunteer’s said five things about what they do, it’s your turn to ask one more thing! Feel free to ask about their work in the comments. Or if you'd like, you can check out previous Five Things posts.
The Organization for Transformative Works is the non-profit parent organization of multiple projects including Archive of Our Own, Fanlore, Open Doors, OTW Legal Advocacy, and Transformative Works and Cultures. We are a fan-run, donor-supported organization staffed by volunteers. Find out more about us on our website.

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Sorry, this news post doesn't allow non-Archive users to comment.
You can however contact Support with any feedback or questions.
7435 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
/admin_posts/35576/ 0 0
/admin_posts/35466/ 0 0
/admin_posts/35461/ 0 0
🔗 Identity & Technical Layer — schema JSON-LD: identity chains, entity gaps (Identity & Authority)
Homepage — no schema detected (entity gap)
/admin_posts/35576/ — no schema detected (entity gap)
/admin_posts/35466/ — no schema detected (entity gap)
/admin_posts/35461/ — 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: Archive of Our Own (AO3) / Organization for Transformative Works (archiveofourown.org)

https://archiveofourown.org 📍 Industry: Social Networks, Communities & Forums
4 BS / 100

AO3 is an outlier in the social network category, providing a masterclass in substance over signal. The site contains essentially zero bullshit, functioning as a high-utility archive that prioritizes technical transparency over marketing. It is a rare example of a digital platform where the content proves the claims in every paragraph.

Info Density Power-words vs. Substance ratio.
2
7% BS
Semantic Coherence Homepage promise vs. Sub-page reality.
0
0% BS
Trust & Proof Verifiable evidence vs. Trust Theatre.
0
0% BS
Commodity Fingerprint Detection of industry clichés/templates.
1
7% BS
Identity & Authority Expert verifiability & Schema depth.
1
7% BS

Integrate Organization and Person schema to formalize the relationship with the Organization for Transformative Works in a machine-readable format. Aggregate individual news posts into a centralized ‘Transparency Report’ to provide a single proof path for growth and moderation stats. Explicitly link the ‘non-commercial’ claim to the OTW’s annual financial reports or non-profit status filings. Maintain the current absence of ‘power word’ headings to preserve the site’s high credibility floor.

The site is a textbook example of a non-commercial social network and community forum. The content confirms its status as a repository for user-generated content, focusing on preservation and community governance rather than monetization or viral growth.

“The score of 4 is driven by the extreme information density and total alignment between claims and content. Minor points were deducted only for the lack of structured schema and the use of community-standard pseudonyms, which represent a technical identity gap even if they are culturally authentic. This is a Minimal BS site.”

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