Training Example: Akkoma – 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…

Akkoma

(https://akkoma.social) 📸 Data Snapshot: May 26, 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 Akkoma – Magically Expressive Social Media (https://akkoma.social)
Title

Akkoma – Magically Expressive Social Media

Meta

Join an Akkoma instance today to start expressing yourself alongside a community of like-minded people.

H1 Be very cool on the internet
H2 Every way you could possibly want to express yourself and talk with people
H2 What can I do with Akkoma?
H2 Join an Akkoma instance today!
H2 Frequently asked questions
H3 Post statuses, with photos
H3 Follow people anywhere on the fediverse
H3 React to your friends’ posts
H3 Post Misskey Markdown
H3 Edit your posts, as many times as you want
H3 Quote your friends
H3 Create polls
H3 Use the Mastodon Frontend
H3 Enjoy a substantial speed upgrade
H3 What is an 'instance'?
H3 What is the fediverse?
H3 Why do I have to choose an instance?
H3 Why did you fork from Pleroma?
H3 Why did you remove chats?
H3 Is it possible to migrate to Akkoma from Pleroma?
H3 Is it possible to migrate from Akkoma back to Pleroma?
📝 The Narrative — clean text per page (Info Density · Semantic Coherence)
HOMEPAGE (https://akkoma.social) Akkoma – Magically Expressive Social Media
[H1] Be very cool on the internet
Communicate with all your friends on the fediverse, no matter if they're on mastodon, pleroma, or any other fediverse software.Send them fancy markdown animations! React to their posts with custom emoji!Source CodeDocumentationForum for meta-discussionSupport development: DonateAkkomaJimbobI must become the strongest bocchiJonesAnyone know how I write examples?MetaWowee isn't writing funThat One GuyWhat you're referring to as mastodon is actually the fediverse and...
[H2] Every way you could possibly want to express yourself and talk with people
Akkoma is a part of the "fediverse"; that means it's a social network with no central authority. You can follow and talk with anyone else that has an account on any other fediverse service, and you can even host your own server if you want.It implements the ActivityPub protocol, a standard format for sharing data between servers. This allows us to send text and media to any other service implementing ActivityPub.For those more familiar with the fediverse, Akkoma is a specialised fork of Pleroma. It is faster-paced in development and aligns itself more closely with Misskey than Pleroma mainline.It differentiates itself with a focus on custom expression, for example with custom emoji reactions, or Misskey-Flavoured Markdown.In short: Akkoma is part of a distributed social network. Sorta like the child of twitter and email.
[H2] What can I do with Akkoma?
[H3] Post statuses, with photos
With unlimited attachments per post, you can share photos, videos, and more.
[H3] Follow people anywhere on the fediverse
Keep up with your friends and collect them into lists to customise what posts you see!
[H3] React to your friends’ posts
Have something to say, but not something you can put into words? React to posts with emojis!
[H3] Post Misskey Markdown
Create fancy animations with rich markup!
[H3] Edit your posts, as many times as you want
There's no limit to how many times you can edit your posts, so you can make sure they're perfect!
[H3] Quote your friends
Want to comment on a post, but not in the same thread? Quote it!
[H3] Create polls
Want to know what your friends think? Create a poll!
[H3] Use the Mastodon Frontend
Got used to the multi-column layout? Use the Mastodon frontend! It just works (tm)
[H3] Enjoy a substantial speed upgrade
Akkoma is consistently 30-50% faster than Pleroma when handling common operations!
[H2] Join an Akkoma instance today!
It's really easy to sign up and start posting! Try one of the following instances if you don't have one of your own.Coral Castle [EN]My Crowd [EN]
[H2] Frequently asked questions
If you have anything else you want to ask, hop on the #akkoma channel at ircs://irc.akkoma.dev:6697, or the webchat at irc.akkoma.dev or raise an issue on the gitea!
[H3] What is an 'instance'?
An instance is one server running some fediverse software. It forms a network with all other instances, to create a social network
[H3] What is the fediverse?
The fediverse is a network of independent servers running different social media software, all communicating through the ActivityPub protocol. It is a decentralized network, where each server is independent and can be run by anyone.
[H3] Why do I have to choose an instance?
For the same reason you need to choose an email provider (like gmail). You need a way to send activitypub data, and an instance lets you do that.
[H3] Why did you fork from Pleroma?
Long story. Boils down to not having faith that pleroma dev will ever recover. A longer-form explanation is available at https://coffee-and-dreams.uk/development/2022/06/24/akkoma.html
[H3] Why did you remove chats?
Chats were incredibly poorly implemented in pleroma, and added far more complexity to the codebase than they were worth. It is my view that real-time chats do not fall into the scope of an activitypub implementation, and should be handled by a separate service. I have no plans to add them back in.
[H3] Is it possible to migrate to Akkoma from Pleroma?
Yes, entirely! Check the documentation for more info.
[H3] Is it possible to migrate from Akkoma back to Pleroma?
Yes, although it's not as easy. You'd have to roll back migrations, but we try to make all akkoma changes reversible. As time goes on, this may become harder to do, however, and you may experience data loss for features that are different between Pleroma and Akkoma.
4405 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
🔗 Identity & Technical Layer — schema JSON-LD: identity chains, entity gaps (Identity & Authority)
Homepage — 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: Akkoma (akkoma.social)

https://akkoma.social 📍 Industry: Social Networks, Communities & Forums
15 BS / 100

Akkoma is a rare example of a high-substance, low-fluff technical project. It replaces industry jargon with functional specifications and project lineage, resulting in a very low BS score of 15.

Info Density Power-words vs. Substance ratio.
4
13% BS
Semantic Coherence Homepage promise vs. Sub-page reality.
0
0% BS
Trust & Proof Verifiable evidence vs. Trust Theatre.
2
10% BS
Commodity Fingerprint Detection of industry clichés/templates.
2
13% BS
Identity & Authority Expert verifiability & Schema depth.
7
47% BS

Implement SoftwareApplication or Organization JSON-LD schema to bridge the identity gap. Provide a direct link to a benchmark test or documentation page justifying the 30-50% speed increase claim. Add a dedicated ‘Trust & Safety’ or ‘Moderation’ section to address the specific proof expectations of the social media industry. Name core maintainers to establish human authority behind the code.

The site perfectly matches the Social Networks and Communities category, specifically within the decentralized Fediverse sub-sector. The content focuses on ActivityPub protocol implementation, instance management, and user-generated content features like statuses and polls.

“The score of 15 is driven primarily by the lack of structured data (schema_json) and the absence of a named development team, which are standard authority markers. The site's information density and semantic coherence are nearly perfect, effectively neutralizing almost all industry-standard BS patterns.”

Verified Analysis Date: May 26, 2026 © 1EuroSEO Independent Evaluator — Non-Sponsored Result
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