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

Industry Context — Common BS Fingerprints in Crypto, Blockchain & Web3
Generic Claims: the future of finance, revolutionizing the financial system, passive income with crypto, guaranteed returns…
Red Flags: anonymous team with no verifiable identities, guaranteed return percentages on investments, urgency and FOMO language in token sales, roadmap with no completed milestones…
Semantic Drift Patterns: whitepaper describes complex technology but product is a simple token swap, roadmap promises features already months overdue, homepage claims decentralized but team controls majority of tokens, claims community governance but all decisions are team-made…
Proof Expectations: published and verifiable smart contract audit reports, named team members with verifiable LinkedIn or GitHub profiles, live on-chain metrics and contract addresses, specific VC or investor names with verifiable investment rounds…

Ligo

(https://ligolang.org) 📸 Data Snapshot: May 27, 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 Ligo, the smart-contract language for Tezos | Ligo (https://ligolang.org)
Title

Ligo, the smart-contract language for Tezos | Ligo

H1 Discover Ligosmart contracts made easy
H2 Ligo Loves Everyone
H2 Build it with Ligo
H2 What's New in Ligo ?
H2 Build Ligo Together
H2 Open Sources
H3 Static Analysis
H3 Multi-syntax
H3 Optimized by Design
H3 Testing System
H3 Community
H3 First Class Tooling
H3 Take a look at the Changelog
H3 GitLab
H3 Events
H3 Follow-uson X
H3 contributors
H3 members on discord
H3 packages
H3 Ligo
NAV_HEADING_REPEATED_BODY_FOOTER Introduction to LIGO | Ligo (https://ligolang.org/docs/intro/introduction/)
Title

Introduction to LIGO | Ligo

H1 Introduction to LIGO
H2 Where to start​
H3 Ligo, a SmartContract Language built for Tezos​
H3 LIGO, for newcomers or confirmed developpers​
H3 LIGO, designed to be cost-effective​
H3 LIGO, designed for your security​
H3 A set of tools already available​
H3 Do you want to try LIGO?​
H3 Do you want to learn LIGO?​
H3 Do you want to build a production-ready project?​
H3 Dig deeper​
H3 Ligo
H5 Syntax Preference
NAV_HEADING_REPEATED_FOOTER Frequently Asked Questions (FAQ) | Ligo (https://ligolang.org/docs/faq/intro/)
Title

Frequently Asked Questions (FAQ) | Ligo

H1 Frequently Asked Questions (FAQ)
H3 Ligo
H5 Syntax Preference
HEADING_REPEATED_BODY_FOOTER LIGO Changelog | Ligo (https://ligolang.org/docs/intro/changelog/)
Title

LIGO Changelog | Ligo

H1 LIGO Changelog
H3 Ligo
H5 Syntax Preference
📝 The Narrative — clean text per page (Info Density · Semantic Coherence)
HOMEPAGE (https://ligolang.org) Ligo, the smart-contract language for Tezos | Ligo
[H2] Ligo Loves Everyone
So, we built it with multi-syntax.JsLIGOCameLIGOtype storage = int;type ret = [list<operation>, storage];// Three entrypoints
@entryconst increment = (delta: int, store: storage): ret => [[], store + delta];@entryconst decrement = (delta: int, store: storage): ret => [[], store - delta];@entryconst reset = (_p: unit, _s: storage): ret => [[], 0]
try jsligo onlinetype storage = int
type ret = operation list * storage
(* Three entrypoints *)
[@entry]let increment (delta : int) (store : storage) : ret = [], store + delta
[@entry]let decrement (delta : int) (store : storage) : ret = [], store - delta
[@entry]let reset (() : unit) (_ : storage) : ret = [], 0
try cameligo online
[H2] Build it with Ligo
Discover everything you need to safely interact with the Tezos blockchain.
[H3] Static Analysis
Ligo use static analysis and strong typing to help you write safer code.
[H3] Multi-syntax
Ligo brings syntaxes that fit your preferences: TypeScript-inspired or OCaml-inspired.
[H3] Optimized by Design
Ligo is a high-level language that compiles to optimized Tezos bytecode.
[H3] Testing System
Ligo uses a robust testing system to simulate the Tezos blockchain, as if you were inside.
[H3] Community
Ligo's community is here to help. Join us on Discord, or let's learn by doing on our Registry.
[H3] First Class Tooling
Ligo cares about Developer Experience, so we've developed a set of tools made just for you.
[H2] What's New in Ligo ?
We're constantly evolving. Keep in touch.
[H3] Take a look at the Changelog
The Ligo team and the community are improving the smart-contract language every day. See the recent changes on our up-to-date Changelog.Go to Ligo Changelog
[H3] GitLab
Ligo sources are available on our GitLab. Feel free to open an issue or contribute.Contribute to Ligo
[H3] Events
The Ligo team is contributing too. See us at conferences to discover Ligo through a talk given by one of our teammates.ligo at tez/dev
[H3] Follow-uson X
Ligo team shares news on X (Twitter); don't miss them and follow us.Follow-us on
[IMG: Follow Ligo on X]
[H2] Build Ligo Together
Developers all over the world are building the future of Ligo together.78
[H3] contributors
Ligo is open-source and open for contributions. Join the Ligo team on GitLab and start contributing!contribute on gitlab11253
[H3] members on discord
The Ligo community is growing fast. Join our Discord to talk about the Tezos ecosystem, find help, and discover a lot more.join our discord9
[H3] packages
The Ligo team and community have exposed some packages that you can reuse when developing your own contracts. Discover them on our registry!see our registry
[H2] Open Sources
Made possible by our awesome partners.
2737 chars
SUB-PAGE (https://ligolang.org/docs/intro/introduction/) Introduction to LIGO | Ligo
Version: 1.14.2On this page
[H3] Ligo, a SmartContract Language built for Tezos​
LIGO is a programming language for writing smart contracts, compiling in Michelson and deployable on Tezos blockchain.Our hope is to have a simple, strongly typed language with
a low footprint. Most useful smart contracts can express their core functionality in under a
thousand lines of code.
[H3] LIGO, for newcomers or confirmed developpers​
Even if LIGO currently offers two syntaxes, you'll need to choose only one:JsLIGO, ideal for web developers, is a TypeScript/JavaScript inspired syntax without unnecessary complexity, which is not helpful in smart contract development. A quick way to produce your first dApp!Copy type storage = string;
@entry const store_hello = (delta: int, store: storage): [list<operation>, storage] => [[], "Hello"];CameLIGO is designed for developers with a background in
functional programming, in particular OCaml. An
OCaml-inspired syntax allows you to write in
a functional style.Copy type storage = string
[@entry] let store_hello (delta : int) (store : storage) : operation list * storage = [], "Hello"A significant advantage of the multi-syntax feature is to share knowledge, toolings, and modules (like libraries onto registry) in a larger community.
[H3] LIGO, designed to be cost-effective​
Unlike desktop, mobile, or web application development, smart
contracts cannot rely on cheap CPU time and memory. All resources
contracts use are expensive and tracked as
'gas costs'.The LIGO compiler generates optimised Michelson code, which will
be cost-effective on Tezos.
[H3] LIGO, designed for your security​
Tezos smart contract live on the blockchain forever if a bug exists,
they cannot be patched or amended. Smart contracts often directly
control money or assets, which if stolen, could be a large financial
loss to the contracts and their users.LIGO will bring people to web3 and by design reduce the risk
that your smart contract will lose its balance to an
avoidable exploit.But compiler design is insufficient, and LIGO uses static analysis to
encourage people to write simple code, avoid anti-patterns, and use
the
robust test framework
which can simulate Tezos blockchain and offer
mutation testsFor critical code, LIGO also keeps its compiled output unbloated making possible to formally verify the compiled output using a project like
Mi-Cho-Coq.
[H3] A set of tools already available​
Quickly explore LIGO using webideQuickly bootstrap a project with registryImprove development experience with our LSP server available in the
VS Code extensionUnderstand and troubleshoot your code with the debugger available in vscode extensionIntegrate LIGO to your pipeline with ligo github actionTest your documentation with ligo-mdx
[H2] Where to start​
[H3] Do you want to try LIGO?​
For a quick overview, get-started is a good choice. Webide can be used to avoid installation onto your laptop.
[H3] Do you want to learn LIGO?​
Your choice to learn LIGO is already available:Read basics to have a basic comprehensionWrite your first smart contract.Others resources are available on marigold.dev
[H3] Do you want to build a production-ready project?​
You will need a deeper comprehension:Teach yourself how to structure your code with Combining code sectionLearn how to write tests we strongly encourage to use breathalyzer library from the LIGO registry.Understand how to secure a contract
[H3] Dig deeper​
In the end, maybe you will want to:Optimize your codeInteract with other contractsLigo, a SmartContract Language built for TezosLIGO, for newcomers or confirmed developpersLIGO, designed to be cost-effectiveLIGO, designed for your securityA set of tools already availableWhere to startDo you want to try LIGO?Do you want to learn LIGO?Do you want to build a production-ready project?Dig deeper
3837 chars
SUB-PAGE · THIN (https://ligolang.org/docs/faq/intro/) Frequently Asked Questions (FAQ) | Ligo
Version: 1.14.2Here you can find all the recurrent questions regarding LIGO. You can
use the search bar at the top-right corner to dig in the FAQ section.If you do not find the answer to your question in here, feel free to
reach us.
232 chars
SUB-PAGE · THIN (https://ligolang.org/docs/intro/changelog/) LIGO Changelog | Ligo
Version: 1.14.2
[H1] LIGO Changelog
If you're seeing this page, you have built the website manually without nix.To see the changelog, runCopy./scripts/changelog-json.sh | mustache ./scripts/changelog.txt.mustachein the LIGO directory.
234 chars
🛡️ Trust Signals — reviews, proof links, trust-theatre flag (Trust & Proof)
2Review mentions (all pages)
0External proof links (all pages)
PageReviewsProof links
/ (home) 1 0
/docs/intro/introduction/ 1 0
/docs/faq/intro/ 0 0
/docs/intro/changelog/ 0 0
🔗 Identity & Technical Layer — schema JSON-LD: identity chains, entity gaps (Identity & Authority)
Homepage — no schema detected (entity gap)
/docs/intro/introduction/ — no schema detected (entity gap)
/docs/faq/intro/ — no schema detected (entity gap)
/docs/intro/changelog/ — 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
Crypto, Blockchain & Web3
45.7 Avg BS

Based on 366 businesses audited.

BS Detector

Crypto, Blockchain & Web3 BS: Ligo (ligolang.org)

https://ligolang.org 📍 Industry: Crypto, Blockchain & Web3
26 BS / 100

Ligo is a substance-heavy technical project that largely avoids the vaporware patterns typical of the Web3 sector. Its low BS score is earned through immediate utility demonstration (code snippets) and transparent community metrics, though it suffers from ‘anonymous team’ syndrome and a lack of formal structured data.

Info Density Power-words vs. Substance ratio.
8
27% BS
Semantic Coherence Homepage promise vs. Sub-page reality.
0
0% BS
Trust & Proof Verifiable evidence vs. Trust Theatre.
9
45% BS
Commodity Fingerprint Detection of industry clichés/templates.
2
13% BS
Identity & Authority Expert verifiability & Schema depth.
7
47% BS

Fix the Nix build error on the /docs/intro/changelog/ page to ensure the ‘constantly evolving’ claim is verifiable. Implement Organization and SoftwareApplication JSON-LD schema to provide a verifiable digital footprint and boost domain authority. Add a comparative gas-cost chart to the ‘cost-effective’ section to turn a generic claim into hard evidence. Replace anonymous ‘Ligo team’ references with links to core maintainer GitHub profiles to bridge the authority gap.

The website perfectly aligns with the Crypto, Blockchain & Web3 industry, specifically focusing on the niche of Smart Contract development for the Tezos blockchain. The presence of Michelson, OCaml-inspired syntax, and gas cost discussions confirms a high-fidelity industry match.

“The score of 26 is driven primarily by technical substance and high information density. Points were lost in Trust and Proof (9/20) due to unverified review flags and the lack of external gas/security benchmarks. The Identity and Authority pillar (7/15) also contributed to the score due to the absence of schema and named expert profiles.”

Verified Analysis Date: May 27, 2026 © 1EuroSEO Independent Evaluator — Non-Sponsored Result
Brand AI Reputation