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

Industry Context — Common BS Fingerprints in Science, Research & Laboratories
Generic Claims: world-class research, pioneering scientific breakthroughs, advancing knowledge, trusted by leading institutions…
Red Flags: accreditation claims without certificate numbers, no publication record for research claims, unnamed scientists or researchers, breakthrough claims without peer review…
Semantic Drift Patterns: homepage claims cutting-edge but equipment list is dated, claims accredited but no accreditation schedule or scope shown, research claims but no publication list, claims GLP but no regulatory inspection history…
Proof Expectations: accreditation certificate numbers and scope (ISO 17025, GLP), publication list with peer-reviewed journal citations, named principal investigators with verifiable track records, specific equipment list with calibration status…

The LaTeX Project

(https://latex-project.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 LaTeX – A document preparation system (https://latex-project.org)
Title

LaTeX – A document preparation system

Meta

LaTeX is a high-quality typesetting system; it includes features designed for the production of technical and scientific documentation.

H1 LaTeX – A document preparation system
H2 Recent News
H2 LaTeX the product
H2 The LaTeX3 Project
H3 LaTeX Books
H3 Documentation
H3 LaTeX Team
NAV_HEADER_HEADING_REPEATED_BODY_FOOTER Introduction to LaTeX (https://latex-project.org/about/)
Title

Introduction to LaTeX

Meta

An introduction to LaTeX, a document preparation system for high-quality typesetting. About the LaTeX project.

H1 An introduction to LaTeX
H2 LaTeX Features
H3 Documentation
H3 Getting LaTeX
H3 LaTeX Team
NAV_HEADER_HEADING_REPEATED_BODY_FOOTER Get LaTeX – Mac OS, Windows, Linux (https://latex-project.org/get/)
Title

Get LaTeX – Mac OS, Windows, Linux

Meta

Getting LaTeX. Get to know how and where to get TeX distributions for Linux, Mac OS, and Windows containing LaTeX and obtaining LaTeX.

H1 Getting LaTeX
H2 TeX Distributions
H2 Linux
H2 Mac OS
H2 Windows
H2 Online
H2 CTAN
H2 The LaTeX Git Repository
H2 Historic LaTeX
H3 A note on Git pull requests
NAV_HEADER_HEADING_REPEATED_BODY_FOOTER Articles published by the LaTeX project by year (https://latex-project.org/publications/)
Title

Articles published by the LaTeX project by year

Meta

Selection of links to PDF versions of various articles published by the LaTeX3 project and links to videos of their conference presentations.

H1 Publications by the LaTeX Project Team
H3 Publications by year
H3 Publications by topic
H3 Books by project members and others
📝 The Narrative — clean text per page (Info Density · Semantic Coherence)
HOMEPAGE (https://latex-project.org) LaTeX – A document preparation system
[H1] LaTeX – A document preparation system
LaTeX is a high-quality typesetting system; it includes features designed for the production of technical and scientific documentation. LaTeX is the de facto standard for the communication and publication of scientific documents. LaTeX is available as free software.
You don't have to pay for using LaTeX, i.e., there are no license fees, etc. But you are, of course, invited to support the maintenance and development efforts through a donation to the TeX Users Group (choose LaTeX Project contribution) if you are satisfied with LaTeX.
You can also sponsor the work of LaTeX team members through the GitHub sponsor program at the moment for
Frank, David and Joseph. Your contribution goes without any reductions by GitHub to the developers in support of the project.
The volunteer efforts that provide you with LaTeX need financial support, so thanks for any contribution you are willing to make.

[H2] Recent News

10 May, 2026Time for testing: the final pre-release for 2026-06 is available
23 April, 2026New Best Practice Guide for Mathematical Content in PDF
5 March, 2026PDF Association’s press release: Accessible math in PDF – finally!
27 January, 2026Pre-release 1 of LaTeX 2026-06-01 is available for testing
11 November, 2025LaTeX 2025-11-01 released and distributed
30 October, 2025Accessibility of STEM documents - talk at PDF days 2025 in Berlin
9 October, 2025Pre-release 3 of LaTeX 2025-11-01 is available for testing

All News · Subscribe to our RSS News Feed

[H2] LaTeX the product

Introduction
Short introduction to LaTeX. Learn what LaTeX is, which features it has, and how it works.
Getting LaTeX
Learn how and where to get LaTeX for Linux, Mac OS X, Windows and Online.
LaTeX2e Release Newsletters
LaTeX2e release newsletters for each release of LaTeX created since 1994.
Getting help
Help for issues with TeX and LaTeX: Official documentation, books, and links.

[H2] The LaTeX3 Project

LaTeX3 Project
The LaTeX3 project is a long-term research project to develop the next version of the LaTeX typesetting system.
Publications
A selection of articles, slides, conference papers, videos etc. published by the LaTeX3 project.
Development Code
Place to get LaTeX3 development code which is intended only for experimentation and comments.
Donations
Please consider donating to the TeX Users Group to support LaTeX development (LaTeX Project contribution).

[H3] LaTeX Books
List of books on LaTeX in English, French, German, and Spanish.

[H3] Documentation
The official LaTeX help and documentation section.

[H3] LaTeX Team
Learn more about the people behind the LaTeX project.
2689 chars
SUB-PAGE (https://latex-project.org/about/) Introduction to LaTeX
[H1] An introduction to LaTeX
LaTeX, which is pronounced «Lah-tech» or «Lay-tech» (to rhyme with «blech» or «Bertolt Brecht»), is a document preparation system for high-quality typesetting. It is most often used for medium-to-large technical or scientific documents but it can be used for almost any form of publishing.
LaTeX is not a word processor! Instead, LaTeX encourages authors not to worry too much about the appearance of their documents but to concentrate on getting the right content. For example, consider this document:
Cartesian closed categories and the price of eggs
Jane Doe
September 1994
Hello world!
To produce this in most typesetting or word-processing systems, the author would have to decide what layout to use, so would select (say) 18pt Times Roman for the title, 12pt Times Italic for the name, and so on. This has two results: authors wasting their time with designs; and a lot of badly designed documents!
LaTeX is based on the idea that it is better to leave document design to document designers, and to let authors get on with writing documents. So, in LaTeX you would input this document as:
\documentclass{article}
\title{Cartesian closed categories and the price of eggs}
\author{Jane Doe}
\date{September 1994}
\begin{document}
\maketitle
Hello world!
\end{document}
Or, in English:
This document is an article.
Its title is Cartesian closed categories and the price of eggs.
Its author is Jane Doe.
It was written in September 1994.
The document consists of a title followed by the text Hello world!
[H2] LaTeX Features
Typesetting journal articles, technical reports, books, and slide presentations.
Control over large documents containing sectioning, cross-references, tables and figures.
Typesetting of complex mathematical formulas.
Advanced typesetting of mathematics with AMS-LaTeX.
Automatic generation of bibliographies and indexes.
Multi-lingual typesetting.
Inclusion of artwork, and process or spot colour.
Using PostScript or Metafont fonts.

[H3] Documentation
The official LaTeX help and documentation section.

[H3] Getting LaTeX
Get LaTeX for Linux, Mac OS X, Windows and Online.

[H3] LaTeX Team
Learn more about the people behind the LaTeX project.
2221 chars
SUB-PAGE (https://latex-project.org/get/) Get LaTeX – Mac OS, Windows, Linux
[H1] Getting LaTeX

LaTeX is free
software under the terms of
the LaTeX Project Public License
(LPPL). LaTeX is distributed through CTAN
servers or comes as part of many easily installable and
usable TeX
distributions provided by the TeX User Group (TUG) or third
parties. If you run into trouble, visit
the help section.
LaTeX is not a stand-alone typesetting program in itself, but
document preparation software that runs on top
of Donald
E. Knuth's TeX
typesetting system. TeX distributions usually bundle together
all the parts needed for a working TeX system and they generally
add to this both configuration and maintenance utilities. Nowadays
LaTeX, and many of the packages built on it, form an important
component of any major TeX distribution.

TeX Distributions
CTAN
The LaTeX Git Repository
Git Pull Requests

Historic LaTeX
The LaTeX team cannot guarantee that TeX distributions, even
recent ones, contain the most recent version of LaTeX. It may
happen that you need a more recent LaTeX than the one that your
favourite TeX distribution carries, e.g., in order to get a
particular bug fix. In that case you will need to fetch LaTeX from
CTAN and install it on top of your distribution. See below for
details.
[H2] TeX Distributions
If you’re new to TeX and LaTeX or just want an easy installation, get
a full TeX distribution. The TeX Users Group (TUG) has a list of
notable distributions that
are entirely, or least primarily, free software, i.e., there are no
charges for download or use.
Several distributions, in particular MacTeX, TeX Live and MiKTeX
provide update mechanism through which you can manually or
automatically receive updates from CTAN.

[H2] Linux
Check your Linux distributions software source for a TeX
distribution including LaTeX. You can also
install the current TeX Live distribution
directly---in fact this may be advisable as many Linux distributions only contain
older versions of TeX Live, see
Linux TeX Live package status
for details.
These are free distributions, i.e., there are no charges for download or use.

[H2] Mac OS
The MacTeX
distribution contains everything you need, including a complete
TeX system with LaTeX itself and editors to write documents.
This is a free distribution, i.e., there are no charges for download or use.

[H2] Windows
Check out the MiKTeX
or TeX Live
distributions; they contain a complete TeX system with LaTeX
itself and editors to write documents.
These are free distributions, i.e., there are no charges for download or use.

[H2] Online
LaTeX online services
like
Overleaf,
Papeeria,
or CoCalc
offer the
ability to edit, view and download LaTeX files and resulting
PDFs.
Most are commercial services, but several of them, though not all, offer free
plans with some restrictions.
[H2] CTAN
You can obtain LaTeX from CTAN, which is the
primary source of distribution for LaTeX. In order for your downloaded
LaTeX to be of any use, you have to obtain and set up a TeX system
first. You can either install a TeX distribution (see above) or get a
TeX system from CTAN. If
you use a TeX distribution then it will include a version of LaTeX so
this will probably make things easier for you; but you may have a
reason not to do this.
[H2] The LaTeX Git Repository
These days the LaTeX development sources are kept in a GitHub
repository (previously we used SVN).
Note: The repository is not meant to be used as an install
source for users who just want to set up a LaTeX system for
processing their documents. It is rather complicated to produce a
running version starting from these sources, which is why we provide
the CTAN version (which is still not trivial to use directly) and
why from that CTAN version a ready to use version finds its way into
all major distributions within a few days. So please use the TeX
distributions (or the CTAN version) instead of the Git repository.
The repository is of use only to the few people that are interested
in kernel development or help the LaTeX Project team in that
development.
Having said that, anyone can access it and download the files, but
submission is restricted to team members. The repository is located at
https://github.com/latex3/latex2e
and from that browser page you may explore the files, clone the
repository or download the files in a .zip archive (roughly 25Mb) by
using the appropriate buttons.
If you are familiar with Git you can also clone the repository using the
command line or your favorite Git frontend tool, e.g.,
git clone https://github.com/latex3/latex2e.git
which needs about 50Mb of space.
[H3] A note on Git pull requests
Git repositories support distributed development and allow people to
provide change sets that are made available through so called pull
requests, so that the maintainers of a program can “pull the suggested
changes” into the main repository.
While we appreciate contributions, we think that for the core LaTeX
software pull requests are usually not a good approach (unless the
change has be already discussed and agreed upon).
The stability of LaTeX is very important and this means that changes to
the kernel are necessarily very conservative. It also means that a lot
of discussion has to happen before any changes are made. So if you do
decide to post a pull request, please bear this in mind: we do
appreciate ideas, but cannot always integrate them into the kernel and
it is quite likely that we reject updates made in this way.
If you want to discuss a possible contribution before (or instead of)
making a pull request, we suggest you raise the topic first by dropping a
line to the team.
[H2] Historic LaTeX
Ulrik Vieth has collected historic versions of LaTeX from LaTeX 2.0
for TeX 1.0 (released on 11 December 1983) onwards. You can find them
at
ftp://ftp.tug.org/historic/macros/latex-saildart/.
There might even be some earlier versions. All files have been pulled
from the SAILDART archive site at http://z.baumgart.org/ (no longer
online) which was based on archive tapes from SAIL at Stanford.
More historic material can be found at ftp://ftp.tug.org/historic (you may not be able to open this in all browsers — alternatively try https://www.math.utah.edu/pub/tex/historic/).
6239 chars
SUB-PAGE (https://latex-project.org/publications/) Articles published by the LaTeX project by year
[H1] Publications by the LaTeX Project Team

[H3] Publications by year
By selecting an entry in the table of contents you will find links
to Portable Document Format (PDF) versions of various articles and
papers published by the LaTeX3 project and links to videos of
their conference presentations. Some of this list has been
assembled 'after the fact'; please inform us if you notice
anything missing.
[H3] Publications by topic
A different view is given on
Publication by Topic page where the Publications
are ordered by important topics.
[H3] Books by project members
and others
A list of books that we think are useful is given on
the Books Page. By
buying documentation through this website you support the volunteer
work of project members to keep LaTeX useful for you.
2025
2024
2023
2022
2021
2020
2019
2018
2017
2016
2015
2014
2013
2012
2011
2010
2009 and earlier
All publications on one page
935 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
/about/ 0 0
/get/ 0 0
/publications/ 0 0
🔗 Identity & Technical Layer — schema JSON-LD: identity chains, entity gaps (Identity & Authority)
Homepage — no schema detected (entity gap)
/about/ — no schema detected (entity gap)
/get/ — no schema detected (entity gap)
/publications/ — 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
Science, Research & Laboratories
34.3 Avg BS

Based on 126 businesses audited.

BS Detector

Science, Research & Laboratories BS: The LaTeX Project (latex-project.org)

https://latex-project.org 📍 Industry: Science, Research & Laboratories
8 BS / 100

This is a benchmark for low-BS technical communication. The site prioritizes functional utility, technical documentation, and community transparency over marketing narratives, resulting in a nearly pure signal-to-substance ratio.

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.
1
5% BS
Commodity Fingerprint Detection of industry clichés/templates.
1
7% BS
Identity & Authority Expert verifiability & Schema depth.
4
27% BS

Integrate Organization and Person schema to formally link the named developers to their digital footprints. Add a dedicated ‘Featured Users’ or ‘Institutional Adoption’ section to quantify the ‘de facto standard’ claim for new users. Ensure all historic FTP links are updated to HTTPS to maintain modern security trust signals.

The site perfectly aligns with the Science and Research category, specifically focusing on technical documentation and typesetting for scientific publications. The content emphasizes peer-reviewed research outputs and technical standards rather than commercial laboratory services.

“The score of 8 is driven primarily by the lack of formal schema (Identity/Authority) and the inherent 'boldness' of claiming to be a global standard without a specific list of adopting universities on the homepage. Information density and coherence are near-perfect.”

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