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

Industry Context — Common BS Fingerprints in Software, SaaS & Tech Products
Generic Claims: the all-in-one platform, trusted by thousands of companies, increase productivity by X percent, save hours every week…
Red Flags: AI claims without explaining what the AI does, customer logos without case study or testimonial evidence, no live product access or demo, SOC 2 claims without audit period or report availability…
Semantic Drift Patterns: homepage claims AI-powered but product is rules-based, claims enterprise-grade but pricing page shows startup tiers only, homepage shows Fortune 500 logos but case studies are small businesses, claims all-in-one but integration page shows critical missing pieces…
Proof Expectations: live product demo or free trial access, specific feature documentation with screenshots, verified customer logos with published case studies, third-party review scores on G2, Capterra, or TrustRadius…

GIMP

(https://gimp.org) 📸 Data Snapshot: May 30, 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 GIMP – GNU Image Manipulation Program (https://gimp.org)
Title

GIMP – GNU Image Manipulation Program

H1 GIMP
H2 The Free & Open Source Image Editor
H2 Recent News
H2 High Quality Photo Manipulation
H2 Original Artwork Creation
H2 Graphic Design Elements
H2 Programming Algorithms
H3 Key Component in a Desktop Publishing Workflow
H3 Extensibility & Flexibility
H4 Scribus
H4 Inkscape
NAV_HEADING_REPEATED_BODY_FOOTER GIMP – News (https://gimp.org/news/)
Title

GIMP – News

H1 Recent News
H3 GIMP on MS Store now requires Windows Build 20348
H3 GIMP @ Linux App Summit and ADULLACT Congress 2026
H3 GIMP 3.2.4 Released
H3 GIMP @ Libre Graphics Meeting 2026
H3 New Color Mode Coming to GIMP
H3 GIMP 3.2.2 Released
H3 GIMP 3.2 Released
H3 GIMP 3.2 RC3: Third Release Candidate for GIMP 3.2
H3 Interview with Øyvind Kolås, GIMP developer
H3 GIMP @ FOSDEM 2026
NAV_HEADER_HEADING_REPEATED_FOOTER GIMP – Downloads (https://gimp.org/downloads/)
Title

GIMP – Downloads

H1 Downloads
H2 Current Stable Version
H2 GIMP for Unix-like systems
H2 GIMP for macOS
H2 GIMP for Windows
H2 Source for version 3.2 (Stable)
H2 User Manual
H2 Development snapshots
H3 Warnings and information
H3 Security
H3 Older Downloads
H3 Flatpak and Snap additional instructions
H3 Systems without AppImage, Flatpak or Snap support
H3 Warnings and information
H3 Security
H3 Older Downloads
H3 Warnings and information
H3 Security
H3 Older Downloads
NAV_REPEATED_FOOTER GIMP – Documentation (https://gimp.org/docs/)
Title

GIMP – Documentation

H1 Documentation
H2 GIMP User Manual¶
H2 Other useful content¶
📝 The Narrative — clean text per page (Info Density · Semantic Coherence)
HOMEPAGE (https://gimp.org) GIMP – GNU Image Manipulation Program
[H2] The Free & Open Source Image Editor

This is the official website of the GNU Image Manipulation Program
(GIMP).

GIMP is a cross-platform image editor available for GNU/Linux,
macOS, Windows and more operating systems. It is
free
software, you can change its
source code
and distribute
your changes.

Whether you are a graphic designer, photographer, illustrator, or
scientist, GIMP provides you with sophisticated tools to get your job
done. You can further enhance your productivity with GIMP thanks to
many customization options and 3rd party plugins.

[H2] Recent News

GIMP on MS Store now requires Windows Build 20348
2026-05-20

GIMP @ Linux App Summit and ADULLACT Congress 2026
2026-05-15

GIMP 3.2.4 Released
2026-04-19

GIMP @ Libre Graphics Meeting 2026
2026-04-10
Read More News »

[H2] High Quality Photo Manipulation

GIMP provides the tools needed for high quality image manipulation.
From retouching to restoring to creative composites, the only limit is your imagination.

[H2] Original Artwork Creation

GIMP gives artists the power and flexibility to transform images into truly unique creations.

[H2] Graphic Design Elements

GIMP is used for producing icons,
graphical design elements, and art for user interface components and mockups.

[H2] Programming Algorithms

GIMP is a high quality framework for scripted image manipulation,
with multi-language support such as C, C++, Perl, Python, Scheme, and more!

[H3] Key Component in a Desktop Publishing Workflow

GIMP provides top-notch color management features to
ensure high-fidelity color reproduction across digital
and printed media. It is best used in workflows
involving other free software such as
Scribus
and Inkscape.

[IMG: Scribus Logo]

[H4] Scribus

[IMG: Inkscape Logo]

[H4] Inkscape

[H3] Extensibility & Flexibility

GIMP provides extensibility through integration
with many programming languages including Scheme, Python, Perl,
and more.

The result is a high level of customization as demonstrated
by the large number of scripts and plug-ins created by the community.

[IMG: Building Blocks Graphic]

Header image: Matador Rocks
by
Mica Semrick
(cba)
High Quality Photo Manipulation background image by Pat David (cba)

Original Artwork Creation background image by David Revoy (cb)
Graphic Design Elements background image by
Ollin Bohan
(cba)
2513 chars
SUB-PAGE (https://gimp.org/news/) GIMP – News
[H1] Recent News
Feed

[IMG: GIMP on MS Store now requires Windows Build 20348]

[H3]
GIMP on MS Store now requires Windows Build 20348

2026-05-20
by
Bruno
To fix a potential data loss, we needed to bump the minimum required Windows version on MS Store.

[IMG: GIMP @ Linux App Summit and ADULLACT Congress 2026]

[H3]
GIMP @ Linux App Summit and ADULLACT Congress 2026

2026-05-15
by
GIMP Team
GIMP will have a presence at Linux App Summit 2026 and the 10th ADULLACT Congress

[IMG: GIMP 3.2.4 Released]

[H3]
GIMP 3.2.4 Released

2026-04-19
by
GIMP Team
Release news for version GIMP 3.2.4

[IMG: GIMP @ Libre Graphics Meeting 2026]

[H3]
GIMP @ Libre Graphics Meeting 2026

2026-04-10
by
Jehan
GIMP will be at Libre Graphics Meeting with 3 talks and as a gold sponsor

[IMG: New Color Mode Coming to GIMP]

[H3]
New Color Mode Coming to GIMP

2026-04-01
by
CmykStudent
New Color Mode Coming to GIMP

[IMG: GIMP 3.2.2 Released]

[H3]
GIMP 3.2.2 Released

2026-03-28
by
GIMP Team
Release news for version GIMP 3.2.2

[IMG: GIMP 3.2 Released]

[H3]
GIMP 3.2 Released

2026-03-14
by
GIMP Team
Release notes for GIMP 3.2

[IMG: GIMP 3.2 RC3: Third Release Candidate for GIMP 3.2]

[H3]
GIMP 3.2 RC3: Third Release Candidate for GIMP 3.2

2026-03-02
by
GIMP Team
Release news for version GIMP 3.2 RC3

[IMG: Interview with Øyvind Kolås, GIMP developer]

[H3]
Interview with Øyvind Kolås, GIMP developer

2026-02-22
by
GIMP Team
Interview with Øyvind Kolås, GIMP developer

[IMG: GIMP @ FOSDEM 2026]

[H3]
GIMP @ FOSDEM 2026

2026-01-30
by
GIMP Team
Contributor Ondřej Míchal will present a talk at FOSDEM 2026!

Page 1 / 20
»
1878 chars
SUB-PAGE (https://gimp.org/downloads/) GIMP – Downloads
[H1] Downloads

[IMG: Download Splash Image courtesy of Aryeom]

[H2] Current Stable Version
The current stable release of GIMP is 3.2.4 (2026-04-17).

Show downloads for
GNU/Linux |
macOS |
Microsoft Windows |
All

(we think your OS is
…
Well, we don't actually know.
Either JavaScript is disabled, or I am not working quite right…
So I am showing you all the options
)

[H2] GIMP for Unix-like systems

Download GIMP 3.2.4 AppImagefor x86_64
directly

Download GIMP 3.2.4 AppImagefor x86_64
via BitTorrent

Show downloads for AArch64

Download GIMP 3.2.4 AppImagefor ARM64
directly

Download GIMP 3.2.4 AppImagefor ARM64
via BitTorrent

Show downloads for x86_64

GIMPfor x86_64 or ARM64
on Flathub

GIMPfor x86_64 or ARM64
on Snap Store

[H3] Warnings and information

(AppImage) Supported OS: Debian 13 or newer distro
[H3] Security

SHA256 hash sum for GIMP-3.2.4-aarch64.AppImage: 7cb6f5c2b5a693302beb3e41c987c47562ff146eed4125b19ecf414ba6dca0ab
Check it on VirusTotal:
GIMP-3.2.4-aarch64.AppImage

SHA256 hash sum for GIMP-3.2.4-x86_64.AppImage: f1ce6dc671ef1c4aad87a0db9d7462e8ca9c0b5f899456337803c6ba32d0babe
Check it on VirusTotal:
GIMP-3.2.4-x86_64.AppImage

[H3] Older Downloads

Previous v3.2 AppImages for Linux can be found
on download.gimp.org.
[H3] Flatpak and Snap additional instructions

If the link above doesn't open your software installer,
you can install GIMP using your terminal.

Show Flatpak instructions
Run the following command to install GIMP:
flatpak install --user https://flathub.org/repo/appstream/org.gimp.GIMP.flatpakref

After installation, if GIMP is not shown as other applications (on menus, desktop overview, etc),
run it with following command line:

flatpak run org.gimp.GIMP//stable

This installation will also provide regular auto update.
Once again, if your distribution does not have proper support,
you can always fall back to using the following command line:

flatpak update

Show Snap instructions
Run the following command to install GIMP:
snap install gimp

After installation, if GIMP is not shown as other applications (on menus, desktop overview, etc),
run it with following command line:

snap run gimp

This installation will also provide regular auto update.
Once again, if your distribution does not have proper support,
you can always fall back to using the following command line:

snap refresh

[H3] Systems without AppImage, Flatpak or Snap support

GIMP can also run on Solaris and is available for the BSD family of systems such as FreeBSD and OpenBSD.
Please refer to the documentation for your Unix-like system on the installation of software.

[H2] GIMP for macOS

Download GIMP 3.2.4for Intel
directly

Download GIMP 3.2.4for Intel
via BitTorrent

Show downloads for ARM64 (Apple Silicon)

Download GIMP 3.2.4for Apple Silicon
directly

Download GIMP 3.2.4for Apple Silicon
via BitTorrent

Show downloads for x86_64

[H3] Warnings and information

Supported OS: macOS 11 Big Sur or newer
!IMPORTANT! ⚠️ App Store: GIMP team does not
provide any package on Apple's App Store at the moment.
Any downloads on the store are created by third party and is
not in anyway connected to the GIMP team. ☢️

[H3] Security

SHA256 hash sum for gimp-3.2.4-arm64.dmg: 294c016dca7795999129a38b462f80fac3c13cb963e6de9d04eeb5d6e519392b
Check it on VirusTotal:
gimp-3.2.4-arm64.dmg

SHA256 hash sum for gimp-3.2.4-x86_64.dmg: 85214a388687718d30169d88b22794d6b0a89849bcc7aa456f4afb83c1326be8
Check it on VirusTotal:
gimp-3.2.4-x86_64.dmg

[H3] Older Downloads

Previous v3.2 installers for macOS can be found
on download.gimp.org.

[H2] GIMP for Windows

Download GIMP 3.2.4for x86_64 and ARM64
directly

Download GIMP 3.2.4for x86_64 and ARM64
via BitTorrent

GIMPfor x86_64 or ARM64
on Microsoft Store

[H3] Warnings and information

Supported OS: Windows 10.0.20348.0 (MSIX) or newer
[H3] Security

SHA256 hash sum for gimp-3.2.4-setup.exe: ec31d757dd82831d201ffcf47ffeac4175df739e0c02d5122e89aeeadfb988cc
Check it on VirusTotal:
gimp-3.2.4-setup.exe

[H3] Older Downloads

Previous v3.2 installers for Windows can be found
on download.gimp.org.

[H2] Source for version 3.2 (Stable)
GIMP releases are also available as source tarballs from gimp.org
and its mirrors, containing
the source code to compile for your system:
https://download.gimp.org/gimp/v3.2/

Hashes of latest releases to check the integrity of the tarballs
gimp-3.2.4.tar.xz
(sha256):
7312bc53e9c6d2d0056ca7b93f1c6b98707946dd934f714c21b8746ecb601588
gimp-3.2.2.tar.xz
(sha256):
6c5f8cbabe081f405633a2d32b79a08166aeb7b43c7f548391608dc0d0de71be
gimp-3.2.0.tar.xz
(sha256):
2618391416e51be3c693df9ef90e3860ed72ab3d36363ea1f196e30b75b2e083
gimp-3.0.8.tar.xz
(sha256):
feb498acc01b26827cff1ff95aa8fb82cdd6a60d7abf773cfcd19abeafca3386
gimp-3.0.6.tar.xz
(sha256):
246c225383c72ef9f0dc7703b7d707084bbf177bd2900e94ce466a62862e296b
gimp-3.0.4.tar.xz
(sha256):
8caa2ec275bf09326575654ac276afc083f8491e7cca45d19cf29e696aecab25
gimp-3.0.2.tar.xz
(sha256):
546ddc30cb2d0e79123c7fcb4d78211e1ee7a6aace91a6a0ad8cbcbf6ea571a2
gimp-3.0.0.tar.xz
(sha256):
93f1ca3d9d1bd8cac0e52c49fb886cbbe4b28222ee835bf1319e3287901d2d20
gimp-2.10.38.tar.bz2
(sha256):
50a845eec11c8831fe8661707950f5b8446e35f30edfb9acf98f85c1133f856e
gimp-2.10.36.tar.bz2
(sha256):
3d3bc3c69a4bdb3aea9ba2d5385ed98ea03953f3857aafd1d6976011ed7cdbb2
gimp-2.10.34.tar.bz2
(sha256):
84004642d351b398a4293cd7fd3592044a944f05bb52850ee6068f247c657aa3
gimp-2.10.32.tar.bz2
(sha256):
3f15c70554af5dcc1b46e6dc68f3d8f0a6cc9fe56b6d78ac08c0fd859ab89a25
gimp-2.10.30.tar.bz2
(sha256):
88815daa76ed7d4277eeb353358bafa116cd2fcd2c861d95b95135c1d52b67dc
gimp-2.10.28.tar.bz2
(sha256):
4f4dc22cff1ab5f026feaa2ab55e05775b3a11e198186b47bdab79cbfa078826
gimp-2.10.24.tar.bz2
(sha256):
bd1bb762368c0dd3175cf05006812dd676949c3707e21f4e6857435cb435989e
gimp-2.10.22.tar.bz2
(sha256):
2db84b57f3778d80b3466d7c21a21d22e315c7b062de2883cbaaeda9a0f618bb
gimp-2.10.20.tar.bz2
(sha256):
e12f9f874b1a007c4277b60aa81e0b67330be7e6153e5749ead839b902fc7b3c
gimp-2.10.18.tar.bz2
(sha256):
65bfe111e8eebffd3dde3016ccb507f9948d2663d9497cb438d9bb609e11d716
gimp-2.10.16.tar.bz2
(sha256):
cbf9fe9534b913a9487b00cd9710cbc569bfd71fdd2f8c321547701a7d70cbeb
gimp-2.10.14.tar.bz2
(sha256):
df9b0f11c2078eea1de3ebc66529a5d3854c5e28636cd25a8dd077bd9d6ddc54
gimp-2.10.12.tar.bz2
(sha256):
7d80b58e0784120d57d327294f6a1fda281ff51a61935c2cd764da281acaac71
gimp-2.10.10.tar.bz2
(sha256):
12d1f243265c7aee1f2c6e97883a5c90ddc0b19b4346cf822e24adbb6c998c77
gimp-2.10.8.tar.bz2
(sha256):
d849c1cf35244938ae82e521b92b720ab48b8e9ed092d5de92c2464ef5244b9b
gimp-2.10.6.tar.bz2
(sha256):
4ec8071f828e918384cf7bc7d1219210467c84655123f802bc55a8bf2415101f
gimp-2.10.4.tar.bz2
(sha256):
ffb0768de14a2631b3d7ed71f283731441a1b48461766c23f0574dce0706f192
gimp-2.10.2.tar.bz2
(sha256):
1cb0baaecdefe44d371a15f2739a1bcbce4682336b4ccf8eb7b587ce52c333eb
gimp-2.10.0.tar.bz2
(sha256):
7fcc96fb88cb0a0595d2610f63a15dec245bb37bf9db527d37a24fb75e547de2
gimp-2.8.22.tar.bz2
(md5):
7e4fd7a53b1d3c32dff642ab1a94b44d
gimp-2.8.20.tar.bz2
(md5):
d405640c426b234d6efc36fb4f5bae57
gimp-2.8.18.tar.bz2
(md5):
5adaa11a68bc8a42bb2c778fee4d389c
gimp-2.8.16.tar.bz2
(md5):
30e0a1b7c18b0e3415f4ac54567252ac
gimp-2.8.14.tar.bz2
(md5):
233c948203383fa078434cc3f8f925cb
gimp-2.8.12.tar.bz2
(md5):
47fefa240c38cfb1016b57ad6324378d
gimp-2.8.10.tar.bz2
(md5):
84c964aab7044489af69f7319bb59b47
gimp-2.8.8.tar.bz2
(md5):
ef2547c3514a1096931637bd6250635a
gimp-2.8.6.tar.bz2
(md5):
12b3fdf33d1f07ae79b412a9e38b9693
gimp-2.8.4.tar.bz2
(md5):
392592e8755d046317878d226145900f
gimp-2.8.2.tar.bz2
(md5):
b542138820ca3a41cbd63fc331907955
gimp-2.8.0.tar.bz2
(md5):
28997d14055f15db063eb92e1c8a7ebb

For instructions on how to build GIMP from source code, you will want to
read our developer website.
You may want to read the Release Notes for GIMP 3.2.

[H2] User Manual
GIMP's user manual can be downloaded
separately on the documentation website either as language-specific Windows
installers or as source tarball.

The manual can also be browsed online

[H2] Development snapshots
?Pssst... want to check out our nightly development
builds? Test these on our development downloads page ?.
8543 chars
SUB-PAGE · THIN (https://gimp.org/docs/) GIMP – Documentation
[H1] Documentation

[H2] GIMP User Manual¶
GIMP comes with a built-in help system, available in dozens of languages. Once
you have started the program, press F1 for context-sensitive help.
You may have to install the help pages:
On Linux: from a separate package (gimp-help), depending on how your version of GIMP was packaged.
On Windows: from a separate installer: here
The manual is also available online on a dedicated website.
[H2] Other useful content¶
Frequently Asked Questions
Community Tutorials on gimp.org
Books about GIMP
541 chars
🛡️ Trust Signals — reviews, proof links, trust-theatre flag (Trust & Proof)
1Review mentions (all pages)
0External proof links (all pages)
PageReviewsProof links
/ (home) 1 0
/news/ 0 0
/downloads/ 0 0
/docs/ 0 0
🔗 Identity & Technical Layer — schema JSON-LD: identity chains, entity gaps (Identity & Authority)
Homepage — no schema detected (entity gap)
/news/ — no schema detected (entity gap)
/downloads/ — no schema detected (entity gap)
/docs/ — 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
Software, SaaS & Tech Products
33.2 Avg BS

Based on 1130 businesses audited.

BS Detector

Software, SaaS & Tech Products BS: GIMP (gimp.org)

https://gimp.org 📍 Industry: Software, SaaS & Tech Products
14 BS / 100

This is a rare example of a zero-bullshit technical site. It bypasses all standard SaaS marketing traps, providing forensic technical specifications, security hashes, and developer transparency instead of hollow value propositions. It is a benchmark for substance over signal.

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.
7
35% BS
Commodity Fingerprint Detection of industry clichés/templates.
1
7% BS
Identity & Authority Expert verifiability & Schema depth.
4
27% BS

Add Organization and SoftwareApplication JSON-LD schema to the homepage to bridge the formal identity gap. Implement Person schema with sameAs links for the primary developers named in the news section. Include links to third-party review platforms on the download page to satisfy external validation requirements for non-technical users. Maintain the existing high-density technical data as it is the primary BS-neutralizer.

The site perfectly aligns with the Software and Tech Products category, specifically as an open-source tool. The content focuses entirely on version releases, installation protocols across multiple OS architectures, and developer-centric features like multi-language scripting support.

“The score of 14 is driven almost entirely by the technical lack of structured schema and the forensic trust theatre flag triggered by an unlinked review count. In terms of content substance, the site is nearly flawless, showing zero semantic drift and high information density. The technical implementation of security hashes and clear version history prevents it from falling into High or Moderate BS categories.”

Verified Analysis Date: May 30, 2026 © 1EuroSEO Independent Evaluator — Non-Sponsored Result
Brand AI Reputation