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

Industry Context — Common BS Fingerprints in Security, Surveillance & Cybersecurity
Generic Claims: protecting your business, stay ahead of threats, world-class security, trusted by enterprises…
Red Flags: guaranteed prevention of all breaches, penetration testing without accreditation, security certifications for team without named individuals, no own-practice security certifications…
Semantic Drift Patterns: homepage claims enterprise SOC but services are basic antivirus resale, claims penetration testing expertise but no CREST or CHECK accreditation, homepage targets critical infrastructure but client list is SMB, claims 24/7 SOC but no staffing or operations evidence…
Proof Expectations: CREST, CHECK, or equivalent accreditation numbers, named team with security certifications (OSCP, CISSP, CEH), ISO 27001 certification for own operations, specific case studies with anonymized but detailed findings…

Semgrep

(https://semgrep.dev) 📸 Data Snapshot: May 24, 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 Semgrep App Security Platform | AI-assisted SAST, SCA and Secrets Detection (https://semgrep.dev)
Title

Semgrep App Security Platform | AI-assisted SAST, SCA and Secrets Detection

Meta

An extensible developer-friendly application security platform that scans source code to surface true and actionable security issues with AI-assisted SAST, SCA, and Secrets Detection solutions.

H2 The high signal code 
security platform
H2 AI woven across the AppSec lifecycle
H3 Semgrep Code (SAST)
H3 Semgrep Supply Chain (SCA)
H3 Semgrep Secrets Scanning
H3 Code security that unifies teams, accelerates delivery, and reduces real risk
H4 AI is now a builder on your team. Let it move fast without breaking things. Secure AI-generated code at the source – before it ships – with the Semgrep MCP server.
H4 For Developers
H4 For AppSec Teams
H4 For CISOs
H4 Stay up to date
H5 Empower invention without friction
H5 Prevention at the Source
H5 Make Zero False Positives a Reality
H5 Smarter as You Build
NAV_HEADING_REPEATED_BODY_FOOTER Semgrep Code | Scan Source-code with Static Application Security Testing (SAST) | Semgrep (https://semgrep.dev/products/semgrep-code/)
Title

Semgrep Code | Scan Source-code with Static Application Security Testing (SAST) | Semgrep

Meta

Semgrep's Static Application Security Testing (SAST) helps developers achieve a high fix rate of vulnerabilities through semantic analysis that reduces false positives.

H2 Developers actually fix issues with Semgrep Code + Semgrep Multimodal
H2 01 Detection
H2 02 Noise Reduction
H2 03 Developer Remediation
H2 04 Organizational Memory
H4 Stay up to date
NAV_HEADER_HEADING_REPEATED_FOOTER Semgrep AppSec Platform | Semgrep (https://semgrep.dev/products/semgrep-appsec-platform/)
Title

Semgrep AppSec Platform | Semgrep

Meta

Semgrep AppSec Platform helps manage the backlog of security vulnerabilities across the organization as detected by our SAST, SCA, and Secrets source-code scanning.

H1 Semgrep AppSec Platform
H2 Engage developers in their workflow
H2 Start with Semgrep Managed Scans – Deploy Across Your Organization in Minutes
H2 Cut appsec costs, not corners. Start with SMS to get impact fast.
H2 Protect your code with secure guardrails
H3 The AppSec Platform for Secure Guardrails
H4 Stay up to date
NAV_REPEATED_FOOTER Demo | Semgrep (https://semgrep.dev/contact/demo/)
Title

Demo | Semgrep

Meta

An extensible developer-friendly application security platform that scans source code to surface true and actionable security issues with AI-assisted SAST, SCA, and Secrets Detection solutions.

H2 See Semgrep in action
H3 Request a demo
H4 Stay up to date
📝 The Narrative — clean text per page (Info Density · Semantic Coherence)
HOMEPAGE · THIN (https://semgrep.dev) Semgrep App Security Platform | AI-assisted SAST, SCA and Secrets Detection
[H3] Semgrep Code (SAST)

Find and fix real vulnerabilities.
Multimodal AI detection combines static analysis and AI reasoning to uncover OWASP risks, business logic flaws, and IDORs that traditional scanners miss.

Learn about Code

[H3] Semgrep Supply Chain (SCA)

Safely fix only what’s exploitable.
Reachability analysis flags the dependencies that actually matter, reducing false positives in high and critical severity findings by up to 98%.

Learn about Supply Chain

[H3] Semgrep Secrets Scanning

Stop secrets before they ship.
Semantic analysis, entropy analysis, and validation detect hardcoded secrets and real credentials, blocking unsafe merges by default.

Learn about Secrets
757 chars
SUB-PAGE (https://semgrep.dev/products/semgrep-code/) Semgrep Code | Scan Source-code with Static Application Security Testing (SAST) | Semgrep
Semgrep’s multimodal detection uses deterministic SAST to catch classic issues like XSS and SQL injection, and AI-powered analysis to uncover complex flaws like IDOR and business-logic vulnerabilities—all in one unified platform.

Unique organizational context is applied to both rule-based and AI-powered scans, delivering high-signal findings for classic security flaws and complex logic issues alike.

[IMG: AI reasoning with rule-based analysis]

Semgrep Multimodal detects the false positives that static analysis alone could never catch by understanding the mitigating context around a finding.

Multimodal reduces the number of findings you need to triage by 20% the day you turn it on, and improves over time as it learns from triage decisions.

After filtering out the noise, give developers tailored, step-by-step remediation instructions in their PRs—so real findings are fixed before security teams ever see them.

Multimodal turns hours of researching a vulnerability and implementing a fix into minutes of spot-checking a generated code snippet.

Triage an issue one time, and Semgrep Multimodal will learn the organization-specific context needed to determine exploitability moving forward. No more custom rules.

Multimodal turns manual triage into a high ROI activity that permanently reduces the number of irrelevant alerts developers and security folks see.
1895 chars
SUB-PAGE (https://semgrep.dev/products/semgrep-appsec-platform/) Semgrep AppSec Platform | Semgrep
Work in the context of code changes without disrupting feature velocity

Discussions in pull requests display results where developers expect

Diff-aware scans let you focus on issues in current changes, not ones accumulated from the past

Managed Scans deliver results faster: Semgrep's cloud infrastructure scans your repos in minutes, not hours — no compute limits, CI/CD bottlenecks, or hidden infrastructure costs.

Try for free

Integrate GitHub, GitLab, and other source code management (SCM) and continuous integration (CI) tools

Deploy scans across hundreds or thousands of repos with just a few clicks

Control which detected issues are monitored by security, which notify developers in their workflow, and which block merges of critical bugs

Start with Managed Scanning

Integrates with popular CI tools

No CI/CD setup or compute spend
Weeks of rollout reduced to minutes
1M+ weekly scans prove scale and stability
Fewer false positives = less triage, more fixes
Faster PR feedback shortens time‑to‑remediate

Set up in minutes

Book a demo

Get started

“Figmates get actionable security feedback in their PRs, while rule analytics give the security team feedback on the effectiveness of our rules. The simple syntax lets us extend Semgrep to catch new patterns, going from idea to live in an hour.”

[IMG: bio photo]

Dev Ahkawe
Head of Security, Figma
1922 chars
SUB-PAGE · THIN (https://semgrep.dev/contact/demo/) Demo | Semgrep
[H2] See Semgrep in action
Leading engineering teams use Semgrep to secure their code earlier in development, without impacting developer velocity.What can I expect?An efficient and tailored demo of Semgrep that also shows you the value added from the developer's POV.Guidance and advice on vulnerability prioritization, based on our experiences with similar organizations and code environments.Suggestions on how to better quantify the ROI and impact of your AppSec initiatives.

Your privacy matters to us. By submitting this form, you agree to our Privacy Policy
610 chars
🛡️ Trust Signals — reviews, proof links, trust-theatre flag (Trust & Proof)
56Review mentions (all pages)
0External proof links (all pages)
PageReviewsProof links
/ (home) 44 0
/products/semgrep-code/ 4 0
/products/semgrep-appsec-platform/ 4 0
/contact/demo/ 4 0
🔗 Identity & Technical Layer — schema JSON-LD: identity chains, entity gaps (Identity & Authority)
Homepage — no schema detected (entity gap)
/products/semgrep-code/ — no schema detected (entity gap)
/products/semgrep-appsec-platform/ — no schema detected (entity gap)
/contact/demo/ — 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
Security, Surveillance & Cybersecurity
36.5 Avg BS

Based on 370 businesses audited.

BS Detector

Security, Surveillance & Cybersecurity BS: Semgrep (semgrep.dev)

https://semgrep.dev 📍 Industry: Security, Surveillance & Cybersecurity
27 BS / 100

Semgrep is a high-substance technical platform that avoids the typical ‘digital shield’ hyperbole of the cybersecurity industry. It scores low on BS because it treats the visitor as a technical peer rather than a marketing lead, though its lack of structured data and verifiable review links prevents a perfect score.

Info Density Power-words vs. Substance ratio.
7
23% BS
Semantic Coherence Homepage promise vs. Sub-page reality.
0
0% BS
Trust & Proof Verifiable evidence vs. Trust Theatre.
11
55% BS
Commodity Fingerprint Detection of industry clichés/templates.
4
27% BS
Identity & Authority Expert verifiability & Schema depth.
5
33% BS

Implement Organization and Person JSON-LD schema to bridge the authority gap and link named experts to their professional footprints. Convert ‘review counts’ into verified proof links to external third-party platforms. Add a dedicated ‘Case Studies’ section with outbound links to substantiate the 98% noise reduction claims. Populate the empty H1 on the homepage to improve technical structural integrity.

The site content is a perfect match for the Cybersecurity industry. It focuses specifically on Static Application Security Testing (SAST), Software Composition Analysis (SCA), and Secrets Detection, using deep technical jargon appropriate for the sector.

“The score of 27 is primarily a result of missing technical metadata (Identity & Authority) and the 'Trust Theatre' flag for unlinked reviews. The site's core messaging (Semantic Coherence) and Information Density are exceptionally strong, keeping the score in the 'Minimal BS' range.”

Verified Analysis Date: May 24, 2026 © 1EuroSEO Independent Evaluator — Non-Sponsored Result
Brand AI Reputation