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Is probabl.ai a Scam? Security Check Results - Probabl

probabl.ai Security Report Summary

probabl.ai received a security score of 65 out of 100 in Guard's comprehensive security analysis, classified as "Moderate Risk". This report covers Probabl's website security posture. Probabl operates in the Technology industry in France.

Probabl is a technology company founded in 2023 in France, focusing on open source commons for AI, machine learning, and data science. The company leverages the expertise of scikit-learn co-founders and core developers to provide collaboration tools, training platforms, and enterprise AI support services. Their market position is niche but credible due to strong ties with the scikit-learn community and open source ecosystem. Technically, the website is built on Webflow with HubSpot integration for forms and analytics, hosted on Scaleway infrastructure. The site is well-designed, mobile-optimized, and provides a good user experience with clear navigation and relevant content. Security posture is adequate with HTTPS and domain transfer protection, but lacks DNSSEC and explicit security headers. Privacy compliance is basic with a privacy policy present but no cookie consent mechanism. Contact information is limited to forms without direct emails or phone numbers. Overall, the website is professional and trustworthy but could improve in security and privacy transparency.

The security scan identified 29 findings across security headers, SSL/TLS, DNS health, email security, GDPR compliance, and NIS2 compliance analysis modules.

Technologies detected: Webflow, HubSpot Forms, Google Fonts, jQuery, Reo.js.

About this security scan

Guard performs automated security assessments of websites by analyzing SSL/TLS certificates, HTTP security headers, DNS configuration, email authentication protocols (SPF, DKIM, DMARC), GDPR compliance indicators, NIS2 directive compliance, network exposure, and AI-powered business intelligence. Each report provides domain-specific findings, risk scores, and actionable recommendations.

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Is probabl.ai Safe? Security Analysis for Probabl

https://probabl.ai

Check if probabl.ai is a scam or legitimate. Free security scan and reviews.

TechnologyFrancesmall
WebflowHubSpot FormsGoogle FontsjQueryReo.js
Analyzed 9/5/2025Completed 8:14:02 PM6mo ago
65
Security Score
MEDIUM RISK

Below Technology avg (72)

10,000+

Domains scanned

500+

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SEQ SIA

Lastadijas 12 k-3, Riga, Latvia, LV-1050

Reg. No. 40203410806 • VAT LV40203410806

Support: guard@offseq.com+371 2256 5353

AI Summary

Probabl is a technology company founded in 2023 in France, focusing on open source commons for AI, machine learning, and data science. The company leverages the expertise of scikit-learn co-founders and core developers to provide collaboration tools, training platforms, and enterprise AI support services. Their market position is niche but credible due to strong ties with the scikit-learn community and open source ecosystem. Technically, the website is built on Webflow with HubSpot integration for forms and analytics, hosted on Scaleway infrastructure. The site is well-designed, mobile-optimized, and provides a good user experience with clear navigation and relevant content. Security posture is adequate with HTTPS and domain transfer protection, but lacks DNSSEC and explicit security headers. Privacy compliance is basic with a privacy policy present but no cookie consent mechanism. Contact information is limited to forms without direct emails or phone numbers. Overall, the website is professional and trustworthy but could improve in security and privacy transparency.

Detected Technologies

WebflowHubSpot FormsGoogle FontsjQueryReo.js

10 urgent findings need attention

10 high

  • + 2 more findings in the full report below
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Security drift alerts

Risk score drops, new high-severity issues, and header hardening gaps

Compliance watch

GDPR / NIS2 posture changes with governance evidence snapshots

Infrastructure surface

Unexpected open services, SSL expiry, DNS & email authentication changes

Content & tracker intelligence

Marketing tech shifts, analytics drift, and AI recommendation updates

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Security Headers

5 findings

60/100

GDPR Compliance

3 findings

50/100

NIS2 Compliance

9 findings

2/100

Email Security

3 findings

85/100

🧠AI Business Intelligence

Technology stack, business insights, and market analysis powered by AI.

Business Intelligence

Market & Strategic Analysis

Probabl operates in the technology sector, targeting data scientists, AI practitioners, and enterprises requiring AI solutions. Their business model combines open source commons with professional services and training. The company benefits from its association with scikit-learn founders, enhancing its competitive advantage and market credibility. The presence of multiple subdomains for partnerships, papers, and recruitment indicates a growing ecosystem. Marketing relies on HubSpot tools and social media channels including LinkedIn, Discord, YouTube, and Bluesky. The company is small-sized and relatively new, with a focus on innovation and community engagement.

Security Posture Analysis

Comprehensive Security Assessment

The security maturity level is moderate. The website enforces HTTPS and has domain status clientTransferProhibited, which protects against unauthorized domain transfers. However, DNSSEC is not enabled, and no explicit security headers (such as CSP, HSTS, or X-Frame-Options) were detected in the HTML content. There is no published security policy or incident response information, and no vulnerability disclosure or security.txt file was found. Forms are secured via HubSpot, but no direct contact for security incidents is provided. Privacy compliance is partial, lacking cookie consent mechanisms. Overall, the security posture is adequate for a small technology company but could be enhanced to meet higher compliance and security standards.

Strategic Recommendations

Priority Actions for Security Improvement

1

Enable DNSSEC to improve domain security and prevent DNS spoofing.

Observations

AI-powered comprehensive website and business analysis.

AI-Enhanced Website Analysis

Business Insights

Company:

Probabl

Description:

Open Source Commons for AI, Machine Learning, and Data Science. Brought to you by scikit-learn co-founders and core developers. Offers collaboration tools for scaling data science teams, training/testing open source machine learning skills, and enterprise AI support.

Key Services:
Skore - collaboration layer for data science teamsSkolar - training/testing machine learning skillsSupport - enterprise AI challenges
Content Quality:

good

Branding:

consistent

Technical Stack

Technologies:
WebflowHubSpot FormsGoogle FontsjQueryReo.js
Frameworks:
Webflow CMS
Platforms:
HubSpot (forms and analytics)
Performance:

moderate

Mobile:

good

Accessibility:

basic

SEO:

good

Security Assessment

Security Score:
75/100
Best Practices:
  • HTTPS enforced
  • ClientTransferProhibited domain status

Analytics & Tracking

Services:
HubSpot Analytics
Tracking Level:moderate
Privacy Compliance:basic

Advertising & Marketing

Tracking Pixels:
HubSpot Analytics
Marketing Tools:
HubSpot FormsHubSpot Analytics
Transparency Level:basic

Website Quality Assessment

Design Quality:good
User Experience:good
Content Relevance:good
Navigation Clarity:good
Professionalism:good
Trustworthiness:high

Key Observations

1

Website is professionally designed and content rich

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🛡️Security Headers

HTTP security headers analysis and recommendations.

Security Headers

HTTP security headers analysis

60/100
Score

Missing X-Content-Type-Options header

MEDIUM

Prevents MIME type sniffing

Missing X-XSS-Protection header

MEDIUM

Legacy XSS protection (deprecated but still recommended)

Missing Referrer-Policy header

LOW

Controls referrer information sent with requests

Missing Permissions-Policy header

MEDIUM

Controls browser features and APIs

Sensitive data may be cached

LOW

Cache-Control header should include "no-store" for sensitive pages

👤GDPR Compliance

Privacy and data protection assessment under GDPR regulations.

GDPR Compliance

Privacy and data protection assessment

50/100
Score

No Privacy Policy found

HIGH

GDPR requires a clear and accessible privacy policy

No Cookie Policy found

HIGH

GDPR requires clear information about cookie usage

Third-party services without privacy policy

HIGH

Detected services: LinkedIn, YouTube, Google APIs

GDPR Compliance Analysis

Privacy Policy0% confidence
Cookie Policy0% confidence
Contact Information Found90% confidence
emailphone

🛡️NIS2 Compliance

Network & Information Security Directive compliance assessment.

NIS2 Compliance

Network & Information Security Directive

2/100
Score

No information security framework found

HIGH

NIS2 requires documented cybersecurity and information security measures

No vulnerability disclosure policy

MEDIUM

NIS2 encourages coordinated vulnerability disclosure

No security policy documentation found

HIGH

NIS2 requires documented cybersecurity governance and risk management

No incident response procedures found

HIGH

NIS2 requires documented incident response and business continuity plans

No business continuity planning found

MEDIUM

NIS2 emphasizes operational resilience and business continuity

No security contact information

HIGH

NIS2 requires clear incident reporting channels

No vulnerability reporting mechanism

MEDIUM

Clear vulnerability reporting supports coordinated disclosure

No NIS2 reference found

LOW

Consider explicitly mentioning NIS2 compliance efforts

Critical sector without clear security compliance

HIGH

Detected sectors: transport, digital

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📧Email Security

SPF, DKIM, and DMARC validation and email security assessment.

Email Security

SPF, DKIM, and DMARC validation

85/100
Score

No BIMI Record

LOW

BIMI displays brand logos in email clients

No MTA-STS Policy

MEDIUM

MTA-STS enforces TLS for email delivery

No TLS-RPT Record

LOW

TLS-RPT provides reporting for email TLS issues

SPF
Sender Policy Framework
DKIM
DomainKeys Identified Mail
DMARC
Domain-based Message Authentication
MX Records
Mail Exchange Records
BIMI
Brand Indicators
MTA-STS
Mail Transfer Agent Security
TLS-RPT
TLS Reporting
DNSSEC
DNS Security
SPF Details
Record:
v=spf1 include:_spf.google.com include:_spf.scw-tem.cloud include:_spf.webassessor.com include:143437218.spf05.hubspotemail.net -all
DNS Lookups:4/10
Policy:-all
DKIM Selectors Found
Selector:google(1416-bit rsa)
DMARC Details
Policy:quarantine
Aggregate Reports:dmarc@probabl.ai

🏆SSL/TLS Security

Certificate validity and encryption analysis.

SSL/TLS Security

Certificate validity and encryption analysis

57/100
Score

Weak Protocols Supported

HIGH

Server supports weak protocols: TLSv1.1

Certificate Transparency Not Implemented

LOW

Certificate is not logged in Certificate Transparency logs

SSL Certificate Expires Within 90 Days

MEDIUM

SSL certificate expires in 73 days

Weak SSL Key Length

HIGH

SSL certificate uses 256-bit key, which is considered weak

Partial SSL/TLS Assessment

LOW

Completed 3 of 4 security checks due to time constraints

Protocol Support

TLSv1.3TLSv1.2TLSv1.1

OCSP Status

OCSP Stapling Enabled

📊DNS Health

DNS configuration and security assessment.

DNS Health

DNS configuration and security assessment

80/100
Score

DNSSEC Not Enabled

MEDIUM

DNSSEC is not configured for this domain

CAA Records Not Configured

LOW

Certificate Authority Authorization (CAA) records not found

Domain Delete Lock Not Enabled

LOW

Domain can be deleted without additional verification

Domain Registration Details

Domain Age
2 years(established)
Expiry Risk
none(432 days)
Protection Level
basicDNSSEC OFF

DNS Records

A Records:54.155.19.65, 3.248.56.152, 18.202.8.75
Name Servers:
ns0.dom.scw.cloud
ns1.dom.scw.cloud
MX Records:
10: alt4.aspmx.l.google.com
5: alt1.aspmx.l.google.com
1: aspmx.l.google.com
10: alt3.aspmx.l.google.com
5: alt2.aspmx.l.google.com
SOA:Serial: 2025090401, TTL: 3600s

DNSSEC Status

DNSSEC Not Enabled

DNS Performance

Resolution Time:264ms

SPF Analysis

SPF Record:
v=spf1 include:_spf.google.com include:_spf.scw-tem.cloud include:_spf.webassessor.com include:143437218.spf05.hubspotemail.net -all

Network Security

Port scanning and network exposure analysis.

Network Security

Port scanning and network exposure analysis

100/100
Score

Good Network Security Posture

LOW

No unnecessary services detected on common risky ports

How does probabl.ai compare?

See how probabl.ai stacks up against similar websites in the same industry.

🔧Technical Analysis

Detailed technical findings and analysis from AI assessment.

Technical Analysis

Comprehensive security assessment findings

Additional Findings

The website uses modern web technologies including Webflow CMS, HubSpot for forms and analytics, Google Fonts, and jQuery. Hosting is provided by Scaleway, indicated by the DNS name servers. Performance is moderate with good mobile optimization and basic accessibility features. SEO is supported by proper meta tags and Open Graph data. The site integrates interactive elements and animations via Lottie and Reo.js. Technical debt appears low, but improvements can be made in security headers and privacy mechanisms. The infrastructure is suitable for a small to medium-sized technology company with room for scaling and modernization.
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PDF Report & Export

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39.90 €one-time • Incl. 21% VAT

Marketing Intelligence

Contact emails, phone numbers & warm leads

49.90 €one-time • Incl. 21% VAT

Plan Comparison

FeaturePDF ReportMarketing+
Full security analysis
Professional PDF export
Email delivery
Lifetime access + unlock code
Contact emails & phones
Marketing outreach data

Already purchased?

Order summary

Domainprobabl.ai
Access tierFull report or marketing add-on

Digital reports are delivered immediately after payment. By continuing you acknowledge the withdrawal waiver described in our Returns & Refunds policy.

VisaMastercardApple PayGoogle Pay

Secure payments processed via EveryPay. Prices in EUR; Incl. 21% VAT.

SEQ SIA

Lastadijas 12 k-3, Riga, Latvia, LV-1050

Reg. No. 40203410806 • VAT LV40203410806

Support: guard@offseq.com+371 2256 5353

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