Is probabl.ai Safe? Security Analysis for Probabl
Check if probabl.ai is a scam or legitimate. Free security scan and reviews.
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
🧠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
Enable DNSSEC to improve domain security and prevent DNS spoofing.
✨Observations
AI-powered comprehensive website and business analysis.
AI-Enhanced Website Analysis
Business Insights
Probabl
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.
good
consistent
Technical Stack
moderate
good
basic
good
Security Assessment
- HTTPS enforced
- ClientTransferProhibited domain status
Analytics & Tracking
Advertising & Marketing
Website Quality Assessment
Key Observations
Website is professionally designed and content rich
🛡️Security Headers
HTTP security headers analysis and recommendations.
Security Headers
HTTP security headers analysis
Missing X-Content-Type-Options header
MEDIUMPrevents MIME type sniffing
Missing X-XSS-Protection header
MEDIUMLegacy XSS protection (deprecated but still recommended)
Missing Referrer-Policy header
LOWControls referrer information sent with requests
Missing Permissions-Policy header
MEDIUMControls browser features and APIs
Sensitive data may be cached
LOWCache-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
No Privacy Policy found
HIGHGDPR requires a clear and accessible privacy policy
No Cookie Policy found
HIGHGDPR requires clear information about cookie usage
Third-party services without privacy policy
HIGHDetected services: LinkedIn, YouTube, Google APIs
GDPR Compliance Analysis
🛡️NIS2 Compliance
Network & Information Security Directive compliance assessment.
NIS2 Compliance
Network & Information Security Directive
No information security framework found
HIGHNIS2 requires documented cybersecurity and information security measures
No vulnerability disclosure policy
MEDIUMNIS2 encourages coordinated vulnerability disclosure
No security policy documentation found
HIGHNIS2 requires documented cybersecurity governance and risk management
No incident response procedures found
HIGHNIS2 requires documented incident response and business continuity plans
No business continuity planning found
MEDIUMNIS2 emphasizes operational resilience and business continuity
No security contact information
HIGHNIS2 requires clear incident reporting channels
No vulnerability reporting mechanism
MEDIUMClear vulnerability reporting supports coordinated disclosure
No NIS2 reference found
LOWConsider explicitly mentioning NIS2 compliance efforts
Critical sector without clear security compliance
HIGHDetected sectors: transport, digital
📧Email Security
SPF, DKIM, and DMARC validation and email security assessment.
Email Security
SPF, DKIM, and DMARC validation
No BIMI Record
LOWBIMI displays brand logos in email clients
No MTA-STS Policy
MEDIUMMTA-STS enforces TLS for email delivery
No TLS-RPT Record
LOWTLS-RPT provides reporting for email TLS issues
SPF Details
DKIM Selectors Found
DMARC Details
🏆SSL/TLS Security
Certificate validity and encryption analysis.
SSL/TLS Security
Certificate validity and encryption analysis
Weak Protocols Supported
HIGHServer supports weak protocols: TLSv1.1
Certificate Transparency Not Implemented
LOWCertificate is not logged in Certificate Transparency logs
SSL Certificate Expires Within 90 Days
MEDIUMSSL certificate expires in 73 days
Weak SSL Key Length
HIGHSSL certificate uses 256-bit key, which is considered weak
Partial SSL/TLS Assessment
LOWCompleted 3 of 4 security checks due to time constraints
Protocol Support
OCSP Status
📊DNS Health
DNS configuration and security assessment.
DNS Health
DNS configuration and security assessment
DNSSEC Not Enabled
MEDIUMDNSSEC is not configured for this domain
CAA Records Not Configured
LOWCertificate Authority Authorization (CAA) records not found
Domain Delete Lock Not Enabled
LOWDomain can be deleted without additional verification
Domain Registration Details
DNS Records
DNSSEC Status
DNS Performance
SPF Analysis
⚡Network Security
Port scanning and network exposure analysis.
Network Security
Port scanning and network exposure analysis
Good Network Security Posture
LOWNo unnecessary services detected on common risky ports
🔧Technical Analysis
Detailed technical findings and analysis from AI assessment.
Technical Analysis
Comprehensive security assessment findings