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Is zml.ai a Scam? Security Check Results - ZML

zml.ai Security Report Summary

zml.ai received a security score of 64 out of 100 in Guard's comprehensive security analysis, classified as "Moderate Risk". This report covers ZML's website security posture. ZML operates in the Technology industry in France.

ZML is a technology company specializing in high performance AI inference solutions that enable deployment of any AI model on any hardware platform. The company positions itself as an open-source leader with a strong community presence on GitHub and Discord, targeting developers and enterprises seeking efficient AI model serving. Their platform emphasizes performance, hardware agnosticism, and ease of deployment. Technically, the website is built on modern frameworks like Next.js and React, hosted with Cloudflare DNS and CDN services, and integrates analytics tools such as HubSpot and Google Tag Manager. Security posture is solid with HTTPS enforced and domain transfer protection, though DNSSEC is not enabled and no explicit security or incident response policies are published. Privacy and cookie policies exist but are basic, and no terms of service are found. Overall, the site is professional, well-designed, and trustworthy with moderate user tracking and marketing integrations.

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

Technologies detected: React, Next.js, Bazel, Cloudflare DNS, HubSpot analytics, Google Tag Manager.

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 zml.ai Safe? Security Analysis for ZML

https://zml.ai

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

TechnologyFrancesmall
ReactNext.jsBazelCloudflare DNSHubSpot analytics+1 more
Analyzed 7/28/2025Completed 11:31:03 AM8mo ago
64
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

ZML is a technology company specializing in high performance AI inference solutions that enable deployment of any AI model on any hardware platform. The company positions itself as an open-source leader with a strong community presence on GitHub and Discord, targeting developers and enterprises seeking efficient AI model serving. Their platform emphasizes performance, hardware agnosticism, and ease of deployment. Technically, the website is built on modern frameworks like Next.js and React, hosted with Cloudflare DNS and CDN services, and integrates analytics tools such as HubSpot and Google Tag Manager. Security posture is solid with HTTPS enforced and domain transfer protection, though DNSSEC is not enabled and no explicit security or incident response policies are published. Privacy and cookie policies exist but are basic, and no terms of service are found. Overall, the site is professional, well-designed, and trustworthy with moderate user tracking and marketing integrations.

Detected Technologies

ReactNext.jsBazelCloudflare DNSHubSpot analyticsGoogle Tag Manager

9 urgent findings need attention

9 high

  • + 1 more findings in the full report below
Continuous monitoring

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Guard tracks your live infrastructure daily: certificate expiry, DNS & mail authentication drift, uptime changes, subdomain inventory, and unexpected tracker or content shifts. A full timeline captures every diff so you can prove remediation and spot regressions instantly.

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

6 findings

30/100

GDPR Compliance

2 findings

83/100

NIS2 Compliance

8 findings

17/100

Email Security

4 findings

70/100

🧠AI Business Intelligence

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

Business Intelligence

Market & Strategic Analysis

ZML operates in the AI technology sector, focusing on inference optimization across multiple hardware platforms including NVIDIA, AMD, Google TPU, and AWS Trainium. Their open-source business model leverages community engagement and provides enterprise deployment options. The company is relatively new, founded in 2023, and based in France. Their market positioning is niche but competitive, emphasizing performance and flexibility to avoid vendor lock-in. The presence of active social media and community channels supports growth and customer engagement. Revenue streams likely include enterprise support and deployment services. The company maintains a clean brand image with consistent messaging and professional content.

Extracted Contact Information

Marketing Intelligence Data

Physical Addresses (1)

Security Posture Analysis

Comprehensive Security Assessment

The website demonstrates a mature security posture with HTTPS enforced and domain transfer lock status. However, the absence of DNSSEC reduces DNS security. No explicit security policies, incident response contacts, or vulnerability disclosure mechanisms are published, which limits transparency and preparedness. The site uses modern frameworks and avoids exposing sensitive data. Tracking scripts are present but standard for marketing and analytics. Overall, security is good but could be improved by publishing formal policies and enabling DNSSEC.

Strategic Recommendations

Priority Actions for Security Improvement

1

Enable DNSSEC to enhance DNS security and prevent spoofing.

Observations

AI-powered comprehensive website and business analysis.

AI-Enhanced Website Analysis

Business Insights

Company:

ZML

Description:

ZML provides a high performance AI inference platform that supports any model on any hardware, focusing on peak performance and maintainability in production.

Key Services:
AI model servingHardware-agnostic inference optimizationOpen-source AI inference framework
Content Quality:

good

Branding:

consistent

Technical Stack

Technologies:
ReactNext.jsBazelCloudflare DNSHubSpot analyticsGoogle Tag Manager
Frameworks:
Next.js
Platforms:
GitHubDiscord
Performance:

fast

Mobile:

good

Accessibility:

basic

SEO:

good

Security Assessment

Security Score:
85/100
Best Practices:
  • HTTPS enforced
  • Domain locked with clientTransferProhibited status
  • No exposed sensitive data in HTML

Analytics & Tracking

Services:
HubSpot AnalyticsGoogle Tag ManagerCloudflare Insights
Tracking Level:moderate
Privacy Compliance:basic

Advertising & Marketing

Tracking Pixels:
HubSpotCloudflare Insights
Marketing Tools:
HubSpot
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 fully accessible with no blocking mechanisms.

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🛡️Security Headers

HTTP security headers analysis and recommendations.

Security Headers

HTTP security headers analysis

30/100
Score

Missing Strict-Transport-Security header

HIGH

Forces HTTPS connections

Missing X-Frame-Options header

HIGH

Prevents clickjacking attacks

Missing Content-Security-Policy header

HIGH

Controls resources the browser is allowed to load

Missing X-XSS-Protection header

MEDIUM

Legacy XSS protection (deprecated but still recommended)

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

83/100
Score

No Data Protection Officer mentioned

LOW

Large organizations may need to designate a DPO under GDPR

Privacy policy may not be GDPR compliant

MEDIUM

Privacy policy lacks explicit GDPR compliance elements

GDPR Compliance Analysis

Privacy Policy85% confidence
Cookie Policy85% confidence
Contact Information Found90% confidence
phoneform

🛡️NIS2 Compliance

Network & Information Security Directive compliance assessment.

NIS2 Compliance

Network & Information Security Directive

17/100
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

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📧Email Security

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

Email Security

SPF, DKIM, and DMARC validation

70/100
Score

No DKIM record found

MEDIUM

DKIM adds cryptographic signatures to emails

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:_mailcust.gandi.net include:_spf.google.com ?all
DNS Lookups:2/10
Policy:?all

🏆SSL/TLS Security

Certificate validity and encryption analysis.

SSL/TLS Security

Certificate validity and encryption analysis

75/100
Score

SSL Certificate Expires Within 90 Days

MEDIUM

SSL certificate expires in 85 days

Weak SSL Key Length

HIGH

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

Partial SSL/TLS Assessment

LOW

Completed 2 of 4 security checks due to time constraints

Certificate Details

Subject:zml.ai
Issuer:WE1
Valid Until:10/22/2025 (85 days)
SANs:zml.ai

OCSP Status

OCSP Stapling Disabled

📊DNS Health

DNS configuration and security assessment.

DNS Health

DNS configuration and security assessment

55/100
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

Weak SPF Policy

HIGH

SPF record has permissive policy allowing any server to send email

No DMARC Record

MEDIUM

DMARC policy not configured

Domain Registration Details

Domain Age
1 years(established)
Expiry Risk
none(490 days)
Protection Level
basicDNSSEC OFF

DNS Records

A Records:104.26.1.38, 172.67.70.39, 104.26.0.38
AAAA Records:2606:4700:20::681a:26, 2606:4700:20::681a:126, 2606:4700:20::ac43:4627
Name Servers:
evelyn.ns.cloudflare.com
joel.ns.cloudflare.com
MX Records:
10: alt3.aspmx.l.google.com
10: alt4.aspmx.l.google.com
5: alt1.aspmx.l.google.com
5: alt2.aspmx.l.google.com
1: aspmx.l.google.com
SOA:Serial: 2376524812, TTL: 1800s

DNSSEC Status

DNSSEC Not Enabled

DNS Performance

Resolution Time:61ms

SPF Analysis

SPF Record:
v=spf1 include:_mailcust.gandi.net include:_spf.google.com ?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 zml.ai compare?

See how zml.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 a modern React and Next.js stack, optimized for performance and mobile responsiveness. Hosting and DNS are managed via Cloudflare, providing CDN and security benefits. Analytics and marketing tools include HubSpot and Google Tag Manager, indicating moderate user tracking. The site is well-structured with proper meta tags for SEO and social sharing. No CMS is detected, suggesting a custom or static site generation approach. The site loads quickly and is accessible with good navigation and user experience. Technical risks are minimal but could be reduced by enabling DNSSEC and enhancing security headers.
Professional PDF & Marketing Data

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PDF Report & Export

PDF download, email delivery, unlock code

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

Domainzml.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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