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Rayan D.RD

Rayan D.

Cybersecurity Pentester | LLM & AI Security | Testing

€650/day
Colomiers, FR
3-7 years

Average response time: 1 hour

Freelancer profile translated to English.
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About Rayan

Cybersecurity pentester specializing in web, API, AI, and exposed surface penetration testing. I conduct offensive audits for SMEs with 10 to 100 employees to identify critical vulnerabilities before they become incidents.

My methodology follows OWASP (WSTG, API Top 10, LLM Top 10), PTES, and MITRE ATT&CK frameworks, with a manual approach focused on business logic and vulnerability chaining.

Specifically, I am involved in:
→ Web application pentesting (OWASP Top 10, business logic, SSRF, RCE, IDOR)
→ API penetration testing (REST/GraphQL: BOLA, BFLA, auth, rate-limit, secrets)
→ AI/LLM security audits (prompt injection, jailbreak, data leakage, agent autonomy)
→ SaaS testing (multi-tenant isolation, RBAC, cross-tenant)
→ Cloud & infrastructure pentesting (IAM configurations, exposure, CIS Benchmarks)
→ Mobile assessment (local storage, encrypted communications)

Delivery of a structured report including: executive summary for management, proof of concepts (PoCs) mapped to CWE/CVSS, prioritized remediation plan, business impact matrix (GDPR, NIS2, DORA), and re-test attestation.

Founder of Laucked, a French cybersecurity firm based in Toulouse. Each mission is carried out directly by the founders, without subcontracting, with a free initial surface diagnostic to prioritize risks.

Areas: SME/Mid-cap Cybersecurity, Application Security Audits, Consulting and Audits, E-commerce, Digital Enterprises, Digital and IT Services.

Languages: French (native), English (professional).
  • French

    Native or bilingual

  • English

    Fluent

Can work on-site
Colomiers (up to 50km)

Experience

  • Laucked - Plateforme de Sécurité IA
    Founder & Cybersecurity Pentester
    PUBLIC SAFETY
    January 2025 - Today (1 year and 5 months)
    Toulouse, France
    French cybersecurity firm based in Toulouse, specializing in supporting SMEs and mid-cap companies. Co-founded with a direct approach: each mission is carried out by the founders, without subcontracting or junior profiles.

    Services offered:
    - Expert Pentesting for Web, API, AI/LLM, SaaS, and exposed surfaces
    - Free surface diagnostic (72h) to identify exposed elements and prioritize risks
    - Guard: continuous security monitoring and surveillance between missions

    Methodology: OWASP (WSTG, API Top 10, LLM Top 10), PTES, MITRE ATT&CK, and CIS Benchmarks frameworks. Manual approach focused on business logic and vulnerability chaining.

    Deliverables: Comprehensive report including executive summary (management), proof of concept (PoC) mapped to CWE/CVSS, prioritized remediation plan, business impact matrix (GDPR, NIS2, DORA), and re-test attestation.

    Areas of intervention: SME/Mid-cap Cybersecurity, E-commerce, Public Sector, HealthTech, FinTech.
    Penetration Testing Web Pentest Red Team LLM Security OWASP LLM
  • IUT 3 Paul Sabatier
    AI Engineer
    March 2024 - December 2024 (9 months)
    Toulouse, France
    Full RAG pipeline with PII detection (SpaCy NER), Redis semantic cache, and conversational memory. GLPI/ITSM integration for automated IT support. Docker/Kubernetes deployment with GitHub Actions CI/CD.
    RAG Redis Kubernetes
  • Webmaniak
    Machine Learning Engineer
    July 2023 - February 2024 (7 months)
    Toulouse, France
    YOLOv8 anomaly detection pipeline (0.94 mAP@50). Edge optimization via structured pruning and INT8/TensorRT quantization — 60% inference time reduction. MLOps with DVC, Prometheus/Grafana monitoring.
    TensorRT MLOps LLM Security

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Education

  • OWASP Certified Application Security Engineer
    2025
    OWASP Certified Application Security Engineer
  • Club MLOps Zoomcamp
    2024
    Club MLOps Zoomcamp

Skill set

Categories