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Unified LLM Security and Governance Gateway with Arabic and English Prompt-Injection Protection

Case Study Topics

Client Overview

The end client is a Saudi Arabia-based technology company operating in the AI security and governance sector. The organisation supports enterprises seeking to deploy large language models securely within regulated environments.

The client required a unified security gateway capable of protecting enterprise AI applications against emerging threats while supporting bilingual operations and regional governance requirements.

The end client’s identity is withheld due to contractual confidentiality and NDA obligations.

Project Overview

The project involved the development of a web-based AI security and governance gateway that consolidated six open-source security tools into a unified platform.

The solution was designed and developed by a SilwaTech partner company through SilwaTech’s partner delivery ecosystem.

The platform covered

  • Real-time prompt-injection detection and blocking
  • Automated data-exfiltration prevention
  • Arabic and English input and output filtering
  • Red-team attack simulation
  • Localised AI risk scoring
  • Automated security-event logging
  • OWASP framework mapping
  • Governance reporting for regulated AI environments

The gateway was designed to strengthen the resilience of enterprise AI applications while supporting alignment with NCA ECC, PDPL and recognised AI security practices.

Business Challenge

Enterprise adoption of large language models introduced several security and governance challenges

  • Exposure of AI applications to prompt-injection attacks
  • Risk of sensitive information being extracted through model inputs or outputs
  • Security controls distributed across multiple open-source tools
  • Need to inspect both Arabic and English content
  • Limited visibility of AI-related risks and security events
  • Requirement for structured logging, risk scoring, and governance reporting
  • Need to support alignment with Saudi regulatory expectations

The client needed a consolidated, high-performance gateway that could protect AI interactions in real time while providing security and governance teams with centralised oversight.

 

Solution Delivered

  • Prompt-Injection Protection

    A real-time protection layer was implemented to inspect prompts before they reached the connected language model.

    Key capabilities included

    • Identification of prompt-injection attempts
    • Blocking of malicious or manipulated prompts
    • Input inspection using LLM Guard and complementary open-source tools
    • Configurable protection policies for different AI applications
    • Centralised visibility of detected threats

    Data Exfiltration Prevention

    Controls were introduced to reduce the risk of confidential or restricted information being exposed through AI interactions.

    The solution provided

    • Inspection of model inputs and outputs
    • Detection of potentially sensitive information
    • Blocking and flagging of high-risk interactions
    • Automated logging of data-protection events
    • Configurable rules based on organisational security requirements

    Bilingual Content Filtering

    A dedicated bilingual filtering layer was developed to analyse Arabic and English AI interactions.

    This enabled

    • Arabic and English input inspection
    • Arabic and English output inspection
    • Detection of unsafe or restricted content
    • Consistent application of security policies across both languages
    • Improved suitability for organisations operating across Saudi Arabia and the wider GCC

    Red-Team Simulation and Risk Scoring

    A controlled testing module was implemented to evaluate how AI applications responded to adversarial prompts and simulated attacks.

    Capabilities included

    • Red-team attack simulation
    • Testing against known AI security threats
    • Localised risk scoring
    • Centralised risk dashboards
    • Visibility of identified vulnerabilities
    • Support for remediation and security-policy improvement

    Compliance Logging and Framework Mapping

    The gateway provided governance capabilities to support oversight and audit readiness.

    These included

    • Automated logging of AI interactions and security events
    • Traceable records of blocked and flagged requests
    • Risk classification and reporting
    • Mapping of identified risks to relevant OWASP guidance
    • Governance information supporting NCA ECC and PDPL alignment

Solution Architecture

Technology Stack

The technology environment included

  • Python and Go for gateway and security-service development
  • LLM Guard for prompt and response inspection
  • Generative AI components for threat detection and content filtering
  • Six integrated open-source AI security tools
  • Arabic and English language-processing capabilities
  • Real-time security monitoring and event logging
  • Risk-scoring and governance dashboards
  • Automated OWASP framework mapping
  • API-based connectivity with enterprise AI applications

Engagement Model

The project was delivered through SilwaTech’s partner ecosystem under a partner-led implementation model.

The technical architecture, development, integration, testing, and implementation of the solution were performed by an experienced SilwaTech partner company. SilwaTech contributed through engagement alignment, partner collaboration, and the coordination of relevant AI security capabilities.

The delivery team included specialists in

  • AI and LLM security
  • Backend and gateway engineering
  • Arabic and English language processing
  • Security-tool integration
  • Dashboard and reporting development
  • Quality assurance and security testing

The solution was developed iteratively, beginning with core prompt-injection and data-protection controls before expanding into bilingual filtering, red-team simulation, risk scoring and compliance reporting.

The identities of the end client and implementation partner remain confidential. SilwaTech does not represent itself as the direct contracting party or sole technical implementer for this engagement.

Security and Compliance Focus

Security and governance were fundamental to the platform because it was intended for organisations deploying AI within regulated environments.

Key areas of focus included

  • Real-time prompt-injection detection and prevention
  • Protection against sensitive-data exfiltration
  • Arabic and English input and output inspection
  • Centralised security-event logging
  • Traceable risk assessment and reporting
  • Controlled red-team testing
  • Mapping against recognised OWASP guidance
  • Support for alignment with NCA ECC and PDPL requirements

These capabilities helped establish a controlled security layer between enterprise applications, users and connected language models.

Value Delivered

The engagement contributed to

  • Consolidation of six AI security tools into one gateway
  • Real-time protection against prompt-injection attacks
  • Reduced risk of sensitive information being exposed through AI applications
  • Consistent protection across Arabic and English interactions
  • Centralised visibility of AI threats and security events
  • Structured red-team testing of LLM applications
  • Simplified risk monitoring and governance reporting
  • Better support for regulatory and audit requirements
  • A scalable security foundation for enterprise AI adoption

Why Silwatech

This engagement demonstrates the type of specialised AI security capability SilwaTech can support through its technology partner ecosystem, including
Access to expertise in LLM security, guardrails and governance
    Familiarity with AI risks affecting regulated organisations
      Understanding of NCA ECC and PDPL considerations
        Arabic and English AI-security capabilities
          Integration of multiple security technologies into unified platforms
            Structured collaboration with specialised implementation partners
              Ability to support secure AI adoption across GCC markets

                Selected Enterprise & Public Sector Experience

                Our project experience spans government authorities, regulated enterprises, and major organisations across multiple industries.

                References shown may include direct SilwaTech engagements and work delivered through our contracted partner network. Inclusion does not imply a direct contractual relationship with, or endorsement of, SilwaTech.

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