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Risk assessment automation using GenAI streamlines the identification, evaluation and management, of cybersecurity risks. Tasks such as data collection, identifying the known threats and vulnerabilities detection, risk analysis, risk prioritization, remediation suggestions and reporting are automated to enhance efficiency, consistency, and accuracy. The framework reduces human error and enables a more proactive approach to cyber risk management. As risk profiles evolve, the automation engine must be periodically updated to maintain accuracy.
The GenAI -based solution allows risk assessments to be conducted quickly and effectively. It reduces manual effort and generate reports in preferred formats. Most assets include components with known vulnerabilities, which can be fetched from the NVD (National Vulnerability Database). Threats and associated risks are identified through scripting and GenAI. Since risk assessments must be repeated periodically to meet regulatory needs or address platform changes, automation significantly reduces time and effort. This paper details the automation for risk assessment as against the conventional manual methodology.
Risk assessment automation is enabled by an engine that include known threats, commonly known vulnerabilities, and associated risks for commonly used information assets. Approximately 70% of assets and their associated risks, vulnerabilities, and threats remain consistent across assessments, allowing automation to eliminate redundancy and improve accuracy.
Risk assessment is critical across domains such as automotive, healthcare, energy, mining, utilities. Identifying the security risks early and taking remediation actions helps reduce cyber threats. With Dynamic risks driven by evolving technologies and regulations, Gen AI enables rapid risk scoring and report generation. Reports are then reviewed to eliminate the false positives and tailor insights to the specific environment.
Traditional risk assessments require significant manual effort and time. Automation not only reduces this burden, but also delivers precise and actionable insights.
Risk assessment help identify security risks associated with assets across domains. They are essential for compliance with industry standards such as ISO 27001, ISO 31000, ISO 14971, and must be conducted annually or at predefined intervals.
For the automotive sector, Threat Analysis and Risk Assessment (TARA) is required to comply with ISO 21434. These assessments help determine residual risks, define security goals and derive cybersecurity requirements. In healthcare, assessments must align with ISO 14971 to meet FDA mandates. OT security assessments are guided by IEC 62443.
Cyient’s accelerator solution- CySecAssure - streamlines risk assessments by reducing manual effort and quickly generating draft reports. After analyzing the scope and environment, the drafts are reviewed and finalized. The framework leverages domain-specific ISO standards for accuracy and compliance.
Risk assessment automation is powered by an engine containing data on threats, vulnerabilities, and risks associated with frequently used information assets. When asset information is missing from the database, GenAI retrieves it from public sources. Experts validate this data before updating the database. Key steps include:
Asset Categorization
Based on domain standards (e.g., ISO 14971 for healthcare, ISO 21434 for automotive).
Threat and Risk Generation
The dynamically maps threats and vulnerabilities to asset metadata.
Risk Score
Based on impact and attack feasibility, used to categorize risk levels.
Control Evaluation
Existing controls are evaluated, and residual risks are identified.
Remediation Recommendations
Risk treatment options and additional control suggestions are provided.
Stakeholder Updates
Risk owners are notified of assessment outcomes.
Report Generation
Customized reports in formats aligned with ISO standards and other industry standards.
Continuous Learning
The system dynamically updates itself with new asset data using GenAI.
Cyient’s CySecAssure simplifies risk assessments across domains like automotive and healthcare. It enables:
Faster Compliance
Supports standards like ISO 21434, ISO 27001 for regulations such as UN R155/R156.
Automated TARA
Covers in-vehicle, out-vehicle, and network-level assessments.
Identifies Threats, Vulnerabilities and & Risk Visibility
Proactively identifies vulnerabilities and security gaps.
Asset Protection
By assessing risks, organizations can Helps prioritize critical assets for effective mitigation.
Informed Decisions
Offers data-driven insights for security planning and investment.
Reduced Risk Exposure
Minimizes chances of breaches and costly penalties.
Reputation Safeguarding
Demonstrates diligence in protecting user’s and enterprise’s sensitive data.
Resilience Building
Enables quicker response to operational disruptions.
Cyient conducted TARA (Threat Analysis and Risk Assessment ) on an OEM’s network infrastructure and assets including plant networks, data centers, product management applications , and engineering systems. Using the automation engine, the draft report was generated quickly and finalized with minimal effort. The overall timeline was cut from 15 months to 6 months using CySecAssure.
Risk assessment for an AWS-hosted enterprise application involved comprehensive vulnerability scanning, penetration testing, and remediation validation. Conducted in alignment with ISO 27001 standards, all critical and high-risk findings were addressed. Final reports were completed after iterative reviews, streamlined through CySecAssure.
Vehicle-level TARA was conducted to derive security goals and security requirements. The scope also included support for security library development and integration, cybersecurity validation and penetration testing, Post-Development (production and security operations), homologation for statutory compliance, and incident and vulnerability management. The reports were generated in customer-preferred templates and submitted for UN R155/R156 certification using ISO 21434.
The Risk Assessment Automation Framework enables efficient, standardized, and compliant risk assessments. By minimizing manual tasks and streamlining report generation, it ensures faster turnaround and improved accuracy. Automation is critical to meeting evolving cybersecurity and regulatory requirements.
RESOURCE MANAGEMENT
Resource management in IT/OT integration ensures efficient allocation and monitoring of assets, workforce, and operational resources across industrial environments.
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SAP INTEGRATION FOR BOM, FINANCE, AND WORK ORDERS
SAP's ERP modules play a critical role in bridging IT and OT layers by offering seamless integration of business processes with operational technology.
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INVENTORY AND TOOL MANAGEMENT
Efficient inventory and tool management in IT/OT integration ensures real-time tracking of physical assets to minimize production delays and waste.
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Use Case:
CYBERSECURITY
Cybersecurity is critical in IT/OT integration to protect sensitive operational data, ensure continuity, and prevent breaches.
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PLM INTEGRATION
Product Lifecycle Management (PLM) integration in IT/OT environments connects the design, production, and maintenance phases of product life cycles, ensuring seamless data flow between engineering, operations, and maintenance teams.
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Example Use Case:
Key Benefits
IT/OT Integration in Various Industries
IT/OT convergence has transformed multiple industries, enabling predictive maintenance, real-time decision-making, and improved operational efficiency. Below are key industry-specific use cases that highlight the impact of IT/OT integration.
Real-Time Fleet
Challenge:
Mining operations suffered from unplanned downtime, inefficient fleet routing, and safety risks due to disconnected IT and OT systems.
Solution:
Outcome:
Smart Grid Modernization
Challenge:
A major utility provider struggled with power outages and inefficiencies due to a lack of real-time monitoring and automation.
Solution:
Outcome:
Smart Factory Transformation
Challenge:
A leading automotive components manufacturer needed to improve efficiency, product quality, and reduce downtime.
Solution:
Outcome:
Intelligent Water Management
Challenge:
A global water management company faced inefficiencies due to water leaks, energy waste, and compliance issues.
Solution:
Outcome:
IT/OT integration has become a cornerstone of digital transformation, enabling industries to enhance operational efficiency, improve decision-making, and drive innovation. By connecting Information Technology (IT) systems, which manage data and software, with Operational Technology (OT) systems that control physical equipment and processes, organizations can achieve a seamless flow of data across the enterprise. This convergence is rapidly gaining prominence in various industries and is reshaping how businesses operate.
Sreelekshmi PS
Senior Software Engineer, Cybersecurity team, Digital & Technology Group
She is a cybersecurity professional with an M.Tech in Cyber Forensics & Information Security and close to seven years of experience in the field. As a Certified Information Security Manager (CISM) and ISO 27001 Lead Auditor, she has built deep expertise in vulnerability assessments and penetration testing (VAPT), risk assessment, threat modeling, threat analysis, application security, cloud security assessment, and security audits across a wide range of products, services, and domains. Her strong foundation in Governance, Risk, and Compliance (GRC), along with hands-on experience in data privacy implementation, enables her to drive security strategies that are both effective and compliant. Sreelekshmi is well-versed in global standards and regulatory frameworks, including ISO 27001, ISO 21434, GDPR, DPDPA, CCPA, HIPAA, CSA STAR certification, as well as NIST, COBIT, ENISA, SOCI, CRA, and the EU AI Act. With a keen eye for emerging threats and a commitment to continuous learning, she consistently delivers cybersecurity solutions that support business resilience and regulatory alignment.
Cyient (Estd: 1991, NSE: CYIENT) delivers intelligent engineering solutions across products, plants, and networks for over 300 global customers, including 30% of the top 100 global innovators. As a company, Cyient is committed to designing a culturally inclusive, socially responsible, and environmentally sustainable tomorrow together with our stakeholders.
For more information, please visit www.cyient.com
Cyient (Estd: 1991, NSE: CYIENT) delivers intelligent engineering solutions across products, plants, and networks for over 300 global customers, including 30% of the top 100 global innovators. As a company, Cyient is committed to designing a culturally inclusive, socially responsible, and environmentally sustainable tomorrow together with our stakeholders.
For more information, please visit www.cyient.com
Sathish Kumar Thiagarajan is a seasoned Controls & Automation Engineer with over 18 years of global experience in managing large-scale industrial automation projects involving PLCs, SCADA, and Drives. He specializes in optimizing technical workflows, ensuring regulatory compliance, and leading cross-functional teams to deliver seamless IT/OT integration solutions. Known for enhancing operational efficiency and driving cost-effective innovations, his expertise helps shape transformative strategies in industrial automation.
Srinivasu Parupalli is an experienced Systems Engineer with expertise in program management and delivery across multiple domains, including Industry 4.0, Manufacturing, Embedded Systems, IoT, Software Applications Development, and Cloud Integrations. He has extensive experience in end-to-end product development and has been instrumental in building and training teams on emerging technologies such as Ignition, Solumina, Aveva, and SCADA systems for deployment in diverse customer projects. With a strong background in industrial automation, he has worked across various industries, including Manufacturing, Energy, Utilities, Healthcare, and Process Automation, developing MES, SCADA, and HMI solutions integrated with other applications. His expertise lies in customer engagement, requirements analysis, and risk management, ensuring the successful execution of complex automation projects.
Cyient (Estd: 1991, NSE: CYIENT) delivers intelligent engineering solutions across products, plants, and networks for over 300 global customers, including 30% of the top 100 global innovators. As a company, Cyient is committed to designing a culturally inclusive, socially responsible, and environmentally sustainable tomorrow together with our stakeholders.
For more information, please visit www.cyient.com
Cyient (Estd: 1991, NSE: CYIENT) delivers intelligent engineering solutions across products, plants, and networks for over 300 global customers, including 30% of the top 100 global innovators. As a company, Cyient is committed to designing a culturally inclusive, socially responsible, and environmentally sustainable tomorrow together with our stakeholders.
For more information, please visit www.cyient.com