OneOps Strengthens Enterprise AI Security with AWS-Based Managed Security Services from OneData
Learn how OneData Software Solutions supports OneOps with 24/7 security monitoring and response, security incident investigation, manual remediation, and ongoing management of AWS security services across its enterprise AI governance environment.
Benefits
Established 24/7 managed security monitoring and response coverage.
Enabled automated security notifications through email.
Centralized visibility into security findings through AWS Security Hub.
Supported threat detection and investigation through Amazon GuardDuty and AWS CloudTrail.
Improved vulnerability visibility through Amazon Inspector.
Identified noncompliant resource configurations through AWS Config.
Addressed security issues through IAM permission changes, security group restrictions, and vulnerability patching.
Maintained security follow-up records through Outlook, AWS security findings, and supporting documents.
About the Customer
OneOps is an enterprise AI governance and operational intelligence platform designed to help organizations securely adopt, govern, and manage Large Language Models at scale. The platform enables enterprises to centralize AI governance, control model access, monitor prompts and user activity, optimize AI costs, protect sensitive organizational information, and improve visibility across enterprise AI workloads.
Overview
As enterprise adoption of Generative AI accelerated, OneOps identified the need for a centralized governance platform capable of securely managing Large Language Models across multiple business teams, departments, and AI providers.
Without a unified governance layer, AI usage became fragmented across the organization. Different teams independently adopted and interacted with AI models, making it difficult to maintain visibility, enforce access policies, control token consumption, attribute costs, protect sensitive enterprise information, and support internal governance requirements.
The organization also required a resilient technical foundation capable of scaling with increasing usage, protecting enterprise knowledge, monitoring application health, preserving audit records, maintaining database backups, and restoring the platform following a major infrastructure disruption.
To address these requirements, OneOps partnered with OneData Software Solutions to design and develop OneOps.pro, an AWS-powered AI governance and operational intelligence platform.
The solution combines Amazon Bedrock, Amazon Elastic Kubernetes Service, Amazon Elastic Container Registry, Amazon S3, Amazon CloudWatch, Elastic Load Balancing, AWS Certificate Manager, AWS security and audit services, PostgreSQL, GitLab CI/CD, and AWS CDK-based Infrastructure as Code.
The implementation provides centralized AI governance, contextual intelligence, operational monitoring, scalable containerized infrastructure, security controls, durable storage, data protection, and repeatable recovery within a unified enterprise AI environment.
Overview
As enterprise adoption of Generative AI accelerated, OneOps identified the need for a centralized governance platform capable of securely managing Large Language Models across multiple business teams, departments, and AI providers.
Without a unified governance layer, AI usage became fragmented across the organization. Different teams independently adopted and interacted with AI models, making it difficult to maintain visibility, enforce access policies, control token consumption, attribute costs, protect sensitive enterprise information, and support internal governance requirements.
The organization also required a resilient technical foundation capable of scaling with increasing usage, protecting enterprise knowledge, monitoring application health, preserving audit records, maintaining database backups, and restoring the platform following a major infrastructure disruption.
To address these requirements, OneOps partnered with OneData Software Solutions to design and develop OneOps.pro, an AWS-powered AI governance and operational intelligence platform.
The solution combines Amazon Bedrock, Amazon Elastic Kubernetes Service, Amazon Elastic Container Registry, Amazon S3, Amazon CloudWatch, Elastic Load Balancing, AWS Certificate Manager, AWS security and audit services, PostgreSQL, GitLab CI/CD, and AWS CDK-based Infrastructure as Code.
The implementation provides centralized AI governance, contextual intelligence, operational monitoring, scalable containerized infrastructure, security controls, durable storage, data protection, and repeatable recovery within a unified enterprise AI environment.
Opportunity | Strengthening Security Operations for Enterprise AI Workloads
OneOps required ongoing security oversight for the AWS environment supporting its enterprise AI governance platform. The environment brought together model access, application workloads, enterprise information, and AWS identities, creating a need to monitor threats, investigate suspicious activity, and address security weaknesses.
The security challenge extended beyond deploying protective controls. Findings and notifications needed active review, investigation, corrective action, and follow-up. Vulnerabilities, noncompliant configurations, and inappropriate access could expose the platform to operational disruption, unauthorized activity, and unexpected consumption costs.
For an AI platform, unauthorized access also carries a direct financial consequence: activity performed through an affected identity can generate model usage charges. Identifying the responsible identity and stopping its access therefore became an important part of protecting the environment.
OneOps needed managed security support covering four connected responsibilities:
- Monitoring threats and security alerts.
- Detecting and investigating incidents.
- Responding to and remediating security issues.
- Managing the AWS security tools supporting these activities.
OneData addressed these needs through ongoing security coverage, automated email notifications, manual investigation and remediation, and review of security findings and configuration compliance.
Solution | Delivering Managed Security Monitoring, Investigation, and Remediation on AWS
OneData supports the OneOps environment with 24/7 security monitoring and response coverage. The operating approach combines AWS security services with a team-managed workflow for reviewing notifications, investigating activity, implementing corrections, and tracking follow-up.
Alerts are generated automatically, while investigation and remediation are performed manually.
Monitoring Threats and Security Alerts
Amazon GuardDuty supports threat detection in the AWS environment. AWS Security Hub provides centralized visibility into security findings, while Security Hub CSPM supports security posture review. Amazon Inspector provides vulnerability visibility, and AWS Config identifies noncompliant resource configurations.
Security notifications are delivered by email and reviewed through Microsoft Outlook. The team records received alerts and acts on the issues identified. This connects automated notifications with ongoing human review and remediation.
Amazon CloudWatch provides supporting visibility into application and infrastructure operations. Together, these services help the team review security findings alongside the operational context of the platform.
Detecting and Investigating Incidents
OneData investigates security issues using the information available in alerts, AWS security findings, and relevant activity records.
AWS CloudTrail provides account activity and API records that support investigation of actions associated with AWS identities. These records help the team examine the identity involved when suspicious activity is identified.
Responding to and Remediating Security Issues
OneData manually applies corrective actions relevant to the issue. Confirmed remediation activities include:
- IAM permission changes: Adjusting permissions to address access-related security issues.
- Security group restrictions: Updating network access rules to restrict access associated with a security concern.
- Vulnerability patching: Applying patches to address identified vulnerabilities.
- Configuration corrections: Addressing noncompliant configurations identified through AWS Config.
The response process connects the identified issue to a specific corrective action. Automated alerts bring issues to the team’s attention; the team investigates and performs the remediation.
Managing AWS Security Tools
OneData’s ongoing security work includes reviewing findings and managing the following AWS services to support detection, investigation, access management, and remediation:
- Amazon GuardDuty: The team reviews threat findings, investigates reported activity, and tracks remediation follow-up.
- AWS Security Hub: The team uses centralized security findings to review identified issues and track remediation follow-up.
- AWS Security Hub CSPM: The team reviews security posture findings to identify control-related weaknesses and checks the findings after corrective action.
- Amazon Inspector: Vulnerability findings support the team’s identification of issues requiring manual patching.
- AWS IAM: The team adjusts permissions and manages access keys to address access-related security issues, including deleting affected keys and creating replacements.
- AWS Config: The team reviews noncompliant resource configurations and manually applies corrections to address the identified issues.
- AWS CloudTrail: The team examines account activity and API records during investigations to identify the IAM identities associated with suspicious actions.
- Amazon CloudWatch: Application and infrastructure monitoring information provides operational context to support troubleshooting and investigation.
Tracking Remediation and Follow-Up
OneData uses Outlook to retain alert correspondence and supporting documents to record security issues and actions taken.
The team reviews findings in Amazon GuardDuty, AWS Security Hub, and Security Hub CSPM to track remediation progress and identify issues requiring further action. AWS Config supports follow-up reviews of resource configuration compliance.
This approach combines email records, service-level findings, and written documentation to support ongoing follow-up.
Outcome | Establishing Ongoing Security Oversight for Enterprise AI
OneOps gained ongoing managed security support combining 24/7 monitoring and response coverage, automated notifications, manual investigation, and corrective action across its AWS environment.
The engagement established:
Ongoing review of security alerts delivered through email.
Threat visibility through GuardDuty and centralized finding review through Security Hub.
Vulnerability visibility through Inspector, supported by manual patching.
Configuration compliance review through AWS Config.
Investigation capabilities using CloudTrail activity records.
Manual remediation through IAM permission adjustments, security group restrictions, configuration corrections, and access-key replacement.
Follow-up through AWS security findings, Outlook correspondence, and supporting documentation.
OneData supports the security of the OneOps AI governance platform with ongoing monitoring, investigation, remediation, and management of AWS security services.
Build a more secure and cost-efficient
AWS environment
Partner with OneData to optimize your cloud infrastructure, reduce costs, and
strengthen security—without compromising performance.
