Darktrace / EMAIL vs Oligo Security

Darktrace / EMAIL is a paid cloud security product that uses behavioral AI to identify and stop phishing, business email compromise, impersonation, and social-engineering threats. It learns an organization’s communication patterns and detects suspicious behavior without relying on known attack signatures. Responses can range from tagging messages to full quarantine. Coverage includes inbound, outbound, and lateral mail, plus account-based and messaging attacks. Data-loss prevention analyzes behavior and message content for sensitive information in outbound email, including unlabeled data. Darktrace also describes behavioral protection for Microsoft Teams chats. Deployment can use API-only or API plus journaling without disrupting mail flow. The product integrates with Microsoft 365 and Microsoft Exchange and is hosted on Microsoft Azure; listed integrations include Google Workspace, Azure Sentinel, Elastic Security, ReliaQuest, and Splunk. Pricing is on request, with a 30-day trial.

Oligo Security provides runtime security for applications, cloud workloads, and AI systems. Its sensor tracks which libraries and functions execute, helping security teams distinguish vulnerabilities that are active in runtime from those that are not. eBPF-based monitoring detects behavior such as unexpected system calls and data exfiltration; the platform can block malicious functions and alert on unauthorized external connections. Oligo also identifies containers, pods, and code paths involved in an attack, and detects novel execution anomalies without relying on static signatures. For AI environments, AI-SPM discovers production models, agents, SDKs, frameworks, and external services and builds a continuing AI bill of materials. AI-DR observes agent tool calls and links LLM calls to the processes behind them. Deployment is supported on Kubernetes-based cloud applications and older on-premises applications without code changes, according to Oligo. The platform is available through API, Linux, web, and self-hosted options, and supports hybrid cloud coverage. Product pages do not state a price and direct visitors to book a demo; a free AWS Marketplace subscription is listed, though additional AWS infrastructure costs may apply.