--- title: Endeavor for Cybersecurity | 33% Faster Vendor Risk Review description: Endeavor automates third-party risk questionnaires and threat triage - cutting manual review time 33% and raising accuracy 27% in production, with full source attribution behind every finding. --- [Skip to content](https://rotational.ai/solutions/cybersecurity#main-content) **Seminar series - Turning AI Models into Reliable Business Systems - Sep 11, 25, and Oct 2. -> [Register today!](https://rotational.ai/endeavor-for-better?hsLang=en)** [![Rotational Labs](https://rotational.ai/hs-fs/hubfs/Rotational%20Logo%20Hor%201073x280.png?width=1077&height=281&name=Rotational%20Logo%20Hor%201073x280.png)Homepage](https://rotational.io) - [Platform](https://rotational.ai/platform?hsLang=en) - [Platform Overview](https://rotational.ai/platform?hsLang=en) - [Workflow Building Agent](https://rotational.ai/platform/workflow-building-agent?hsLang=en) - [Governance & Security](https://rotational.ai/governance?hsLang=en) - [Integrations & MCP](https://rotational.ai/integrations?hsLang=en) - [Application Integrations](https://rotational.ai/app-integrations?hsLang=en) - [Solutions](https://rotational.ai/solutions/cios-and-ctos?hsLang=en) - [CIOs & CTOs](https://rotational.ai/solutions/cios-and-ctos?hsLang=en) - [CISOs & Risk](https://rotational.ai/solutions/cisos-and-risk?hsLang=en) - [Domain Experts](https://rotational.ai/solutions/domain-experts?hsLang=en) - [Supply Chain](https://rotational.ai/solutions/supply-chain?hsLang=en) - [Cybersecurity](https://rotational.ai/solutions/cybersecurity) - [Financial Services](https://rotational.ai/solutions/financial-services?hsLang=en) - [Professional Services](https://rotational.ai/solutions/professional-services?hsLang=en) - [Healthcare](https://rotational.ai/solutions/healthcare?hsLang=en) - [ERP Systems](https://rotational.ai/solutions/erp-systems?hsLang=en) - [Pricing](https://rotational.ai/pricing?hsLang=en) - [About](https://rotational.io/about/) - [Partners](https://rotational.ai/partners?hsLang=en) - [Login](https://demo.rotational.app/) [Discuss Your Use Case](https://rotational.ai/calendar?hsLang=en) - [Platform](https://rotational.ai/platform?hsLang=en) - [Platform Overview](https://rotational.ai/platform?hsLang=en) - [Workflow Building Agent](https://rotational.ai/platform/workflow-building-agent?hsLang=en) - [Governance & Security](https://rotational.ai/governance?hsLang=en) - [Integrations & MCP](https://rotational.ai/integrations?hsLang=en) - [Application Integrations](https://rotational.ai/app-integrations?hsLang=en) - [Solutions](https://rotational.ai/solutions/cios-and-ctos?hsLang=en) - [CIOs & CTOs](https://rotational.ai/solutions/cios-and-ctos?hsLang=en) - [CISOs & Risk](https://rotational.ai/solutions/cisos-and-risk?hsLang=en) - [Domain Experts](https://rotational.ai/solutions/domain-experts?hsLang=en) - [Supply Chain](https://rotational.ai/solutions/supply-chain?hsLang=en) - [Cybersecurity](https://rotational.ai/solutions/cybersecurity) - [Financial Services](https://rotational.ai/solutions/financial-services?hsLang=en) - [Professional Services](https://rotational.ai/solutions/professional-services?hsLang=en) - [Healthcare](https://rotational.ai/solutions/healthcare?hsLang=en) - [ERP Systems](https://rotational.ai/solutions/erp-systems?hsLang=en) - [Pricing](https://rotational.ai/pricing?hsLang=en) - [About](https://rotational.io/about/) - [Partners](https://rotational.ai/partners?hsLang=en) - [Login](https://demo.rotational.app/) [Discuss Your Use Case](https://rotational.ai/calendar?hsLang=en) # Endeavor for cybersecurity **Endeavor automates the document-heavy assessment work that consumes security teams.** Third-party questionnaires, threat triage, and evidence review — with source attribution behind every finding so an analyst can defend it. [Discuss your assessment workload](https://rotational.ai/calendar?hsLang=en) ## Proven in a security deployment 33% Reduction in manual review time 27% Increase in assessment accuracy Evaluating third-party cyber risk meant reading long vendor questionnaires line by line. We deployed two domain-specific models working in tandem to classify, evaluate, and flag responses — then made the result accountable, so findings could be trusted rather than re-checked by hand. ## Where it fits in a security programme ### Third-party risk Classify and flag questionnaire responses, compare answers against prior submissions, and surface the ones that need a human. ### Threat and advisory triage Rank incoming advisories and reporting by actual exposure rather than reading everything in arrival order. ### Evidence and control review Extract control statements from policies and evidence packs and check them against the framework you are assessed on. ## Built for work that has to stand up - Every finding carries the source records that produced it. - PII and sensitive values are redacted before any external model call. - Analyst scoring is the promotion gate, so accuracy is measured not asserted. - Runs inside your own environment with egress you control. - Instruction changes are versioned, so a finding can be reproduced later. ## Frequently asked questions ### What security work has Endeavor already automated? Third-party vendor risk questionnaires, using two domain-specific models working in tandem to classify, evaluate, and flag responses. That deployment cut manual review time by 33% and increased accuracy by 27%. ### Can an analyst tell why something was flagged? Yes. Every finding carries source attribution and a reasoning log, so an analyst can see which response and which instruction produced the flag. ### Does our data leave our environment? Only if you choose. Endeavor runs in your own Kubernetes namespace, and models can be hosted locally so vendor submissions never reach a third-party provider. ### How does this differ from a GRC tool's built-in AI? A GRC assistant sees only what is inside the GRC platform. Most real assessment work requires joining that to external threat signal, past assessments, and contract terms held elsewhere. 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