KNOESIS

Explainable AI for Security and IT Operations

Turn Event Overload into Confident Action

Knoesis™, created by Everforth ECS, uses explainable AI to classify, enrich, and prioritize security and IT operational events within the tools teams already use. Teams spend less time sorting signals and more time addressing the issues that affect mission and service continuity.

First developed to address Everforth ECS’ own SOC and IT Ops challenges, Knoesis combines adaptive machine learning, human oversight, and implementation expertise to expand workforce capacity, protect existing technology investments, and provide a governed path to AI-enabled operations.

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FOR THE SOC 

Reduce analyst fatigue, elevate credible threats, and accelerate investigation and response.

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FOR IT OPS 

Reduce operational toil, prioritize service-impacting events, and accelerate issue resolution.

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Operational Value for SOC and IT Ops

Knoesis helps organizations apply AI where operational pressure is highest, using customer-specific models trained on your data to enrich signals with operational context and prioritize what needs attention. Explainable outputs provide confidence and decision context, while human feedback and real outcomes continuously improve performance within your environment.

Workforce
Capacity

Workforce
Capacity
Scale operational signal processing without scaling manual triage effort.

Mission and
Service Resilience

Mission and Service
Resillience
Surface priority issues sooner so teams can respond before security risk or service disruption compounds.

Governance and
Auditability

Governance and
Audibility
Maintain human oversight with explainable outputs, confidence information, and reviewable decision context.

Technology
Investment Protection

Technology Investment
Protection
Add intelligence across the platforms and workflows you already use, improving the value of existing investments without requiring disruptive replacement.

Intelligence Built Around
Your Environment

Intelligence Built Around
Your Environment
Knoesis is configured and trained on your data within your operating environment, creating a customer-specific intelligence layer that continuously improves through real operational outcomes.

Knoesis for SOC Teams

Elevate analyst capacity and expertise from routine triage to threat investigation. Knoesis helps SOC teams classify alerts, reduce false positives, prioritize credible threats, and deliver consistent, explainable context through the workflows analysts already use. This gives analysts a stronger starting point for investigation while helping teams improve the consistency and quality of analysis.

An Example SOC Workflow

When a surge of SIEM, EDR/XDR, identity, or other security alerts reaches the queue, Knoesis evaluates each event using models tuned to the environment. It returns classifications, confidence, and context directly through existing security and ticketing workflows so analysts can start with the alerts most likely to require investigation. Analyst dispositions create a human-in-the-loop (HITL) feedback cycle that helps Knoesis learn from validated outcomes and improve future prioritization.

This HITL approach keeps analysts at the center of decision making while supporting explainability, governance, auditability, and continuous model improvement.

Knoesis for IT Ops

Protect service continuity while reducing operational toil. Knoesis helps IT Ops teams evaluate infrastructure events, prioritize issues across complex environments, and focus staff attention on the conditions most likely to disrupt services or require action.

An Example IT Ops Workflow

When monitoring, observability, cloud, or infrastructure platforms generate a surge of events, Knoesis evaluates incoming signals against operational context and returns prioritized results directly to existing ITSM and automation workflows, including ticketing systems such as ServiceNow. Teams gain a clearer starting point for issue resolution, spend less time hunting across dashboards, and can feed resolved outcomes back into the model.

Continuous feedback from resolved events helps Knoesis adapt to the operating environment over time, improving prioritization while keeping IT Ops teams in control of decisions that affect service delivery.

Ready to Put Knoesis to Work?

Bring explainable AI into the operational environments your teams already rely on.

Everforth ECS can help you apply Knoesis to the SOC, IT Ops, or both, with implementation tailored to your mission, data, workflows, and governance requirements.

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