Use analytics to make security evidence easier to interpret.
We help security teams apply analytics and machine learning to telemetry, investigation and prioritization. Our AI-driven security analytics service begins with a concrete detection question and the data needed to evaluate it.
How the service works.
./security-analytics.sh --phase define-use-case --environment exampleAI-Driven Security Analytics services.
Use-case selection
Choose measurable questions such as unusual access or alert grouping.
Telemetry preparation
Review schema consistency, labels, data quality and access boundaries.
Model evaluation
Compare analytics with existing baselines and examine false positives and missed cases.
Operational integration
Connect reviewed results to analyst workflows with traceable explanations.
Evaluate the value behind the analytics.
An unusual event is not automatically a malicious event. We evaluate whether analytics adds useful context, measure behavior on representative data and keep investigation evidence available to analysts. Model updates follow a controlled review process so changing data does not silently change operational decisions.
What you receive.
- Analytics feasibility and data assessment
- Evaluation report with baseline comparisons
- Integration and model monitoring plan
How an engagement begins.
We begin with a scoping conversation about your environment, priorities and existing tools. We agree access, responsibilities, milestones and acceptance criteria before delivery. Our team then carries out the assessment, design or implementation work in scope, reviews findings with you and prepares a practical handover.
Your proposal defines the final deliverables, access requirements, service hours, response commitments and ongoing support responsibilities. Work can be phased around your priorities and approved change process.
Common questions.
Can AI replace our analysts?
The service is designed to support investigation and prioritization. Analysts retain responsibility for contextual judgment, and response authority is agreed independently of model output.
How do you select a useful security analytics use case?
We choose measurable questions such as unusual access or alert grouping. The review records scope, dependencies and the evidence needed before implementation decisions are made.
How do you assess telemetry quality for analytics?
We review schema consistency, labels, data quality and access boundaries. Findings are reviewed with the responsible team so access, operational impact and ownership are clear.
How do you compare analytics with existing detection methods?
We compare analytics with existing baselines and examine false positives and missed cases. Implementation follows agreed acceptance criteria and approval points, with limitations documented.
How are analytics outputs integrated into analyst workflows?
We connect reviewed results to analyst workflows with traceable explanations. Handover includes the responsibilities and review actions needed to keep the work useful over time.
What deliverables are included in ai-driven security analytics services?
The proposed deliverables include analytics feasibility and data assessment; evaluation report with baseline comparisons; integration and model monitoring plan. The final statement of work defines the format, acceptance criteria and responsibilities for each deliverable.
How is the work tailored to our business?
An unusual event is not automatically a malicious event. We evaluate whether analytics adds useful context, measure behavior on representative data and keep investigation evidence available to analysts. Model updates follow a controlled review process so changing data does not silently change operational decisions.
How do we get started with this service?
We first discuss your objective, current environment and operational constraints. The engagement follows define question, prepare telemetry, evaluate analytics, and integrate decisions. Access requirements, milestones and approval points are agreed before delivery.
Can you work with our internal team or current providers?
Yes. We agree a responsibility matrix and communication process so your engineers, security team and service partners know who owns decisions, changes and follow-up actions. Ongoing support is included where specified in the agreed engagement.
What determines the project timeline and cost?
Scope, environment size, access readiness, integration complexity and the level of implementation or ongoing support determine the proposal. We review those factors with you and agree milestones and fees before work begins.
Let’s plan the right service for your business.
Tell us what you need to assess, build or improve. We’ll help define the scope and a practical next step.