Who should use the Vulnerability Scanning workflow?
Teams or solo builders working on security & privacy tasks who want a repeatable process instead of one-off tool experiments.
AI Workflow · Security & Privacy
Practical execution plan for vulnerability scanning with clear steps, mapped tools, and delivery-focused outcomes.
Deliverable outcome
A finalized decision-ready insight is ready for publishing, handoff, or integration.
30-90 minutes
Includes setup plus initial result generation
Free to start
You can swap tools by pricing and policy requirements
A finalized decision-ready insight is ready for publishing, handoff, or integration.
Use each step output as the input for the next stage
Step map
Instead of relying on a single generic AI model, this pipeline connects specialized tools to maximize quality. First, you'll use Embold to inputs, context, and settings are ready so the workflow can move into execution without blockers. Then, you pass the output to GitHub Copilot to supporting assets from detect code vulnerabilities are prepared and connected to the main workflow. Then, you pass the output to Red Canary to a first-pass decision-ready insight is generated and ready for refinement in the next steps. Then, you pass the output to Darktrace to the decision-ready insight is improved, validated, and prepared for final delivery. Then, you pass the output to CrowdStrike Falcon to the decision-ready insight is improved, validated, and prepared for final delivery. Finally, Dynatrace Davis AI is used to a finalized decision-ready insight is ready for publishing, handoff, or integration.
Scan for vulnerabilities
Inputs, context, and settings are ready so the workflow can move into execution without blockers.
Detect code vulnerabilities
Supporting assets from detect code vulnerabilities are prepared and connected to the main workflow.
Vulnerability Scanning
A first-pass decision-ready insight is generated and ready for refinement in the next steps.
Vulnerability Prioritization
The decision-ready insight is improved, validated, and prepared for final delivery.
Vulnerability Management
The decision-ready insight is improved, validated, and prepared for final delivery.
Prioritize vulnerabilities
A finalized decision-ready insight is ready for publishing, handoff, or integration.
Prepare inputs and settings through Scan for vulnerabilities before running vulnerability scanning.
Scan for vulnerabilities sets up the foundation for vulnerability scanning; clean inputs here reduce downstream rework.
Inputs, context, and settings are ready so the workflow can move into execution without blockers.
Use Detect code vulnerabilities to build supporting assets that improve vulnerability scanning quality.
Detect code vulnerabilities strengthens vulnerability scanning by feeding better supporting material into the pipeline.
Supporting assets from detect code vulnerabilities are prepared and connected to the main workflow.
Execute vulnerability scanning with Vulnerability Scanning to produce the primary decision-ready insight.
This is the core step where vulnerability scanning actually happens, so it determines baseline quality for everything after it.
A first-pass decision-ready insight is generated and ready for refinement in the next steps.
Refine and validate vulnerability scanning output using Vulnerability Prioritization before final delivery.
Vulnerability Prioritization adds quality control so issues are caught before the workflow is finalized.
The decision-ready insight is improved, validated, and prepared for final delivery.
Refine and validate vulnerability scanning output using Vulnerability Management before final delivery.
Vulnerability Management adds quality control so issues are caught before the workflow is finalized.
The decision-ready insight is improved, validated, and prepared for final delivery.
Package and ship the output through Prioritize vulnerabilities so vulnerability scanning reaches end users.
Prioritize vulnerabilities is what turns intermediate output into a usable, publishable result for real users.
A finalized decision-ready insight is ready for publishing, handoff, or integration.
§ Before you start
Teams or solo builders working on security & privacy tasks who want a repeatable process instead of one-off tool experiments.
No. Start with the top pick for each step, then replace tools only if they do not fit your pricing, compliance, or output needs.
Open the mapped task page and compare top options side by side. Prioritize output quality, integration fit, and predictable cost before scaling.
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