Understanding AI Insights

FEATURE AVAILABLE ON INVESTIGATIONS PRO LICENSE ONLY

Overview

SpyCloud’s AI Insights feature transforms raw search and pivot data into an automatically generated findings report. It highlights key patterns, relationships, and behavioral signals — helping investigators move from data collection to actionable conclusions faster.

The report type is called Identity Findings, which specializes in related assets such as:

  • Emails
  • Usernames
  • Phone numbers
⚠️ NOTE

This feature does not support domain-based queries.


Navigation

When working within the Investigations module, AI Insights is accessible as the right-most tab on the investigation workspace.


👇AI INSIGHTS FEATURE

AI Insights Tab

Generating an Insights Report

  1. Click Generate in the Insights tab
  2. AI Insights collects:
    • All records from your searches
    • All records added through pivots
  3. A loading indicator appears while sections are generated in sequence
  4. When finished, options to Download (PDF) or Copy as Markdown appear

👇FINDINGS REPORT

Generating Report

Report Details

🧑 Identity

Key Identities Discovered

Enumerates each distinct individual, listing:

  • Primary and secondary emails
  • Observed aliases and usernames
  • Common or reused passwords
  • Inferred location (if present)

Detected Relationships

Narrative bullets describing:

  • Credential sharing
  • Overlapping infrastructure
  • Other linkages that indicate aliases or cooperation

Notable Patterns

Highlights of:

  • Naming conventions
  • Credential-reuse themes
  • Geography clutering, etc.

Conclusion

Concise assessment tying the identities together and noting investigative implications.

🐛 Malware Infection Footprint

Infection Timeline

  • Malware family names (e.g., Redline, Mars Stealer)
  • Infection count and publish date range

Visited Websites

  • Categorized by context:
    • Job Search
    • AI Tools
    • E-commerce
    • Authentication & Security
    • Developmental & Technical
    • Productivity & Design
    • Authentication & Security

Conclusion

Analyst summary of behavioural themes or intent suggested by browsing activity.

🔓 Breach Exposure Highlights

Breach Count & Window

  • Total breach count
  • Exposure timeline

Recent Breaches

  • Up to 5 newest breach names

Assets Exposed

List of data classes leaked:

  • Personal Identifiers
  • Credentials
  • Online Activity, etc.
📦 Combolist Presence

Exposure Volume

  • Number of occurrences across combolists
  • Unique credential count

Recent Combolists

  • Names of the most recent lists in which the credentials appear
📎 Appendix

Visited IPs

  • Deduplicated list of domains / IPs captured in telemetry

Device IPs

  • IP addresses tied to infected hosts or sessions

👇EXAMPLE OF REPORT DETAILS


Best Practices for Using AI Insights


🟢 Before an Investigation

Run an initial Insights report immediately after your first search to immediately understand:

  • Identity clusters
  • Digital footpring
  • Breach exposure

This early pass helps prioritize which selectors deserve deeper investigation.

🔁 During an Investigation

Use the Insights report in parallel with Graph and Results tabs to validate or refute assumptions.
Best practices:

  • Regenerate the report after meaningful pivots or data expansions
  • Use identity summaries to guide additional searches
  • Look for unexpected malware infections or cross-selector relationships
  • Use the Appendix section to extract infrastructure clues (IPs, visited URLs)
🧾 After an Investigation

Generate a final Insights report to serve as:

  • A summary for reporting or internal handoff
  • An attachment in case notes or investigation records
  • A snapshot for regulatory compliance or SOC documentation

Export options:

  • PDF (for reporting)
  • Markdown (for internal documentation)

Consider saving this alongside your CSV export for a complete audit trail.


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