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Enterprise control

Finding Clusters

Finding Clusters groups related forensics, validation, or AI findings so reviewers can triage document sets faster.

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Problem

Teams need to know whether a PDF is standards-ready, suspicious, malformed, or safe to archive before they mutate it.

Use

Run read-only inspections and standards checks that return findings, verdicts, and exportable evidence.

Evidence plan

What this unlocks

  • Cluster X-Ray findings across document sets
  • Inspect without modifying the source document
  • Best package access keeps the path explicit

Workflow

Explore the workflow
Simple pathNIST Cybersecurity Framework 2.0

Cited framework answer

Ask one grounded question, review the cited pages, and save the answer for a compliance note.

  1. 1Upload or select the framework
  2. 2Index text
  3. 3Ask a scoped question
  4. 4Review citations
  5. 5Export the answer

Tool chain

AI ChatKnowledge SearchAI Summarize
Cited answerSource snippetsReviewer note
Explore the workflow

Inputs & outputs

Accepted formats
pdf
Produced formats
report

Common use cases

  • Group repeated risk findings
  • Triage large review sets
  • Summarize recurring issues across portfolios

Workflow steps

  1. 1Run inspections or searches across documents
  2. 2Cluster similar findings
  3. 3Open the source documents behind each group

Outputs

  • Findings report
  • Risk or standards verdict
  • Evidence bundle

Review checks

  • Group findings by severity
  • Route failures into remediation tools
  • Attach reports to audit or review records

API

Endpoint family: /v1/forensics, /v1/preflight, /v1/reports
POST/v1/rag/searchPOST/v1/ai/chatGET/v1/forensics/{document_id}/standards-preflightPOST/v1/forensics/{document_id}GET/v1/forensics/{document_id}/evidence-bundlePOST/v1/forensics
  • Forensics and validation tools typically return reports and findings instead of mutating source files.
  • Use /v1/forensics and related report endpoints for headless evidence collection.
Integration overview

Limits

Availability
Enterprise control
Readiness
private preview
Automation
Single-document workflow

Confirm entitlement, input requirements, and deployment fit in the package and API documentation before you automate this capability.

Integration overview

Evidence

Browse proof

Evidence

Redaction verification

3 API

Evidence that sensitive text was removed from the generated PDF rather than covered by a visual overlay.

View proof

Evidence

Preflight reports

3 API

Standards, accessibility, metadata, and archival checks packaged as a reviewable publishing report.

View proof

Evidence

Evidence bundles

3 API

A packet of generated files, findings, screenshots, route history, and linked source documents for audits or handoffs.

View proof

Evidence

Decision logs

3 API

Reviewer choices, comments, citations, approvals, and exceptions captured alongside the document workflow.

View proof

Public example workflows

Integration overview
Simple

Cited framework answer

NIST Cybersecurity Framework 2.0

Ask one grounded question, review the cited pages, and save the answer for a compliance note.

Proof artifacts

Cited answer, Source snippets

Complex

Compliance evidence pack

NIST Cybersecurity Framework 2.0

Preflight a standards PDF, inspect hidden structure, validate trust signals, route findings, and export an evidence bundle.

Proof artifacts

Preflight report, Trust verdict

Roles and use cases

Research and knowledge teams

AI Knowledge

Chat with document sets using grounded citations and summaries.

Connected tools

AI Chat, AI Summarize, Knowledge Search

Citation evidence: Cited answerGenerated artifact: Summary artifact

Governance and compliance teams

Compliance / Audit

Validate standards, signatures, audit trails, and retention posture.

Connected tools

Standards Preflight, Trust Chain Validation, Retention + Redaction

Preflight report: Standards preflight reportVerification result: Trust-chain verdict

Security teams

Security / IT

Control self-hosted processing, active content, and data paths.

Connected tools

Sanitize, JavaScript Control, Codec Policy

Review report: X-ray reportGenerated artifact: Parser diff scan