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Regulatory obligation synthesis for data retention review

Canonical pattern(s): Research synthesis with citation verification Source Markdown: instances/research/regulatory-obligation-synthesis-for-data-retention-review.md

Linked pattern(s)

  • research-synthesis-with-citation-verification

Domain

Research with compliance-adjacent policy review.

Scenario summary

A privacy and records-governance team is preparing an annual review of customer-data retention obligations across support transcripts, billing records, fraud-monitoring evidence, and security logs. The workflow needs a grounded synthesis of which retention periods are mandatory, which are policy choices, and where the source material is contradictory across jurisdictions or internal standards.

flowchart TD A["Scoped retrieval<br>from approved retention sources"] B["Claim-to-source synthesis<br>with inspectable citations"] C["Unresolved conflict surfacing<br>for contradictory obligations"] D["Human review handoff<br>for legal and records owners"] A --> B B --> C C --> D

Target systems / source systems

  • Internal records-retention policy library
  • Data inventory and system-of-record catalog
  • Jurisdiction-specific regulatory text and regulator guidance
  • Prior audit findings and control-testing evidence
  • Legal interpretation memos and policy exception register

Why this instance matters

This is a representative case where fluent summarization is not enough. The value comes from preserving claim-to-source traceability so legal, privacy, and records owners can inspect every material statement before changing retention schedules or approving disposal actions.

Likely architecture choices

flowchart LR PL["Policy library"] DI["Data inventory<br>and system catalog"] JR["Jurisdiction regulatory text<br>and guidance"] AU["Audit findings<br>and control evidence"] LM["Legal memos<br>and exception register"] AR["Approved retention sources<br>trust boundary"] GS["Grounded synthesis<br>with citation verification"] UQ["Unresolved conflict surfacing<br>and open questions"] ET["Evidence trace<br>claim-to-source mapping"] HR["Mandatory human legal,<br>privacy, and records review"] PL -->|"approved source"| AR DI -->|"approved source"| AR JR -->|"approved source"| AR AU -->|"approved source"| AR LM -->|"approved source"| AR AR -->|"scoped retrieval"| GS GS -->|"inspectable citations"| ET GS -->|"contradictions and gaps"| UQ GS -->|"draft synthesis"| HR ET -->|"provenance for review"| HR UQ -->|"requires legal resolution"| HR
  • A tool-using single agent handles scoped retrieval, note consolidation, and draft synthesis across approved corpora.
  • Human-in-the-loop review stays mandatory for source-boundary decisions, interpretation of conflicting obligations, and sign-off on the final brief.
  • The workflow maintains an evidence trace that maps each retention claim to the cited regulation, policy clause, or audit artifact.

Governance notes

  • Retrieval should stay inside an approved trust boundary that favors primary-source regulations, controlled internal policies, and durable audit artifacts.
  • The synthesis should separate verified obligations, local policy choices, and unresolved interpretation questions instead of flattening them together.
  • Citation gaps, stale guidance, and conflicting effective dates should block downstream use until a reviewer resolves them.
  • Sensitive excerpts should be minimized so the review artifact does not copy more regulated or personal data than needed.

Evaluation considerations

  • Percentage of material retention claims backed by inspectable citations
  • Reviewer correction rate for legal or policy interpretation
  • Rate at which conflicting obligations are surfaced explicitly rather than omitted
  • Usefulness of the open-questions section for closing policy gaps before schedule changes