How it works

Six visible stages. One signed bundle. Every decision on paper.

SART's pipeline is intentionally legible. Each stage names its inputs, what happens, what comes out, and who is responsible. There are no hidden steps and no unattributed decisions.

  1. Stage 01

    Intake

    Responsible: Case admin
    Inputs

    Raw SAR letter, document export from housing systems, identity-of-requester documents.

    What happens

    Bundle assembled. Identity-of-requester verified. Scope of request clarified in writing with the requester before the statutory clock anchors.

    Outputs

    Verified bundle, scope statement, intake checklist.

  2. Stage 02

    Forensic discovery

    Responsible: Agent 1 (system)
    Inputs

    Verified bundle and the scope statement.

    What happens

    Resolves the data subject across the bundle: name variants, addresses, tenancy and reference numbers. Ambiguous matches are marked needs-review — never silently assumed.

    Outputs

    Subject map with confidence per match. Review queue for ambiguous matches.

  3. Stage 03

    Classify & recommend

    Responsible: Agent 2 (system)
    Inputs

    Bundle plus subject map.

    What happens

    Walks every passage. For each one, recommends release-or-redact against the versioned ruleset (TP-PII, NOT-REL, LPP, MGMT-NEG in MVP). Every recommendation cites the ruleId and the reason in plain English.

    Outputs

    Per-passage recommendations with ruleId, reason, and confidence.

  4. Stage 04

    Adversarial audit

    Responsible: Agent 3 (system)
    Inputs

    Agent 2's recommendations.

    What happens

    A red-team agent challenges every classification. Disagreements are escalated to the reviewer's queue with both positions logged. Agreement is not silenced; it is recorded.

    Outputs

    Audit verdicts (concur / dissent / escalate) for every passage.

  5. Stage 05

    Review & sign-off

    Responsible: Named reviewer (your DPO / SAR officer)
    Inputs

    Bundle, classification draft, audit verdicts.

    What happens

    Reviewer applies the statutory test. They accept, override, or escalate each recommendation. Overrides require a reason. Sign-off is name-attributed and timestamped.

    Outputs

    Final redaction plan, signed in the reviewer's name.

  6. Stage 06

    Delivery & evidence pack

    Responsible: Auditor / DPO
    Inputs

    Signed redaction plan.

    What happens

    Bundle exported. Evidence ledger written: every passage decision with its ruleId, reasoning, audit verdict, reviewer name, and timestamp — hash-chained. Export is gated on integrity verification.

    Outputs

    Defensible bundle for the requester. Evidence pack for the ICO if challenged.

What this isn't

SART doesn't redact.

Run a pilot on your next SAR.

Two-to-six week engagement, on-prem deployment, one signed bundle at the end.

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