Synthetic sample
Controlled AI audit example
Method proof, not a client deliverable. Fictional company, workflow run as a real bounded diagnostic.
Chosen boundary
One priority workflow: inbound form + email qualification → quote draft on Slack, never client send without a human.
Deterministic layer
The model can improvise. The workflow should not.
Interpretation on one side, authority on the other. Consequential actions (publish, CRM write, send a price) go through rules and a named human.
- 01
Input
Document, message or event inside a bounded boundary.
- 02
Model
Extracts, classifies, drafts. No final authority.
- 03
Rules
Allowlist, validation, states, retries, logs, cost cap.
- 04
Human
A named owner approves, corrects or stops before sensitive action.
Failure path: stop, log, escalate, recover without hiding the exception.
The five artifacts
01
Bounded workflow map
Owner: sales lead. Inputs: site form + email. Output: quote draft + Slack notify. Auto: CRM read. Confirm: stage write. Forbidden: send quote, delete, invent prices outside rate cards.
02
Measurable baseline
Before: estimated median form → first draft 2-3 h (n=12, internal 2-week sample). Design target: median < 20 min to HITL draft, 0 auto-send.
03
Allowlist matrix
Auto: classify project type, extract missing fields, read CRM status. Confirm: create/update opportunity, post draft. Stop: off-card pricing, dispute, undocumentated deadline promise.
04
Observable failure register
Representative (8), edge (4), known-bad (3): empty attachment, duplicate request, prompt injection in body, missing rate card. Each case has expected stop and owner.
05
Go / no-go + pilot spec
Go recommended for a 4-week pilot, n≥30 standard requests, mandatory HITL. No-go without versioned rate cards or a named confirm owner. Optional next: Quote Pilot-style agent build.
This sample shows
- · Bounded audit method on one workflow
- · Model / rules / human separation
- · Artifacts fit for leadership review
- · Explicit go/no-go criteria
It does not show
- · ROI or accuracy measured at a real client
- · Legal, formal GDPR or AI Act sign-off
- · Production deployment
- · Access to confidential data
Bring one workflow. Leave with a decision.
Fixed package (Independent AI engineer): €1,500 excl. VAT, one workflow, five artifacts, no build obligation.
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