AI Cleanup Doctor

Source of Truth Should Be a Decision You Can Explain

When several tools describe the same inquiry, teams often choose the newest value as the source of truth. That is simple, but recency does not tell you whether the edit was authorized, complete, or meant to control a customer-facing action.

The newest record is not always the right record

When several tools describe the same inquiry, teams often choose the newest value as the source of truth. That is simple, but recency does not tell you whether the edit was authorized, complete, or meant to control a customer-facing action.

A source of truth customer data decision should answer which system owns which field and why. The form may own the original request, the scheduling tool may own appointment status, and a human approval record may own whether a message is ready to send. One tool does not need to control every field.

Write the authority rule beside the field

For each important field, record the source, authority rule, update condition, and reviewer for conflicts. If two systems disagree, preserve both values until the rule is applied. This avoids a silent overwrite that makes a clean table while erasing the reason the records differed.

The rule should be easy to explain to the person who owns the handoff. If nobody can say why a field wins, treat it as an unresolved design decision rather than a technical detail that automation should guess.

Future systems will show provenance

Connected workflows will need to show where a value came from, when it changed, and which rule accepted it. Provenance is useful when a customer asks what happened, when a duplicate is reviewed, or when an automated follow-up pauses because the source is unclear.

AI Cleanup Doctor supports a redacted review of source authority, field provenance, and handoff exceptions. It does not guarantee rankings, AI citations, leads, booked work, or revenue. Start with a few fields that affect the next customer-facing decision, then expand only after the rule is understood. The sample audit shows the report shape without requesting credentials.

Start with a bounded review

AI Cleanup Doctor can organize a redacted review. The owner decides what information may be shared and what change to make. Check first-scan readiness or review the order page.

Before sharing material

Do not send passwords, payment details, private customer lists, or sensitive records for a first review. The service does not guarantee rankings, leads, revenue, booked work, or platform outcomes.