TailorScan Research / Applied Intelligence

What should an AI workflow actually know?

A fictional six-inquiry evidence walkthrough. Expand each record to see how a responsible workflow separates what happened, what is missing and what should require a human decision.

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Illustrative scenario only. The six records below are fictional and manually authored. This page is an interactive explanatory walkthrough, not a live AI agent, connected CRM, client case study or proof of increased sales. No data is sent or recorded when you open the example.

01 / Evidence ledger

Six events. Different conclusions.

Counting every contact as an independent lead would overstate the pipeline. Treating every unresolved record as lost revenue would be a second mistake. Here’s how a trustworthy review distinguishes the cases.

6Fictional intake events

1Potential duplicate

2Records needing review

0Verified lost sales

INQ-1001 · Needs review

Voicemail: office cleaning

Mon 9:12 AM · No owner assigned

Recorded evidence: The record contains an inquiry but no responsible owner or next-action date.

Suggested review action: Assign a reviewer to confirm whether the inquiry is valid and decide if a response is authorized.

Financial conclusion: No lost sale or recovered revenue has been verified.

INQ-1002 · Tracked

Website request: monthly service

Tue 10:03 AM · Quote issued; next action recorded

Recorded evidence: A quote was sent and a Thursday follow-up is already assigned.

Suggested review action: Keep the current next action; don’t flag this as lost business.

Financial conclusion: No lost sale or recovered revenue has been verified.

INQ-1003 · Potential duplicate

Repeat phone call

Wed 2:41 PM · Same fictional client as INQ-1002

Recorded evidence: The phone entry appears to duplicate the previously recorded website inquiry.

Suggested review action: Link the records after verification. Do not count two independent opportunities.

Financial conclusion: No lost sale or recovered revenue has been verified.

INQ-1004 · Missing data

New inquiry: location missing

Wed 3:20 PM · Missing required service address

Recorded evidence: A request exists, but quoting would require location and access information not present in the intake.

Suggested review action: Request missing information through a human-approved channel.

Financial conclusion: No lost sale or recovered revenue has been verified.

INQ-1005 · Complete

Referral: booking confirmed

Thu 12:10 PM · Booking confirmed

Recorded evidence: The fictional operator’s manual record shows the job already booked.

Suggested review action: Mark complete; do not recommend an unnecessary follow-up.

Financial conclusion: No lost sale or recovered revenue has been verified.

INQ-1006 · Tracked

Email: quote pending decision

Fri 4:11 PM · Owner and Monday review recorded

Recorded evidence: The prospect has a planned next review and no confirmation of lost status.

Suggested review action: Leave the scheduled action in place; keep any outcome estimate unknown.

Financial conclusion: No lost sale or recovered revenue has been verified.

02 / Design requirements

The review rules matter more than the dashboard.

01 / OBSERVE

Maintain provenance

Keep each source event distinguishable from later notes or inferences. Preserve timestamps and source-type uncertainty.

02 / RECONCILE

Check for duplicates

One customer can contact a business several times. Possible duplicates are flagged for confirmation rather than automatically merged.

03 / CONTROL

Require authorization

A recommended customer follow-up is not permission to send it. Human review remains a clear approval boundary.

Would this help your operations?

We are exploring narrow, evidence-first Applied AI workflow pilots with qualified service-business operators. Start by explaining one recurring problem and what a measurable improvement would look like. No payment or customer-data upload is required for an introductory inquiry.

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