POLARIS / FOUR INVESTIGATIONS

Follow the investigation.

Start with a support backlog. Follow the evidence to a decision, then see how the next problem changes the approach.Engineering studies · Synthetic data

01 / START HEREA familiar problem, one missing step.
Customer operations

The AI answered. Why was the backlog still growing?

The dashboard showed plenty of activity. We followed the cases beyond the answer to find where the work stopped.

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TRACE THE WORKFLOW01 — 03
01Resolved✓
02Confirmed✓
03Closed—
4,000confirmed issues
stopped here
↗
02

A missing close step distorted this picture. In procurement, the distortion came from orders disappearing from the denominator.

SAME ON-TIME DELIVERIESPRE / POST
1,2601,65676%
→
1,2601,38691%
The denominator shrank. The result didn’t improve.
Procurement

The delivery rate went up. Deliveries didn’t.

A procurement dashboard climbed from 76% to 91%. We followed the orders that disappeared from its denominator.

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03

Sometimes the better number disappears when the metric is corrected. In the retail case, the gap survived the correction—so the investigation had to go further.

MATCHED CONVERSION600 SKUs
050607085.67%3.59%
−1.48ppgap after matching
Retail & merchandising

The products had traffic. What was holding back sales?

A 600-product investigation into conversion, stock availability and the checks an agent had to pass before its answer was accepted.

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04

This investigation had a defined population. The next one did not: the agent first had to ask which records the business question was actually about.

FIRST, AGREE ON THE SCOPEA / B
Cohort A
1 verified closure / 5 records
Cohort B
Outside the agreed scope
Agent systems

Before answering, the agent had to ask one better question.

A reported 90% success rate hid two populations and two different outcomes. The useful next step was to settle the scope.

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