FDE01Forward deployment
Case studies 01

Beichen · Equipment service

Locate delays before deciding where AI could help.

On this pageCustomer and taskTry itHow to use this dataSample distributionField referenceWhat to write down
FICTIONAL PRACTICE CASE

Customer and task

Help a fictional industrial refrigeration service center reduce resolution time. It has 48 field engineers, six remote specialists and round-the-clock operations. Investigate delays in information lookup, staffing, parts and escalation before choosing a solution. The initial assistant may advise and prepare requests, but may not stop equipment, submit requests or issue incident conclusions.

Teaching illustration of equipment field research
Field observation and workflow review · Teaching illustration

Try it

Read twenty event records and group issues into knowledge, access, tools and staffing. Choose tasks for a day-shift pilot, then explain how to handle withdrawn manuals, unknown tool outcomes and a pause.

How to use this data

These twenty practice records help you form questions to test, not establish real impact. Severity is entered by staff in the case, not independently verified, and must not be used to assess individual performance.

The dataset contains 20 practice records. Use paper or a spreadsheet to count and compare task groups, then list possible causes and questions to test. No coding is required.

Download synthetic JSON data

Sample distribution

Event severity labels
Event severity labels20 synthetic records grouped by severity. Use this chart to compare practice records; it does not establish an industry distribution or real-world impact.Low9Medium8High3
20 synthetic records grouped by severity. Use this chart to compare practice records; it does not establish an industry distribution or real-world impact.Swipe to view the full diagram.
View chart data
severityRecords
Low low9
Medium medium8
High high3

Field reference

FieldMeaning and limitation
idSynthetic event identifier for cross-referencing.
severityStaff-entered severity: low, medium or high; not independently verified.
first_response_minMinutes to first response.
expert_wait_minMinutes waiting for a remote specialist; zero means no escalation.
resolution_minTotal minutes from receipt to closure, including waits and rework.
reworkWhether rework occurred, true / false.
on_timeWhether the job closed on time, true / false.
gapA recorded clue, such as old_manual, tool_timeout or night_escalation. Check the record before concluding what caused the problem.

What to write down

Write a one-page analysis: which tasks to address first, supporting records, questions to test, owners and pause conditions. End with a specific next step. Mark missing evidence for follow-up rather than inventing facts.