Designing rollout, training, and exception handling so an automated workflow survives contact with the people who have to run it.

DRAFT — This case study is in development. The structure is final; metrics and implementation details are placeholders until validation is published.

TBD

Team members onboarded

in-progress

TBD

Unassisted-use rate

in-progress

Defined

Exception resolution path

in-progress

01 · BASELINE

Start with the current system.

Placeholder: the baseline will document pre-rollout behavior — workarounds, shadow spreadsheets, and how often the old manual path was used after the tool existed.

Constraints

  • No new tools the team does not already open daily.
  • Training time per person is strictly limited.
  • The workflow must degrade gracefully when the maintainer is unavailable.

02 · CHALLENGE

Look past the visible task.

The failure mode of most internal tools is not technical — it is that people quietly return to the old way. The case will show how adoption was treated as a design requirement, not a communications afterthought.

03 · RESPONSE

Separate the system from the spreadsheet.

Placeholder: the response section will cover simplifying the entry point, sequencing the rollout by role, and building the exception path before launch instead of after the first failure.

Key decisions

  • Meet the team in tools they already open.
  • Design the exception path before launch.
  • Measure unassisted use, not training attendance.

04 · ARCHITECTURE

Make the operating path visible.

01

Entry point

One obvious place to start the task, inside tools the team already uses.

02

Guided path

Runbook steps matched to real roles, not idealized users.

03

Exception route

A named path for when the workflow does not fit the case.

04

Feedback loop

Usage signals and complaints routed into iteration.

05 · IMPLEMENTATION

Build the smallest useful system.

Placeholder: implementation notes will cover the runbook format, the pilot group sequencing, and what was cut from version one to keep the entry point simple.

06 · VALIDATION & ADOPTION

Prove that the system can be used.

Validation

Placeholder: validation will publish the adoption metrics — unassisted-use rate over time and exception frequency — with the measurement method.

Adoption

Placeholder: this section will document steady-state usage, who owns the feedback loop, and what changed between pilot and full rollout.

07 · OUTCOME

Evidence, with boundaries.

This case study is in development. The outcome section will state measured adoption results only after the tracking period completes; no results are claimed yet.

PROOF NOTES

  • All metrics on this page are placeholders pending the tracking period.
  • Team composition and internal names are anonymized.
  • Long-term retention beyond the first cycle is not yet measured.

Next iteration

  • Publish baseline workaround data.
  • Complete the tracking period and publish unassisted-use rates.
  • Document the handoff of the feedback loop.