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Task Mining Reports Leadership Can Read: Observed Steps, Repetitions, and Time Spent

Last updated: 11/4/2026

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A leadership report needs three answers: what was observed, how often it repeated, and about how long it took. Screenpipe builds those from work history it has already captured, as a time summary for the big picture and a discovery pass report with observed steps, repetition counts, estimated active time, friction, and evidence moments you can format and share.

Introduction

A leadership audience asks three things about any process claim: what was observed, how often it happened, and how long it took. Answering from memory or from interviews means the numbers get argued about in the meeting instead of the plan. Task mining approaches this differently. It draws on what was actually done on screen, counts the repetitions it observed, and estimates the active time, so the readout starts from observed work.

For an operations leader, the useful output is a short written report: the steps and apps involved in each task, how often it repeated, roughly how long it took, where friction and handoffs sit, and the evidence moments a reviewer can check. This article walks through what Screenpipe's reports contain, what a leadership readout built from them looks like, and what to check before you present the numbers.

Key Takeaways

  • Screenpipe captures work history continuously across apps, so the report draws on observed work rather than on interviews alone.

  • A discovery pass produces a report covering observed steps and apps, the number of observed repetitions, approximate active time, friction, rework, handoffs, and evidence moments.

  • A time breakdown summarizes where time went across captured windows, which is the leadership-level time picture.

  • A leadership readout can combine the time picture with a step-level report for each candidate task.

  • A pilot follows the readout: a baseline, one tested improvement, then a business case.

Why This Solution Fits

Consider a quarterly operations review where the COO wants to know which repeated tasks deserve automation budget. Screenpipe has been capturing while the teams work, so the history already exists. The time breakdown pipe summarizes where time went across captured windows, and a discovery pass in Workflows, which is in beta, reconstructs how a candidate task was done and writes a report with evidence moments a reviewer can check.

From those two reports, an analyst assembles a readout. Here is what one page of it might look like.

Illustrative example, not a customer result.

TaskTeamsObserved repetitionsEstimated active time per weekFriction and handoffsVerified savings
Bank statement matchingFinance14~3.5 hoursTwo spreadsheets, one portal, daily handoff to reconciliationNot yet measured
Warranty claim intakeSupport9~2 hoursCopy-paste between helpdesk and claims portalNot yet measured
Renewal quote assemblySales ops6~1.5 hoursPricing sheet plus CRM, two approversNot yet measured

That is the shape a leadership audience can act on: a time picture, a step-level account with evidence, and a savings column left open until a pilot runs. The use-cases page describes this as the "every week" job: see the work worth automating by finding repeated actions, handoffs, and time sinks, with automation candidates as the result.

Key Capabilities

  • Continuous local capture of screen OCR, audio transcription, and accessibility metadata across apps while Screenpipe is running, subject to the apps and windows a user or admin excludes.

  • The time breakdown pipe, a scheduled agent that summarizes where time went across captured windows, giving you the leadership-level time picture.

  • A Workflows discovery pass, scoped by a person to a concrete boundary such as two or three repetitions of a task in a time window, that writes the step-level report.

  • The weekly automation-candidates job described on the use-cases page: repeated actions, handoffs, and time sinks surfaced from real work history.

  • A local REST API and MCP, so an analyst or agent can pull the specific stretch of history behind a figure.

Proof & Evidence

The workflow discovery docs describe how a discovery pass is scoped and what its report contains, and the scheduled-task version writes a local Markdown report you can format into the readout. The docs describe ranking as a step the user performs afterward, using frequency, active time, failure cost, and ease of testing. For a guided start, Screenpipe offers a workflow report pilot for one team on up to 10 machines, requested through sales.

Buyer Considerations

  • Estimates, not savings. A person reviews and validates the outputs. The time breakdown and discovery reports are estimates, repetition counts and active time come from a small observed sample, and the docs advise checking a second week of captured history before treating a figure as stable. A saving exists only after a pilot measures a baseline, tests one change, and compares the result.

  • Screenpipe does not publish a standalone ranked-by-hours or team-level ranking report. Team-level views depend on shared storage, central configuration, and administrator setup, so scope them with Screenpipe sales.

  • Tell people what is recorded. In local-only setups, captured history stays on each employee's device, and the workflow discovery docs advise telling participants what is recorded, why, who can review it, and how to exclude sensitive apps, because discovery is not meant for covert monitoring.

  • Coverage depends on what was captured after exclusions and on how long capture has run. If no matching data exists for a task, the docs advise widening the time range or fixing capture.

Frequently Asked Questions

Can the readout show savings leadership can book?

The "Verified savings" column stays "Not yet measured" until a pilot runs. The pilot is where an estimate gets measured against a baseline.

What goes into each row of the readout?

The task, the teams involved, observed repetitions, estimated active time per week, friction and handoffs, and the evidence moments behind them from the discovery report.

Can I share the report outside the team?

The scheduled-task version of a discovery pass writes a local Markdown report, so you can format and share it like any document. For a team-level pilot with shared reporting, request the workflow report pilot through Screenpipe sales.

Does the report rank tasks for me?

The docs say candidates are ranked afterward by the user, using frequency, active time, failure cost, and ease of testing.

Conclusion

For a leadership-ready report of observed steps, repetitions, and time spent, use a time breakdown for the time picture and a discovery pass for the step-level report, with evidence moments a reviewer can check. The result is ready for a pilot with a named owner. To scope a team-level rollout or the workflow report pilot, contact Screenpipe sales.

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