The question: Does the tool make life easier, or replace the original work with supervising models and maintaining software?
Before you begin: Have actual use and maintenance records and distinguish measured, estimated, unknown and synthetic results.
- 01Comparable baseline
- 02Count all effort
- 03Calculate net value
- 04Keep or simplify
Concepts and learning objectives
Compare equivalent tasks at similar quality. Include your operation, supervision, review, rework and maintenance, including failed attempts. Background model runtime during which you can do other things is not automatically human labour. Record one-time building, cash expense and ongoing operation separately.
Time is not the only value: fewer omissions, traceability and independent skill matter too, but report them separately. An experiment may have negative financial or time returns while teaching something useful, provided it is labelled learning investment. Stopping unused work is an engineering decision.
Reading and selected sections
| Priority | Source and selected sections | Budget |
|---|---|---|
| Required review | R17 · Harvard CS50 SQL — Aggregate comparable tasks and inspect denominators and missing data. | 30 min |
| Optional review | R67 · Google SRE — Monitoring Distributed Systems — Assess user outcomes rather than busy infrastructure. | 30 min |
| Optional review | R74 · GOV.UK — Plan user research — Return to the original problem and check the need still exists. | 30 min |
Studio lab
- For P1, P2 and P3, list actual uses, outcomes, active time, review and maintenance. Say “no record” when absent; do not infer human savings from model runtime.
- Calculate weekly net time saved: comparable successful tasks' old active time minus all new operation, review, failed rework and maintenance. List unfinished demand separately.
- Separate build time, incremental subscription costs, API and hosting. State allocation assumptions for subscriptions already used elsewhere and avoid double-counting.
- Keep, simplify, pause or delete. Remove unused features from the main flow. A negative-saving project may continue as bounded learning, with a stated reason.
- Give saved time a concrete purpose: focused study, exercise or rest. Avoid pouring every spare hour into unlimited model comparisons.
Deliverables and acceptance
| Deliverable | Evidence of completion |
|---|---|
| Honest value report | Measurements and assumptions separated; failures and maintenance included. |
| Retention decision | At least one feature reviewed for necessity, with reasons to keep or remove it. |
| Next-month use plan | Natural triggers and maintenance limits, not only a feature roadmap. |
Independent exercise: Calculate net time on synthetic records containing failed runs and maintenance. Explain why two minutes of generation is not a measure of saved labour.
Privacy and safety: Timestamps and task categories reveal routines. Publish reviewed aggregates or labelled synthetic examples with methods and sample scope, not a private raw ledger.
Everyday use: Revisit week one's friction. Stop valueless reminders, jobs, connectors and cloud resources and revoke permissions no longer needed.
Pass or revisit: Make a real trade-off supported by an honest report. Negative savings are not a result to conceal.
A reusable collaboration prompt
Audit actual records, including failure, review and maintenance. Separate building and cash costs. Do not convert unknowns into precise benefits. Give evidence for keeping, simplifying or pausing each project without assuming more features are needed.
72 − 18 − 14 = 40 minutes
Sources and verification scope
Reference IDs and scope follow the supplied manuscript, baseline 2026-09-27. External authenticated labs were not all completed; recheck versions and access before implementation.
- R17Harvard CS50 SQL ↗
Querying, relationships, design and writes are the main selections.
- R67Google SRE — Monitoring Distributed Systems ↗
Select monitoring practices suitable for small personal services.
- R74GOV.UK — Plan user research ↗
Problem-discovery methods; not authorisation to use an organisation's processes.