Conduct pre-implementation audits to determine if systems and programs under development will work as planned.

Conduct pre-implementation audits to determine if systems and programs under development will work as planned. — real work, not an imagined feature: named inside 11 evidenced career tasks. Below are four ready AI prompts for it, one per height of help: do it, make it easier to accept, decide when you are stuck, and change the pattern for good.

11career tasks name it
4prompt heights

The four heights

The same task, four distances: today's deadline, the next reviewer, the stuck moment, the pattern.

Execute — do the immediate task

+
I am running a pre-implementation audit for the new inventory tracking program with go-live…
I am running a pre-implementation audit for the new inventory tracking program with go-live scheduled next month. Send the draft audit report to Helen, the IT project manager, and then to Marcus in Internal Audit for final sign-off, signers in that order. Before sending, verify the test scripts executed, list open defects with owner and severity, and confirm rollback criteria are documented.

Improve — make it easier to accept

+
Before I show this to Helen and Marcus, make the report easy to act on: put the critical defects…
Before I show this to Helen and Marcus, make the report easy to act on: put the critical defects and their business impact at the top, include a short pass/fail row for each key control test, link each failing test to the exact evidence file and timestamp, and highlight any gaps that mean we cannot meet the planned go-live date so the project manager can prioritize fixes.

Decide — diagnose the stuck moment

+
During our pre-implementation run I found a recurring data-mapping mismatch that causes inventory…

Testing showed a data-mapping error between modules.

During our pre-implementation run I found a recurring data-mapping mismatch that causes inventory counts to diverge between staging and reporting. Helen says developers think it is low risk, but finance says it will break month-end. I cannot tell whether this is a configuration oversight or a deeper design flaw. Should I push to delay go-live until it's fixed, or accept a compensating control for the first cycle? Recommend the likely diagnosis and the best next step.

Become — change the pattern

+
Across three projects we keep being blindsided by the same class of integration defects during…

Each rollout gets delayed by last-minute defects we missed in earlier reviews.

Across three projects we keep being blindsided by the same class of integration defects during pre-implementation testing, and it costs us schedule credibility. What one process change will reduce these late surprises, and give a practical first action I can take with Helen and the dev leads this week.

Where the evidence lives

Who was seen doing this, and what people really ask.

Software tasks in the LLOS Work Atlas come from evidence, never a feature list: careers attested to do the work, real job descriptions, and the questions people actually ask (with their view counts). Facets — feature, workflow, troubleshoot, administer, deploy, scale — are open metadata: the work decides, not a taxonomy.
Copyright © LLOS.ai · 2026 — original pedagogy, voice, and design — all rights reserved.

The rest of the map

Same library, five ways in.