Analyze proposals and new project plans

Analyze proposals and new project plans — real work, not an imagined feature: named inside 8 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.

8career 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

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Review the contractor’s proposal for the new HVAC install and send annotated cost lines to Laura in…
Review the contractor’s proposal for the new HVAC install and send annotated cost lines to Laura in procurement and to the project manager, Tomas, asking for their approval by next Monday — confirm the labor rate and contingency math are correct first.

Improve — make it easier to accept

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Before I send my proposal review to Laura and the project team, make the savings and extra-risk…
Before I send my proposal review to Laura and the project team, make the savings and extra-risk items obvious: show total project delta up top, make labor versus materials subtotals findable, and flag any line items lacking vendor quotes or that exceed our standard unit rates.

Decide — diagnose the stuck moment

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I just opened the HVAC proposal and the ductwork lump-sum is 37% above our historical benchmark. I…

A vendor’s lump-sum line is much higher than expected.

I just opened the HVAC proposal and the ductwork lump-sum is 37% above our historical benchmark. I suspect either a scope change, a quoting error, or that I’m comparing different units, but I don’t know which. Given this uncertainty, what should I ask the vendor and what immediate checks do I run to diagnose the true cause before escalating to Clara the project director?

Become — change the pattern

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When we review proposals we repeatedly spend time recalculating vendor rates, reformatting quotes,…

We keep revalidating vendor rates manually on every bid.

When we review proposals we repeatedly spend time recalculating vendor rates, reformatting quotes, and chasing missing backup, which delays approvals and hurts our negotiating position. What working habit or spreadsheet layout should I adopt so vendor rates are normalized on import, missing backups are automatically highlighted, and comparisons are clean?

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.
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The rest of the map

Same library, five ways in.