The Operator's Prompt Library
50 field-tested AI prompts for small logistics operators — RFP teardowns, claims packets, dispatch triage, SOPs, and the rest of the desk work. From The AI Operator's Playbook.
Every prompt here is built the same three-part way: give the tool the material (paste the document, the numbers, the notes), tell it the job (extract, draft, summarize, check), and tell it the format you want back. Swap the [BRACKETED] placeholders for your real information. The first output is a draft, not an answer — nothing here sends itself. You read it, you fix it, you send it.
These are the appendices from The AI Operator's Playbook by Wiley Strahan — Book 2 of the Operator's Playbook series. The book teaches the workflows behind every prompt. See the companion tool stack →
RFP and Bid WorkChapter 4
1.RFP requirement extraction
Here is the full text of an RFP/bid package: [PASTE RFP TEXT] Extract every requirement, deadline, and submission rule into a numbered checklist, organized under these headings: Submission Deadlines, Required Documents/Forms, Rate/Pricing Format Requirements, Insurance and Compliance Requirements, Service-Level Requirements, and Anything Unusual or Easy to Miss. Quote the exact source sentence next to each item so I can verify it against the original.
Usage note: run this before you write a word of response, and manually skim the RFP once yourself afterward — the "quote the source sentence" instruction is your check; if a line has no quote, don't trust it.
2.Scope-gap hunt
Here is an RFP scope of work: [PASTE SCOPE SECTION] Here is a list of services my company currently offers: [LIST YOUR SERVICES/CAPABILITIES] Compare the two. List every requirement in the scope that I do not clearly cover today, every requirement that's ambiguous about whether I cover it, and every requirement where the RFP's terminology doesn't match mine (so I know it's the same requirement, worded differently).
Usage note: this catches the "wrong scope vocabulary" trap from Chapter 4 — read every "ambiguous" item yourself before deciding to bid or pass.
3.This-year-vs-last-year contract comparison
Here is last year's contract/rate agreement: [PASTE OR SUMMARIZE OLD TERMS] Here is this year's RFP or renewal terms: [PASTE NEW TERMS] List every change: rate changes, new requirements, removed requirements, changed service levels, changed penalty/chargeback language. Flag anything that shifts risk or cost onto me that wasn't there before.
Usage note: verification reminder — recompute any rate or penalty change by hand; don't take the tool's percentage math on faith.
4.Cost sensitivity table builder
My stop economics: average revenue per stop is $[X], average cost per stop is $[Y], broken down as: fuel $[X], labor $[X], vehicle $[X], overhead allocation $[X]. This RFP proposes a rate of $[PROPOSED RATE] per stop with estimated volume of [VOLUME] stops per month. Build a sensitivity table showing my margin per stop and monthly profit at proposed volume, and at 20% below and 20% above proposed volume. Also show the breakeven stop count at the proposed rate.
Usage note: this is arithmetic, not judgment — recompute at least one row by hand before you trust the table, per the Chapter 3 rule.
5.Accessorial and rate-table sanity check
Here is the accessorial and rate table from an RFP or contract: [PASTE TABLE] Check the math: do line items add up the way the total implies? Are any accessorials priced inconsistently with each other (e.g., a "long carry" fee lower than a "flight of stairs" fee when my experience says the reverse should be true)? List anything that looks like an error or a trap.
Usage note: flags what to double-check by hand — this tool does not know your actual costs, only whether the numbers in front of it are internally consistent.
6.Bid boilerplate structure draft
I'm responding to an RFP with these requirements: [PASTE OR SUMMARIZE KEY REQUIREMENTS] Draft the standard sections of my bid response — company overview, compliance certifications list, standard service description, standard insurance/safety statement — using this information about my company: [PASTE YOUR BOILERPLATE FACTS: years in business, fleet size, safety record, certifications]. Keep it factual and specific, no generic claims without a number behind them.
Usage note: this is the "below the waterline" work — this draft is scaffolding; you still write the three paragraphs that actually win (local knowledge, named references, specific capability) yourself.
Launching soon from Wiley Strahan
Supply Chain Careers: The Field Guide
The honest map of supply chain careers — the lanes, the salaries, the first 90 days, and how AI is changing the work — from fifteen-plus years inside one of the world's largest logistics operations.
Coming to Amazon in the next few months — followed by The AI Operator's Playbook, the book behind this prompt library. Subscribers hear first.