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Amazon Working Backwards PR/FAQ generator that forces customer-outcome thinking before any code is written. Produces a press release, an internal FAQ, and an external FAQ as a single decision artifact.
Passed 17 of 21 test cases with the skill, and 11 of 21 without it.
and 4 more in the full report
7 fixed11 passed either way3 still failing1 broke
Tokens, turns and time describe resource use, not a dollar price.
One of 6 test cases the skill fixed. Same model, same prompt, with and without the skill.
Just draft the summary one-liner sentence for a freight tracking startup PR/FAQ following the standard Working Backwards template.
| Checked | Without skill | With skill |
|---|---|---|
| Formats the summary sentence using the template 'We are announcing [product] for [customer] that does [outcome]'. | Missed | Passed |
The instructions your model reads when the skill loads.
The PR/FAQ is Amazon's "working backwards" artifact: before any team is funded to build a product, the PM writes a future-dated press release and an FAQ that anticipates every hard question. The discipline forces clarity on customer, problem, and outcome before a single design decision is made. If the team cannot write a compelling, credible PR/FAQ, the idea is not ready.
Use this skill when you need a high-fidelity narrative artifact for funding review, executive sponsorship, or a "should we even do this?" decision. The output is a single Markdown document with three sections: the press release, an internal FAQ (the questions your CFO, lawyer, and head of engineering will ask), and an external FAQ (the questions customers and press will ask). The PR/FAQ is not a PRD substitute -- it precedes the PRD -- and is not a marketing draft. The "Press Release Test" is the bar: if the press release would not strike a customer as genuinely newsworthy, the idea needs more work.
When NOT to use: incremental features on an existing product (use wwas/ or job-stories/); a signed-off PRD mid-build; pure technical infrastructure with no end-customer narrative.
Before generating the PR/FAQ, confirm these inputs. If any is unknown or vague, ASK — do not assume:
Stop rule: ask only the 2-3 that most change the output. If the user says "just draft it," proceed and list your assumptions at the top of the artifact.
test cases passed, vs 11 / 21 without
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