{"id":"res-hr-job-posting-vs-benefits-sheet","audience":"hr","category":"fact-checking","technique":"verification","title":"Check a job posting's benefit claims against the benefits sheet","free":false,"task":"A hiring manager wrote the benefits section of a job posting, and you need to check it against the official 2027 benefits sheet before it goes live. You want one numbered line per claim, under 60 words total, labeled Matches, Wrong, or Not on sheet, with the sheet's version after any Wrong label. Use only the benefits sheet, plain text, nothing else.","materialLabel":"The benefits sheet and the posting's claims (attached to your prompt automatically)","material":"2027 BENEFITS SHEET - Fairhaven Credit Union (full-time staff)\n- Medical: 3 plan options; Fairhaven pays 85% of employee-only premiums.\n- 401(k): 5% match, vests immediately.\n- PTO: 18 days in year one, plus 11 paid holidays.\n- Tuition reimbursement: up to $4,000 per year after 6 months.\n- Parental leave: 8 weeks paid.\n\n-----\nJOB POSTING DRAFT - Benefits section (claims)\n1. Fairhaven pays 85% of your medical premium.\n2. 6% 401(k) match with immediate vesting.\n3. 18 days of PTO plus 11 paid holidays.\n4. Up to $5,000 a year in tuition reimbursement.\n5. Free on-site gym.","rules":[{"type":"maxWords","max":60},{"type":"plainText"}],"mistakes":[{"title":"No fixed labels","why":"The AI writes general feedback, so the manager can't tell what to change.","fix":"Give them: \"Matches, Wrong, or Not on sheet.\"","checks":["r0","r1"]},{"title":"Calling unknowns wrong","why":"The gym isn't on the sheet, so it needs checking, not a 'wrong' label.","fix":"Add: \"If the sheet doesn't mention it, label it Not on sheet.\"","checks":["r1"]},{"title":"Getting a rewrite","why":"The AI rewrites the section, and the manager can't see what was off.","fix":"Say: \"Label only, no rewrite.\"","checks":["r2"]},{"title":"Trusting the AI to count words","why":"AI is bad at counting. Ask for a total word limit and it often lands 10-20% over.","fix":"Cap each line: \"each line under 10 words.\"","checks":["maxWords"]},{"title":"Getting markdown back","why":"AI defaults to bold labels and headings, which show up as stray symbols in a comment on the posting.","fix":"Ask for \"plain text, no bold, no headings.\"","checks":["plainText"]}],"promptHints":[{"label":"Gives exact labels","patterns":["matches","not on (the )?sheet","label"]},{"label":"Names the source","patterns":["only.{0,30}sheet","sheet.{0,20}(only|source|truth)","2027"]},{"label":"Asks for the sheet's version","patterns":["sheet('s)? (version|says)","correct (number|version)","give the"]},{"label":"Sets a length limit","patterns":["\\d+\\s*words","one (short )?sentence","word (limit|count)"]},{"label":"Asks for plain text","patterns":["plain","no bold","no markdown","no formatting","no headings"]}],"hint":"Job postings are promises. Compare each claim to the official sheet with clear labels, and ask for the right figure when one is off.","rubricLabels":["Labels claim 2 Wrong (5% match, not 6%) and claim 4 Wrong ($4,000, not $5,000)","Labels claims 1 and 3 Matches, and claim 5 (on-site gym) Not on sheet","Outputs only the numbered labeled lines: no intro, no rewritten posting, no recruiting tips"]}