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    Translate any job ad into what it actually means.

    Paste a job description. Get the honest version — vague titles, salary games, scope creep, culture warnings, must-have inflation. Built from 50,000 decoded ads. Free, instant, anonymous.

    Decode a job ad See sample decodes
    50,000
    Job ads decoded
    23
    Red-flag patterns
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    Chapter 01 — Why this exists

    Most job ads are written to attract, not inform.

    "Fast-paced environment" usually means understaffed. "Wear many hats" means three jobs, one salary. "Competitive salary" means we did not benchmark and we will lowball. "Must be a self-starter" means no manager, no onboarding, no support. The recruiter who wrote it knows. The candidate reading it does not.

    The Decoder is a translation layer. Paste any job ad — public posting, LinkedIn link, PDF — and get the honest version line by line. Twenty-three red-flag patterns trained on 50,000 real ads, with severity scores and the questions to ask in the screen call to verify each one.

    It is not a witch hunt. Some jobs really are fast-paced and rewarding. The Decoder shows you which is which, so you spend your time on real opportunities and not on rebuilds disguised as growth roles.

    Chapter 02 — How it works

    Three steps. One honest read.

    1. 01

      Paste the ad

      Drop in the text, paste a LinkedIn URL, or upload a PDF. Works in English and Italian. Nothing is stored — the decoder runs on your input, returns the result, and forgets it the moment you close the tab.

    2. 02

      Read the decoded version

      Each suspect phrase highlighted with its likely meaning, severity score (low / medium / high) and the data behind the pattern. Every flag is opt-in — disagree and the highlight goes away.

    3. 03

      Get the screen-call questions

      A set of three to seven questions designed to verify or disprove each red flag during the recruiter screen. Specific, polite, hard to deflect. Use them — most candidates do not.

    What you see

    Twenty-three patterns. One clear translation.

    Vague titles ("Senior Specialist Lead Manager") flagged as compensation downgrades. "Family-feel" flagged as boundary issues. Six-stage interview process flagged as decision paralysis. Salary "DOE" flagged as below-market intent. The full list of patterns is published — no black box, no AI mysticism.

    Phrases the Decoder flags

    • — "Wear many hats" — usually 2–3 jobs in one salary
    • — "Fast-paced environment" — chronic understaffing in 71% of cases
    • — "Competitive salary" — no benchmark, expect to negotiate hard
    • — "Must be a self-starter" — no manager support, no onboarding
    • — "Family-feel culture" — boundary and overtime issues common
    • — Six or more interview rounds — average drop-off jumps 4×

    What an honest job ad looks like

    • — Salary range disclosed in the posting (band, currency, period)
    • — Three to four interview rounds named with format and time
    • — Specific manager named with their LinkedIn or email
    • — Three concrete projects from the last 90 days for this team
    • — Honest scope: what is in, what is out, what we are unsure about
    • — Realistic must-haves — five or fewer, no "unicorn" stack

    Frequently asked

    Is this anti-recruiter?

    No. The Decoder is built by recruiters, for the candidates and the hiring managers who deserve a more honest market. The patterns it flags are the same patterns experienced recruiters quietly warn their friends about. We are just making them visible to everyone.

    Where do the patterns come from?

    Fifty thousand publicly posted job ads, anonymised, scored against post-hire outcomes from the TenPerZent buyer network and three external panel partners. We test every pattern against actual quit rates, glassdoor reviews, and salary negotiation outcomes. Patterns that do not predict outcome get removed.

    Will companies hate this?

    Honest companies will love it — they already write the kind of ads the Decoder marks as green. Companies that bury salary, inflate must-haves, and dodge specifics will dislike it, and that is a feature, not a bug. Transparency is a hiring advantage now, not a liability.

    Does it work for technical, sales, ops and creative roles?

    Yes. Patterns differ by function — "hacker mindset" in engineering means something different from "client-facing" in sales — and the Decoder uses role-specific lenses trained on 50,000 ads across 14 functions and three seniority tiers.

    Will it stay free?

    The Decoder is free for individual candidates forever. Recruiters can use the team version inside any TenPerZent workspace to write better ads — same patterns, applied in reverse — at no extra cost on paid plans.

    Translate, then decide

    Decode the next ad. Or write a better one.

    TenPerZent ships with the same pattern engine inside the JD editor — so recruiters write ads that score green before they ever publish. Sign up free and your next job posting is honest by default.
    Try TenPerZent free

    Sources

    1. TenPerZent decoded job ads dataset, 50,000 public postings (2022–2025).
    2. Glassdoor scraped review correlations, anonymised, with 12,000 reviewed roles.
    3. Aptitude Research, 2025 Candidate Experience Index.
    4. Pew Research, US workforce study on job description trust, 2024.
    5. European Recruitment Index, applicant drop-off correlations Q4 2025.

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