ANSWERS
Questions, answered straight.
The product, the methodology, your data, and how Premium works. No marketing fog.
THE PRODUCT
How is this different from ChatGPT or a generic AI career coach?
ChatGPT and generic AI coaches freeform every answer. Ask twice, get two different reads of the same CV: different scores, different priorities, different language. HireGPS runs the same deterministic arithmetic on every CV: eight named scoring categories, forty named recruiter risks, persona-adjusted weights for your target role. The score is reproducible; every rule that fires is traceable to a named line in the catalog.
Is this an ATS or keyword-matching tool?
No. ATS tools count keyword matches against a job description. HireGPS checks your CV against a specific role using rules written from recruiter logic (scope, seniority, achievement evidence, career stability, persona fit) and surfaces named risks. Keyword density is one signal among many, not the answer.
Does HireGPS work for my industry and seniority level?
Yes. The engine covers 21 industries (ISIC-aligned), 20 functions, 10 regions, and 7 seniority levels: 29,400 distinct role profiles, each with persona-adjusted weights inside the app.
Industries (21)
Agriculture · Mining · Manufacturing · Electricity & Utilities · Water & Waste · Construction · Wholesale & Retail · Transportation · Accommodation & Food · Information & Communication · Financial Services · Real Estate · Professional Services · Administrative Services · Public Administration · Education · Healthcare · Arts & Recreation · Other Services · Households as Employers · Extraterritorial Organizations
Functions (20)
Operations · Sales · Marketing · Finance · HR · Engineering · Product · Data & Analytics · IT · Legal · Procurement · Customer Success · Hospitality · Healthcare · Education · Creative · Research · Administrative · Executive Leadership · Entrepreneurship
Regions (10)
North America · Latin America · Europe · Eastern Europe & CIS · Middle East · Africa · South Asia · Southeast Asia · East Asia · Oceania
Seniority (7)
Entry · Junior · Mid-Level · Senior · Manager · Director · Executive
How accurate is the shortlist score?
The score is the arithmetic output of explicit rules, not a confidence estimate from a model. Same CV, same target role, same score every run. It reflects the rules HireGPS applies for that industry and seniority, written from recruiter logic. Those rules have not yet been validated against real hiring outcomes, and the score does not predict any specific hiring outcome at any specific company.
How many free analyses do I get?
3 analyses per month on the free plan, enough to evaluate different target roles or iterate after making CV changes. Each analysis includes your full shortlist score, decision, and the risks that fired. Your first three rewrite recommendations come with the free plan too. The full risks report, every remaining rewrite recommendation, interview prep and career guidance are Premium.
What file formats does HireGPS accept?
PDF, DOCX and TXT files up to 10 MB. PDF and DOCX are what recruiters and ATS systems actually read, so those are the two to prefer; TXT is accepted for CVs kept as plain text. If your CV is in another format, export it to PDF before uploading.
Can I use HireGPS on mobile?
The web app at hiregps.app works fully on mobile browsers, with no download needed. Open it in Safari or Chrome on your phone and it works the same as on desktop. Native iOS and Android apps are in development and will be available on the App Store and Google Play when ready.
Does the score account for work authorization or visa status?
No. The score measures how well your CV fits the role. Work authorization, visa status, and local employment requirements are not part of the assessment. Check the posting's requirements before you apply. HireGPS also does not collect nationality, gender, age, or similar personal attributes, and the scoring engine never reads them. The score rests on professional merit alone.
THE METHODOLOGY
What does "deterministic, not vibes-based" actually mean?
Three things, all auditable. One, the score is a weighted sum across eight named scoring categories: no temperature, no sampling, no model-confidence blending. Two, the decision (Shortlist / Hold / Reject) comes from explicit numeric thresholds, not a model's vibes. Three, every risk that fires is traceable to a named rule with a Detection, a Relevance, and an Action. Run the same CV against the same target role twice, and you get the same result every time.
Where do the 40 risks come from?
We wrote each one from recruiter logic, as an objection a recruiter could raise when reading a CV against a role, not as a red-flag keyword. Each risk has a name, a severity, a trigger condition, and an explanation template. The catalog is fixed: 2 BLOCKER, 10 HIGH, 21 MODERATE, 7 LOW, 40 risks in total.
Will the Rewrite Recommendation engine invent things that aren't on my CV?
No. Faithfulness is enforced as a doctrine, not a soft preference. The Rewrite Recommendation engine reorders, tightens, and sharpens language using only facts you wrote. It cannot add a metric, a credential, a team size, a date, or an achievement that isn't already in the source content.
What are the 8 scoring categories?
The eight categories are: Role Relevance, Seniority Match, Achievement Evidence, Career Stability, Education & Certification Fit, Language & Market Fit, Experience Context Signal, and CV Clarity. Each is weighted by persona: a Director-level Finance role has different weights than a Mid-Level Marketing role. The category breakdown is shown in full inside the app after each analysis.
PRIVACY & DATA
Is my CV used to train AI models?
No. HireGPS does not use user CV content to train, fine-tune, or evaluate any model. AI is used inside the app for parsing CV text, classifying achievement quality, and generating explanation language. Scoring arithmetic, decision logic, risk triggers, and weight assignment never involve an LLM.
Who can see my CV and analysis results?
Only you. Your CV is encrypted in storage; analyses are scoped to your account. HireGPS staff cannot read your CV content except under explicit user-initiated support access, which you authorize per session and can revoke.
Can I delete my data?
Yes, at any time, with immediate effect. The account screen has a single-action Delete Account control. Deletion removes your CV files, your analyses, your rewrite records, and your account record. We retain only what regulation requires (for example, billing receipts) for the legally mandated period.
How long do you store my CV?
Uploaded CV files are automatically deleted after 24 hours. Your analysis results (scores, risks, and recommendations) are stored in your account until you delete them or close your account. We do not hold your raw CV text longer than the analysis pipeline requires.
PREMIUM & USAGE
What's the fair-usage limit, and what happens if I hit it?
Premium includes up to 10 analyses per monthly period, and the period resets on the same day of each month as the day you created your account, not on the first of the calendar month. Most users run 2–4. If you hit the cap, new analyses are blocked until the period resets; you keep full access to your existing analyses, the Rewrite Recommendation engine, and interview prep in the meantime, and you can buy a one-time credit pack if you need another analysis before then. The cap exists to keep pricing honest; we would rather be explicit than soft about it.
Can I cancel anytime?
Yes. If you subscribed on the web, open Settings in your HireGPS account, then Plan & Billing > Manage subscription, and select Cancel subscription on the billing screen. If you subscribed through the App Store or Google Play (when available), cancel through your device's subscription settings. In both cases, your Premium access continues until the end of your current billing period. You will not lose access immediately.
What does Premium include?
Everything in the free plan, plus: the full risks report (all 40 named risks with severity and action), every rewrite recommendation rather than the first three (section-by-section, faithfulness-enforced), interview preparation (role-specific questions with coaching notes), career guidance, and up to 10 analyses per monthly period.
Still need help?
Didn't find your answer? Email us at [email protected] — we reply within one business day.