Responsible AI · Scam checks
How to Verify a Job Offer and Review an AI-Written Resume
A practical verification checklist for job offers, recruiter messages, official application links, and AI-written resumes before you share data or apply.
AI can accelerate a draft, and a convincing message can accelerate your attention. Neither should bypass verification. A polished resume may still contain a wrong date; a professional-looking recruiter message may still lead to an impersonation site.
Use two separate checks before applying: verify the opportunity, then verify every claim in the application.
Check 1: verify the employer and role
Start from an official company website you found independently, not only the link inside a message. Search its careers page for the role, compare the location and job description, and confirm that the application domain matches the company's normal recruiting path.
A missing public listing does not automatically prove fraud, but it is a reason to pause and verify through an official contact channel.
- Search the company and recruiter's name with terms such as scam, complaint, or review.
- Compare the sender's email domain with the employer's official website.
- Confirm the title, location, and reference number on the official careers page.
- Be cautious when the process moves immediately to encrypted chat or personal messaging.
Check 2: stop when money moves the wrong way
The U.S. Federal Trade Commission warns job seekers not to pay for the promise of a job and describes fake-check schemes in which a supposed employer asks the applicant to send money back or buy items after depositing a check.
Legitimate regional practices can differ, but urgency, unexplained fees, gift cards, cryptocurrency, or requests to move money are strong reasons to stop and seek independent advice.
Check 3: control personal information
A normal application needs contact and career information. Sensitive identity, banking, or tax information may be needed later for legitimate onboarding, but an early request from an unverified contact deserves scrutiny.
Ask why the information is required, how it will be handled, and whether you can complete the step through the employer's official system after identity is confirmed.
Check 4: verify every AI-written claim
Generative AI can improve structure and phrasing, but it can also introduce confident inaccuracies. NIST's AI risk resources emphasise testing, evaluation, verification, and validation. For a resume, that means comparing the output with source records before export.
- Identity: name, contact details, links, and location are correct.
- Timeline: every employer, degree, date, and duration agrees with your records.
- Evidence: tools, responsibilities, numbers, and outcomes are true and explainable.
- Role: the target title and requirements belong to the vacancy you are applying for.
- Tone: the language sounds like you and does not claim expertise you do not have.
Check 5: save an application trail
Keep the official job URL, a copy of the role description, the resume version you submitted, the date, and the contact channel. If the listing changes or disappears, you still know what you applied to.
This record also prevents duplicate applications and makes follow-up easier. If you report suspicious activity, accurate URLs, messages, payment requests, and dates are more useful than memory alone.
A two-minute pre-apply pause
Before the final click, ask: Is this the official role? Do I know who will receive the data? Is every application claim true? Have I saved the URL and submitted version? Is anyone asking me to pay or move money?
If one answer is unclear, pause. Verification is part of a fast job search because it prevents expensive rework and avoidable harm.
Put the guide to work
Use AI, then keep the final review human
Check your CV for missing evidence and weak alignment, then verify every suggested change before applying.
Review your CVQuick answers
Frequently asked questions
- How can I verify whether a job offer is real?
- Find the employer's website independently, confirm the role or contact through official channels, check the sender's domain, research the company and recruiter, and stop if the process requires payment or moving money.
- Is an AI-written resume safe to submit without editing?
- No. Compare every name, date, role, tool, number, and achievement with your source information, then review tone and role relevance before submission.
- Should a recruiter charge a candidate an application fee?
- Treat a request to pay for the promise of a job as a serious warning sign. The FTC advises job seekers not to pay to get a job.
Editorial standard
Sources and further reading
Sources were reviewed for the PeerPortal editorial research bank on September 8, 2026. Always confirm current employer, application, legal, and immigration details with the responsible official source.