Who makes money off your job search?

A job seeker can be a vulnerable customer. You may be on a deadline you didn't choose, ready to spend, and unable to tell whether anything you buy is working. You only run this version of your job search once; there's no control group where you didn't buy the rewrite. That combination creates room for sellers to price anxiety rather than work.

One sales ladder starts with a free résumé review. Automated or called "personal," it comes back with alarming findings that lead to a paid rewrite. From there you can be offered a coaching package, a course, or a service that applies on your behalf. I'm not going to claim every vendor on that ladder is useless; some rewrites are competent, some coaches are real (I've written about how to tell). But ask what the price tracks. An automated review can be cheap to produce. A human service may involve substantial time. The seller should be able to connect the price to the work instead of your level of worry.

There are honest versions of paid help, and they share a property: the price connects to something. A mock interview costs an experienced person's hour. An employer-retained recruiter's fee may be calculated from the hire's starting salary, but the employer pays it. The less convincing offers float free. "Premium visibility," "insider referrals," "ATS optimization scores": automated promises that can be cheap to produce and hard for the buyer to check. When you can't see what the seller does, you can't evaluate the markup.

Since I'm in this industry now and asking people to trust a tool, it seems fair to open our side of the ledger. jobhunt spends real money when a model runs, and that shapes the design more than any principle on a landing page. The daily digest of new job matches is assembled without a model call at all, deliberately: it's a list from a database, and burning tokens to have an AI restate a list would cost money to make the product slower. That's a standing engineering rule here, not a one-off. Anything the app can answer from stored data must be served without a model in the loop. When I drafted this in July 2026, registration was invite-gated and billing code existed but paid signup was still off. Those launch details can change. The engineering rule should not.

That's the standard I'd hold anyone selling to job seekers to, and you can apply it without reading anyone's source. Before paying, ask: What exactly is the deliverable, and when does our engagement end? What does this cost you to provide? What would make you tell me not to buy this? Can I talk to people you've actually helped, from my field? A defined service can answer those questions. A seller who cannot connect the price to the work has given you useful information.

None of this means never spend money on your search. It means spend it like you'd spend on anything else: on things with visible costs and defined ends, from sellers who can afford to lose the sale. The people with the strongest claim on your wallet during a job search are the ones not reaching for it.