We Metered Every Token: What One AI-Tailored Resume Actually Costs
We Metered Every Token: What One AI-Tailored Resume Actually Costs
A verified, tailored resume costs about seven cents of AI. We know because we log every token of every call in production. Here’s the itemized receipt — and why the biggest line on it, the fact-check, is the one an “unlimited” plan is quietly tempted to cut.
AI resume tools publish their subscription prices. None of them publish their costs. That asymmetry is where a lot of quiet product decisions live — so here are our real numbers, from our production metering table, for one complete tailor of one resume to one job posting.
Two AI calls happen when Bloom tailors your resume. A big model writes; a second, separate pass then re-reads every bullet against your original resume and flags anything it can’t trace to something you actually did. Try turning the second one off:
Where the seven cents goes
The part nobody expects: checking the work costs almost as much as doing it. Verification runs on a cheaper model, but it reads everything twice and writes a per-bullet audit — it actually emits more than three times the tokens of the tailored resume it’s checking. The split:
| The AI is… | Model | Cost | Share |
|---|---|---|---|
| Writing the tailored draft | Claude Sonnet 4.6 | $0.0378 | 55% |
| Re-reading every bullet vs. your source resume | Claude Haiku 4.5 | $0.0314 | 45% |
| One verified resume | $0.0692 |
The verification pass exists because writing prompts alone don’t stop fabrication — in our published model testing it caught 100% of what slipped through.
The cheapest thing to cut is the truth
Now run the business math from the other side. If you sell “unlimited AI resumes” for a flat fee, every tailor is a cost and every skipped safety step is margin. Dropping a verification pass cuts your per-resume cost nearly in half, and no customer can see you did it — the resume still generates, still reads confidently, still downloads as a nice PDF. The one thing it quietly stops being is checked.
On our production numbers, the writing model — even with a heavily-tuned honesty prompt — still asserts something unsupported in roughly 1 in 17 bullets. Without a verify pass, that line ships. With it, it surfaces as a red flag you can fix before a hiring manager finds it for you.
A whole month of job hunting: about a quarter
Zoom out from one resume to a realistic month of active searching — the usage mix we actually observe in production:
| Activity | Per month | AI cost |
|---|---|---|
| Tailored + verified resumes | 3 | $0.208 |
| Job-description scans | ~3.6 | $0.028 |
| Job saves from a URL | ~3.6 | $0.002 |
| Resume parse (onboarding-weighted) | ~0.3 | $0.002 |
| Cover letters | ~0.5 | $0.005 |
| Total | ≈ $0.24 |
Twenty-four cents of AI per active month. Which reframes the real question about any resume tool’s pricing: you’re not paying for tokens. You’re paying for what the product does with them — and whether one of those line items is a second model whose only job is calling the first one’s bluff.
Three questions to ask any AI resume tool
- Does a separate pass verify the output against my source resume? Not “is the AI accurate” — is there a distinct check, and can you see its results?
- Can I see why a line was flagged? A verdict without a quoted source span is vibes.
- What happens to flagged lines? If the answer is “nothing, they ship anyway,” the verification is decoration.
Our pricing, since we just showed you our costs
Transparency cuts both ways, so here’s how we turn seven cents into a price. Bloom doesn’t sell a subscription — we sell passes, because job hunting is a sprint, not a membership:
| Price | What it’s for | |
|---|---|---|
| Free | $0 | 3 verified tailors every month |
| Weekend Pass | $3 / 2 days | crunch-time burst |
| Week Pass | $9 / 1 week | the typical sprint |
| Month Pass | $30 / month | a long search, one charge |
Compare the shape, not just the sticker: a typical AI resume subscription runs about $29 a month, auto-renewing — it keeps billing while you’re employed and not using it, and the industry quietly counts on that. A pass ends itself. Most active searches fit inside a $9 week; a $3 weekend covers a deadline; and the free tier isn’t a teaser — three fully verified tailors a month is a real allowance, priced off the same cent-level unit costs you just read. Every tier, including free, keeps the verification pass. That’s the one line we won’t cut to make a price work.
FAQ
How much does it cost to run an AI resume builder?
On Bloom’s production metering: about $0.07 in model tokens per tailored-and-verified resume, and about $0.24 per active user per month across tailoring, scanning, parsing, and cover letters — at standard list rates, before infrastructure and engineering.
Why do AI resume tools cost $20–30 a month if the AI is cents?
Margin, infrastructure, and everything around the model — which is normal. The useful question isn’t whether there’s margin; it’s whether the product spends any of it on verifying what the AI claims about you. That’s the line item that protects you in an interview, and it’s invisible unless the tool shows its receipts.
Help us price what’s next: a one-time license
Here’s where this article stops being a report and becomes a question. We’re exploring a local AI model edition of Bloom — the model runs on your machine, your resume never leaves it, and our marginal token cost drops to zero. Zero marginal cost makes a different price possible: a one-time fixed license instead of passes — buy it once, and we include updates, new features, and upgrades for a full year from your purchase date.
Before we build it, we want to hear from the people who’d use it:
Powered by Tally · no account needed · one vote per person · we publish the results in this article’s next update.
Seven cents of AI, all of it accountable. Bloom spends almost half of every resume’s AI budget checking the other half’s work — and shows you the audit.