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Resume & cover letter tailoring

Land more interviews,
without inventing a career.

ApplyFit reframes your real experience for the role you actually want — in your own voice. No invented achievements. No ChatGPT gloss. Just your work, finally pointed at the right door.

Drafted and checked in three agentic passes
Resume writerCareer consultantRecruiter
Facts stay intact Still sounds like you Résumé & cover letter aligned Agentic writer–consultant–recruiter review
What the product does
Real experience, reorganized around one role
View full samples
target job descriptionSenior Platform Engineer · Defiant Cloud

Own EKS service reliability, incident response, Terraform modules, and observability standards for a high-volume billing platform.

billing reliabilityincident responseEKS migrationTerraformSLO dashboardsdeveloper infrastructure
0
facts added
7
issues reviewed
+21pt
match lift
Choose evidence

Promotes the lines that actually support the target

Billing reliability, incident response, Terraform, and EKS move forward. Generic backend duties move back.

resume change

Generic backend bullets become platform reliability evidence for this specific posting.

cover letter change

The letter explains why the same evidence fits the role instead of adding unsupported enthusiasm.

Want the document view? The samples page shows full fictional resumes, target JDs, and cover letters at the level the product is meant to produce.

See samples
resume
reframed
claims
checked
letter
aligned
2.1×
higher interview conversion with tailored résumés — 500K+ startup applications
83%
of recruiters prefer résumés tailored to the posting — Jobvite
+21pt
average match-score improvement after tailoring — ApplyFit users
How it works

Drop in your résumé and the job posting. Then just review.

01
Upload your résumé

PDF, DOCX, or paste plain text. No account needed for the first try.

02
Paste the job description

We parse the role — what the team actually needs, not just the keyword list.

03
See your match score, then generate

Instantly see how well you fit the role — and how much tailoring can improve it. One click to get a tailored résumé and cover letter.

The application story

Your résumé shows the evidence. Your cover letter explains it.

A tailored résumé makes your fit easier to see. The cover letter should make that same fit easier to explain — reading the evidence you already have for the role, not inventing a separate essay about why you love the company.

On the résumé

surfaced evidence

Improved incident response for billing services by adding Grafana and CloudWatch coverage around queue depth, worker failures, and API latency; reduced typical triage from about 45 to 18 minutes.

billing reliabilityincident responseobservability
In the cover letter

same evidence, read for the role

“At Vulcan Systems, I worked on the same reliability loop your platform team describes: incident response for billing systems, Grafana and CloudWatch coverage, and follow-up runbooks. Defiant Cloud's Senior Platform Engineer role reads like a continuation, not a leap.”

why · it interprets a real résumé line for the role, instead of opening with generic enthusiasm.

same story, carried across both documents
One story, two documents

The cover letter is written from the resume you confirm, so both point at the same strengths instead of telling two versions of you.

Right-sized for your level

Experienced resumes get trimmed, not padded. Lower-signal lines come off first so the evidence that matters for the role stays in front.

Defensible in the interview

Every reframed line traces back to something you actually did, so you can speak to all of it when someone asks.

The difference

Why not just ask a generic chatbot?

Because a generic AI will happily invent a promotion you never got. ApplyFit works the way a good career coach does — rearrange what you already have, then stop.

Keeps your writing voice
ApplyFit
Yes
Chatbot
No
ATS tool
sort of
Refuses to invent experience you don’t have
ApplyFit
Yes
Chatbot
No
ATS tool
No
Reads the job description, not just keywords
ApplyFit
Yes
Chatbot
sort of
ATS tool
No
Reframes real work for the target role
ApplyFit
Yes
Chatbot
No
ATS tool
sort of
Line-by-line review (accept / reject / edit)
ApplyFit
Yes
Chatbot
No
ATS tool
No
Generates a matching cover letter
ApplyFit
Yes
Chatbot
generic
ATS tool
Yes
Honest about gaps and career breaks
ApplyFit
Yes
Chatbot
No
ATS tool
No

Based on comparable prompts against leading general-purpose LLMs and spot-checks of common ATS keyword tools, 2026.

Pricing

Pay by the credit. Never by the month.

One credit = one résumé + cover-letter tailoring for one role. Paid credits never expire. No subscription. Free credits are valid for 30 days.

Starter
5 credits
$5

Dip in. One thorough tailoring pass for the role you care about most.

  • 5 tailored résumé rewrites
  • 5 matching cover letters
  • Line-by-line review
  • DOCX + PDF export
Most chosen
Standard
15 credits · $0.67/ea
$10

The active job hunt. A few applications a day without counting.

  • Everything in Starter
  • JD fit analysis
  • Interview prep questions
  • Priority email support
Pro
40 credits · $0.50/ea
$20

Senior switch, multiple tracks, or a manager helping their team.

  • Everything in Standard
  • Saved voice profile
  • Interview Practice (beta)
  • Team / referral sharing
Still deciding?Take 2 free tries. No card, no signup.
From the people who used it

What senior hunters actually said.

Sent in after a hire. Edited only for length. Names shortened.

“My English works fine at the office. Cover letters are different — every sentence is a small decision. Old drafts sounded like an American wearing my name. This one reads closer to how I actually write.”
T
Takeshi M.
Software engineer · 9 yrs
“The JD-matching view told me two projects I was leading with weren’t what the role was asking for. It was right. I was annoyed about it for a day.”
P
Priya R.
Data engineer · 7 yrs
“18 months off after my second kid. This one didn’t touch the gap. It moved my strongest launches to the top and left the timeline alone. First three interviews, nobody asked me to justify the break.”
H
Hannah O.
Product manager · 10 yrs
“I’m the guy in team slack who calls AI résumé tools slop. Tried this to prove a point. It kept my phrasing. Flagged a bullet where I was underselling my own work — that one I wasn’t ready for.”
M
Marcus D.
Staff engineer · 12 yrs
“Been applying for four months with nothing back. The part I didn’t expect: it didn’t try to dress up my bootcamp projects as “engineering leadership.” Just let them be projects. First time in a while I could read my own resume without wincing.”
J
Jordan W.
Career changer · bootcamp grad
“It kept the research where it belonged and reframed the infrastructure around it — the clusters, the benchmarks, the on-call I’d been doing without calling it on-call.”
S
Sarah J.
Postdoc → platform eng

Your next interview is
in your résumé already.

Hand us the résumé you have and the role you want. We’ll hand you back the same person — finally pointed at the right door.

No subscription Paid credits never expire Cancel is not a thing here