Pick a saved role
Open any role from your tracker. The Resume Tailor agent reads the job description, your story bank, and your past tailored versions — your career narrative is already there, ready to be reshaped for this role.
Custom Resume Packages
Per-job resumes generated from your story bank — cover letters, recruiter notes, and approval-gated version history all draw from the same career narrative.
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- Per-job tailoring generated from your story bank — every submission gets its own resume, keyed to the role
- Proof bullets selected from your story bank, never invented from thin air — the bank compounds across every search you'll ever run
- ATS optimization that prioritizes real keyword fit over keyword stuffing
Three steps from preference to approval
Every step is approval-gated. Nothing exports, sends, or applies on your behalf without an explicit confirmation.
Review the tailored draft
The agent picks proof bullets that line up with the role, rewrites summaries to match seniority and language, and flags the ATS keywords it included or skipped — and why.
Approve, version, and pack
Approve the resume to lock a version. The Application Pack Writer then drafts the cover letter and recruiter note from the same proof selection — same voice, same proof, same approval gate.
What's actually here
Sub-features that make up this part of Career Stride. Each ships with the agent below.
Per-job tailoring
Every submission gets its own tailored resume — never one-size-fits-all. Locked to a role so you can audit later.
Generated from your story bank
Pulls from your story bank only — the same long-running spine that powers your interview prep, weekly reviews, and Career Accelerator workflows. The agent will not invent claims; it surfaces gaps when your bank is thin for the role.
ATS optimization
Prioritizes real keyword fit over stuffing. Shows you which keywords are present, missing, or not credible given your bank.
Cover letter pack
Same voice, same proof, same approval gate. The Application Pack Writer drafts the letter and recruiter note alongside the resume.
Version history
Every approved resume is versioned and keyed to the role. Reopen any application to see exactly what you sent.
Approval workflow
Nothing exports until you approve. Edits go through a diff view — accept by paragraph, reject by paragraph, never blind-trust the AI.
Powered by 2 specialized agents
Career Stride is a 38-coach system. Every surface is owned by a named coach with a stable identity, telemetry, and per-coach cost accounting.
AI Agent
Resume Tailor
Generates per-job resumes from your story bank. Premium-tier model by default — resume quality is high-stakes and the cost-per-tailor is small relative to the outcome.
See the full 38-coach registry →AI Agent
Application Pack Writer
Writes cover letters, recruiter notes, and application summaries from the same proof selection the Resume Tailor used. Keeps voice and claims consistent across every artifact.
See the full 38-coach registry →Three plans, scaled to where you are
Every plan ships this feature — capacity and depth scale with the tier.
Core
3 tailored resumes / month · cover letter · proof bank only
Accelerate
15 tailored resumes / month · full pack writer · version history
Premier
Unlimited tailoring · premium model by default · approval workflow + diff view
Common questions about this feature
Will the AI invent experience I don't have?
No. The Resume Tailor pulls from your proof bank only. If a role needs a claim you can't back, the agent flags the gap rather than inventing one.
How is this different from generic resume AI tools?
Generic tools rewrite a static resume. We tailor per-role from a structured proof bank, keep version history keyed to the role, and gate every export behind approval. Same proof, different shape per job.
What about ATS keyword stuffing?
We optimize for real keyword fit, not stuffing. The diff view shows you which keywords made it in, which were skipped, and why — and you have final say.
Can I edit the tailored resume by hand?
Yes — every section is editable. The agent's draft is a starting point; your edits become part of the version saved against that role.
Does the cover letter use the same proof?
Yes. The Application Pack Writer reads the resume's proof selection and writes the letter and recruiter note from the same bullets — so your story is consistent across every artifact in the pack.
How many resumes can I generate per month?
Depends on your tier. Core gets a small monthly quota; Accelerate and Premier scale up. See the pricing matrix below.
Ready to put custom resume packages to work?
Start your $1 14-day trial. Every Career Stride plan ships this feature on day one — and nothing moves until you approve it.