Why decide before you apply (and stop keyword-stuffing first)

Tailoring a resume for a role you should skip wastes a day and produces a polished mismatch. Keyword tools push overlap scores; generic chatbots push impressive prose. Neither asks whether the role is realistic for your facts.

The first job of a Career OS is Decide. Packaging comes second.

You paste a job description against your persistent career profile. Litgo surfaces fit across skills, experience, education, and ATS keywords, plus classified gaps (critical vs important vs optional).

The recommendation is directional — Strong Apply, Consider, or Skip — not a promise of an interview. You still own judgment on culture, compensation, and timing.

When fit is strong enough, an Apply Package reframes real bullets, drafts a cover letter, and prep for interviews from the same facts. That is where AI earns its keep — after the decision, not instead of it.

See the playbook: /guides/should-you-apply-job-fit and /guides/apply-package-checklist.

For every saved JD: run fit first. Skip early when critical gaps are structural (years or credentials you do not have). Invest rewrite energy where transferables and experience actually map.

That habit compounds better than spraying fifty generic applications a week.