Know your match score before you apply

Your CV is parsed locally in your browser and stored on your device. It's sent to OpenAI's API for structuring (once) and analysis (per job), but never to our servers — we don't have servers. We never see your CV, your API key, or your job data.

Yes. You'll need an OpenAI API key, which takes about 2 minutes to set up at platform.openai.com. Add some credit ($5 is plenty for months of use), copy your key, paste it into True Job Fit. That's it.

Scores use a classification-to-band system that distinguishes between direct experience, adjacent experience, and genuine gaps. It's calibrated against real recruiter feedback — not just keyword counting. Adjacent function matches are correctly penalised, and overqualification is detected and flagged.

98% of Fortune 500 companies use Applicant Tracking Systems that automatically filter resumes before a recruiter sees them. These systems match on exact keywords from the job description — so if the JD says "cross-functional leadership" and your CV says "stakeholder management," you can get filtered out despite having the same experience. True Job Fit's Gap Coach identifies exactly where this is happening and gives you the specific phrases to fix it.

No. True Job Fit works with any LinkedIn account — free or Premium. It reads the job description that's visible on the page and runs its own analysis.

Most active job seekers spend $3–5/month on OpenAI API costs. A single job scan costs about 2.5 cents. Cover letters are about 1.5 cents each. The extension itself is completely free — you just pay OpenAI directly for the AI processing.

Those are all web apps — you leave LinkedIn, switch tabs, paste in a job description, wait for results, then switch back. True Job Fit works directly inside LinkedIn. The score, gap coaching, cover letter, and interview prep all appear on the job page itself. Zero context-switching. LinkedIn Premium now has "Show match details," but it's a basic keyword overview — no bridge language, no cover letters, no STAR stories, no application tracker. True Job Fit gives you the full workflow without leaving the page you're already on.

GPT-4.1 by default — selected after benchmarking 8 models for accuracy, consistency, and cost. You can also choose GPT-4.1 Mini (cheaper, slightly less accurate) or GPT-5.2 (newer, slightly more expensive) from the settings.

We've specifically tuned the prompts to avoid common AI tells — no em dashes, no semicolons, no generic filler. Shorter content is preferred over longer polished content. Four distinct styles ensure each letter has a different voice, not four versions of the same metrics-heavy template.

Completely. Every question is generated for the specific job you're preparing for. The answer frameworks reference your actual CV — your projects, your companies, your metrics. The STAR stories bank pulls from your real experience and maps each story to the questions it best answers. You can regenerate any single question for a fresh angle without losing the rest. And you can download the whole prep sheet as a markdown file to review on your phone before the interview.