Methodology

Transparent about what ATS Insight does — and what it does not.

What we model

ATS Insight is an application debugger for a specific job ad and your CV. For each analysis we examine:

• Job-ad requirements — essential vs desirable wording, eligibility filters, grad-timing windows
• Work-rights visibility — whether eligibility language in the ad is reflected clearly on your CV
• Keyword discoverability — terms recruiters may search for vs what is explicit or only inferred from your CV
• Recruiter skim patterns — what a quick human read may struggle to find in 10–30 seconds
• Cover letter alignment — role specificity, evidence strength, generic wording risk (when provided)
• International friction posture — clarity signals for international students, not a visa decision

What we don't claim

• We do not predict who will be hired or guarantee interviews
• We do not reverse-engineer proprietary ATS source code (Workday, Taleo, Greenhouse internals, etc.)
• We do not invent skills, projects, or experience you have not evidenced
• We do not recommend keyword stuffing or misrepresenting qualifications

Why not just ChatGPT?

Generic AI can rewrite a CV, but it typically lacks:

• Structured parsing of this job ad's eligibility language
• Ranked fixes tied to likely screening friction for this role
• Evidence-linked rewrites with truth-basis from your CV
• Separate ATS debugger vs recruiter-lens views
• Saved reports, usage limits, and advisor PDF exports for career services

Example reasoning chain

How one finding is produced — Graduate Civil Engineer sample (not a hiring verdict):

1. Ad signal: "You must have unrestricted rights to work in Australia" — essential requirement in the job ad.
2. CV signal: Work-right status is not stated clearly near the top of the CV.
3. Screening inference: Eligibility friction may occur before your project experience is read in depth.
4. Recommended fix: Add a dedicated one-line work-rights statement — only if accurate for your situation.
5. Rewrite basis: CV quote: "Helped prepare drawings in AutoCAD." → suggested clearer project-linked wording (same facts, stronger evidence).

See the full sample report with eligibility gate, ranked fixes, and ATS snapshot.

How analysis runs

1. Parse the job description and classify requirements
2. Match your CV and profile context against those requirements
3. Run ATS readability and search-visibility checks
4. Apply recruiter-lens heuristics for skim friction
5. Rank priority fixes and generate truthful rewrite suggestions
6. Produce an executive summary and optional PDF exports

We do not publish internal prompts or proprietary scoring formulas — but every recommendation links back to ad wording or CV evidence where possible.

Privacy

Profile data stays on your device by default. Cloud analysis processes your CV and job ad to generate the report. See our privacy policy.

View sample report Try with your CV

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