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Trust / Methodology

How we test AI resume tools.

Scores are earned, not sold. Affiliate relationships never change rankings. Every review must include tradeoffs, cons, and who should not use the tool.

Updated July 2026 路 Applies to Reviews and ATS Checker pages

Method

The test protocol

1. Same source resume

We start from the same baseline resume so tools compete on output quality, not input advantage.

2. Same target job

We compare each tool against the same job description to measure keyword matching and relevance.

3. Same ATS risks

We check dropped sections, contact parsing, dates, columns, tables, and template readability.

Scorecard

What affects a ranking

Factor Weight What we look for
ATS parsing 35% Clean section detection, contact fields, dates, and single-column readability.
Job matching 25% Keyword gaps, role language, and whether the tool improves relevance without keyword stuffing.
Output quality 20% Specific bullet rewrites, believable phrasing, and whether the final resume still sounds human.
Pricing & free tier 10% Whether a job seeker can test value before paying.
Risk & honesty 10% Where the tool is weak, who should avoid it, and whether templates create ATS risk.

Editorial rules

What we will not compromise

Every review includes cons

A page that praises every tool is useless. We say when a tool is not recommended for a specific use case.

Free tools give value before email

The ATS Checker shows results first. Email capture happens only after the user has received useful feedback.

Affiliate links are disclosed

Commercial links use sponsored/nofollow attributes and never determine the ranking.

Want to test your own resume? Start with the free ATS Checker, then compare tools only if the scan shows a real problem.

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