Disclosure: I built CV Aligner. This is a technical product note, not an independent review.
A common failure mode in AI-assisted CV writing is not obviously absurd output. It is a sentence that sounds credible, reads well, and quietly says more than the source material supports.
I wanted to build around that failure rather than add another general-purpose rewrite button.
The constraint
CV Aligner compares a CV with a real job description requirement by requirement. For each requirement, it shows the source lines supporting the assessment and suggests reframes that remain tied to those lines.







