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.