A job post that works means dozens or hundreds of applications. The reflex is to try to go faster. The real problem lies elsewhere: a CV read on Monday morning with a fresh mind and a CV skimmed on Thursday evening are not evaluated the same way. Without a method, the final ranking owes more to arrival order than to skills.
CV scoring solves that problem: making applications comparable.
What CV scoring really is
Scoring means evaluating every application against a grid of criteria defined in advance: the expected skills, the required experience, education, and the specifics of the role. Each criterion gets a weight according to its importance, and every CV is analyzed on that same grid.
In Evalyo, you configure the grid when you create the role, and the analysis comes with its reasoning: for every rating, you see why. A score is never a black box, and you remain free to disagree.
Example: one role, four weighted criteria
For a full stack developer role, a grid could look like this: stack proficiency (40%), experience in a similar role (30%), verifiable projects or contributions (20%), education (10%). Two very different applications become comparable, because they are measured with the same yardstick, with the priorities you chose.
It also protects against reading biases: the criterion is defined before seeing the CVs, not adjusted afterwards to justify an impression.
Why the score alone is not enough
A score helps you prioritize, it decides nothing. An unusual profile can score poorly on the grid and still be exactly the right person; that is why the displayed reasoning matters more than the number. At Evalyo the principle is constant: AI structures, you decide. Scores are decision-support aids, and the hiring decision remains yours at every step.
Criteria to avoid
Some criteria have no place in a grid: anything related to age, gender, origin, family situation or health is discriminatory and unlawful. And some legal criteria are simply poor predictors: school prestige, the photo, the layout. A good grid measures what the person can do, not what they look like.
What it changes in practice
Applications ranked on explicit criteria, rejections you can justify, shortlists you can defend in front of a manager or a client, and better-treated candidates: every application was evaluated by the same rules, and you can say so.
Explore sourcing and screening
Léa, community manager at Evalyo. Updated August 31, 2026.