Most professionals decide whether to apply to a role based on how the job description reads and a gut feeling about their chances. They spend two hours tailoring their CV, submit, and hear nothing back. Candoorai's job fit score gives you a number before any of that happens. It runs a multi-dimensional analysis of your profile against the role, skills, seniority, domain experience, and ATS compatibility, and tells you whether this application is worth the investment before you make it.
Get My Fit Score FreeAn ATS score tells you whether your CV is formatted correctly and keyword-matched well enough to rank in the employer's tracking system. A fit score tells you whether you are actually a strong candidate for the role. These are related but different questions, and most tools only answer one of them.
Candoorai's Job Match Engine evaluates your profile against the role across four dimensions simultaneously:
Each dimension is scored individually. The combined fit score gives you a single number and a breakdown showing where your match is strongest and where the gaps are, so you know exactly what you are working with before you commit time to the application.
The Job Match Engine is the second layer of Candoorai's connected intelligence pipeline. It takes the structured career data from your Deep Resume Intelligence analysis and your Career OS evidence vault, if you have built one, and runs it against the job description you are targeting.
The engine does not rely on job title matching alone. It reads the full job description for explicit requirements (stated skills, qualifications, experience levels) and implicit requirements (the kind of organisation, the seniority signals embedded in the responsibilities, the sector context). It then maps those requirements against your actual profile, not just the keywords on your CV.
This distinction matters for experienced professionals particularly. A candidate with 12 years of relevant experience whose CV does not surface that depth clearly will score lower than their actual capability warrants. When your Career OS Evidence Vault is active, the engine draws on the full structured record of your achievements, skills, and career history, not just what appears on your current CV.
Run My Fit Score AnalysisThis distinction is the most important thing a job seeker can understand before they start tailoring applications, and almost no tool makes it clearly.
A presentation gap is where the experience exists in your career history but is described using different language than the employer used. You have done the work. The words do not align with the posting. This is fixable today, before you submit. Your fit score breakdown identifies exactly which sections of your CV need to be rewritten in the employer's terminology, translating existing experience accurately, not inventing it.
A profile gap is where the required experience genuinely does not exist in your history. No amount of keyword adjustment will change that, and attempting to paper over it is counterproductive, the gap will surface in any interview within the first five minutes. Your fit score identifies profile gaps clearly and lets you make an informed decision about whether the strength of the rest of your profile compensates.
The fit score is a prioritisation tool. Its most powerful use is not on a single application but across a shortlist of roles you are considering. Run a fit score analysis on your top five roles and rank them by score.
Roles above 75
Strong match across multiple dimensions. These go into active tailoring and application with full Deep Resume Intelligence analysis.
Roles between 50 and 75
Viable applications with specific, identifiable gaps. Worth pursuing where the overall match is strong even with specific gaps.
Roles below 50
Significant mismatch across multiple dimensions. Rather than investing tailoring effort here, Candoorai surfaces roles in the same area where your profile is a stronger match.
Most professionals who use fit scoring for the first time discover they have been applying too broadly, spreading effort across 15 roles when the same time concentrated on four strong-fit applications would produce significantly better results.
Get My Fit Score and Start TargetingThe fit score is the second step in a connected intelligence pipeline, not a standalone tool. The first step is your ATS compatibility and keyword gap analysis from Deep Resume Intelligence. The fit score tells you whether the role is worth the tailoring effort. If the fit score is strong, every subsequent step becomes more focused: your keyword fixes are role-specific, your interview preparation is company-specific, your referral mapping is targeted at the contacts most likely to be able to get you in front of the right person.
If you have built a Career OS Evidence Vault, your fit score also draws on your full structured evidence, not just your current CV, identifying achievements relevant to the role but not currently on your CV.
Run My First Fit Score Analysis