Platform · Screen
AI Candidate Matching Against the Rubric You Set
AI candidate matching is software that ranks applicants against the requirements a hiring team defines for a role. IntelliHire ranks every applicant against the rubric your team set and shows the reasoning behind each position, so a hiring manager can see why one person sits above another. Your team decides which signals carry weight.
- Ranked against your rubric
- Reasoning shown
- You decide what matters
Updated
A ranked list is only useful if someone can explain it. IntelliHire's AI candidate matching ranks every applicant against the rubric your team set for the role and shows the reasoning behind each position, so a hiring manager can see why one person sits above another.
You decide which signals carry weight. The ranking organizes the field; your team reads the reasons, builds the shortlist and decides who moves forward.
JD and Rubric Studio
Start With the Job Description and Rubric
Matching is only as good as the criteria behind it. Before anyone is ranked, JD and Rubric Studio drafts the job description and rubric together, so the role you advertise and the role you assess start from the same list of criteria.
That rubric then carries through IntelliHire: screening, first-round interviews and scorecards all measure the same things. If you are writing one from scratch, our guide on how to build an interview scoring rubric covers competencies, rating scales and a free template.
One draft, two documents
The job description and evaluation rubric are drafted together, instead of in separate tools by different people at different times.
Your hiring manager defines the role
Your team decides what the role actually needs. The rubric is where that decision is written down, before a single resume is ranked.
Same criteria at every stage
A candidate is not measured on one thing at screening and something else at interview. The criteria stay the same from first read to final scorecard.
Explainable ranking
AI Candidate Matching With Reasons You Can Read
Most hiring managers have seen a ranked list they could not explain. A score without reasoning tends to get ignored or, worse, trusted without question.
IntelliHire's candidate ranking comes with explainable reasoning against your rubric. Your team can see why each person is where they are on the list, and push back when the reasoning does not hold.
01Reasons for every position
Each candidate's place in the ranking comes with the reasoning behind it, tied to your rubric rather than a bare number.
- 02
Comparisons you can defend
When someone asks why one candidate sits above another, the reasons are there to read, tied to criteria the team already agreed on.
- 03
Room to disagree
If the reasoning misses something a person can see, your team can still move that candidate forward. The ranking informs the shortlist; it does not set it.
Your call
You Decide Which Signals Carry Weight
Candidate matching software should not decide what good looks like for your team. In IntelliHire, those calls stay with the people who will work alongside the hire.
This matters most when a recruiter and a hiring manager see a role differently. Settling it in the rubric, before anyone is ranked, is easier than arguing over a shortlist afterward.
What the role actually needs
Your hiring manager sets the criteria in the rubric, and candidates are ranked against them.
Which signals carry weight
Depth in one area may matter more than breadth across several. Your team decides which signals carry weight for this hire.
Who moves forward
The ranked list is a starting point for review. People choose who goes to interview, and no candidate is ever rejected by a machine.
Next steps
From Ranked List to First-Round Interview
Matching sits in the middle of the hiring round. It turns parsed applications into an ordered, explained list your team can act on.
The profiles it ranks come from AI resume screening, which reads and structures every application first. Compare what each plan includes on the pricing page, or find short answers on the IntelliHire FAQ.
- 1
Step 1
Applications are parsed
Every resume is read and its skills and experience structured, at any volume.
- 2
Step 2
Candidates are ranked
Each applicant is ranked against your rubric, with the reasoning shown.
- 3
Step 3
Your team reviews the reasons
Recruiters and hiring managers check the reasoning against what they know about the role and build the shortlist.
- 4
Step 4
Shortlisted candidates interview
First-round AI voice interviews run around the clock, and the scorecards that follow measure the same rubric the ranking used.
Is AI candidate matching a black box?
No. Every ranking comes with explainable reasoning against your rubric, so your team can see why one candidate sits above another. If the reasoning does not hold up, your team can disagree with it. The ranking organizes the field, and people decide who moves forward.
What does IntelliHire match candidates against?
The rubric for the role. JD and Rubric Studio drafts the job description and evaluation rubric together, and every applicant is ranked against those criteria. Because screening, interviews and scorecards share the same rubric, candidates are measured on the same terms from first read to final scorecard.
Who decides which candidate signals matter most?
Your team does. A hiring manager knows whether depth in one skill matters more than breadth across several, and that judgment belongs with them. IntelliHire ranks candidates against the criteria your team sets, shows its reasoning and leaves the shortlist to the people who own the hire.
What if a strong candidate is ranked low?
Then your team moves them forward. A ranking is decision support, not a decision, and no candidate is ever rejected by a machine. Because the reasoning is shown, a low ranking for a strong person also tells you something useful: the rubric may need another look before the next round.
Why rank against a rubric instead of the job description alone?
A job description describes the role for candidates. A rubric spells out what good looks like for each criterion, so the ranking has something specific to measure against. JD and Rubric Studio drafts both together, which keeps what you advertise and what you assess in step.
Related
Keep exploring
- PlatformAI Resume ScreeningEvery application read and structured
- PlatformInterview ScorecardsRatings that cite the transcript
- Guide · InterviewsHow to Build an Interview Scoring Rubric (With Free Template)Choose competencies, write behavioral anchors for a 1 to 5 scale and calibrate your interviewers, with a free rubric template to copy.
See it on a live role
See AI Candidate Matching on Your Next Open Role
Bring a role you are hiring for now. We'll show how IntelliHire would draft its rubric, rank applicants against it and explain each position, with your team making every call.
No candidate is ever rejected by a machine.