Who deserves deeper consideration before interview?
Applications, resumes, role evidence
Candidate evaluation software
Candidate evaluation that keeps the evidence behind every decision.
Candidate evaluation software helps you compare people against the role requirements and explain who should advance. Cernor shows what each candidate has done, how it fits your role and what you still need to ask.
New answers can change who deserves an interview. When an important question stays open, Cernor asks the candidate about it. Your team sees what the answer changes and why.
No credit card required.
01 · What evaluation actually means
Evaluation is the decision work between an application and an interview.
Candidate evaluation software helps a hiring team assess candidates against job-relevant criteria, compare the evidence and document why someone should or should not move forward.
Screening, assessment and interview evaluation get used interchangeably, and arguing about the labels is not useful. The distinction that matters is what evidence a tool creates, and which decision it is meant to improve.
02 · Related, not identical
Different evaluation tools create different kinds of evidence.
Can the candidate demonstrate a skill through a new exercise?
Tests, simulations, work samples
What did the candidate demonstrate during the live interview?
Interviewer observations, transcripts, scorecards
What does the available evidence support against the role, and what still needs resolving?
Role Standard, candidate record, Follow-Up evidence
These overlap. Choose by the evidence problem, not the label.
03 · Before the candidate
You cannot evaluate consistently if the bar appears after the resume.
Your team agrees the role requirements before evaluation. Cernor calls this the Standard: what matters, which requirements are essential and what evidence would satisfy them.
Candidate results do not quietly become the definition of the job.
The cohort follows the Standard.The cohort does not write it.
04 · A number is not the reason
Fit is one signal. Evidence, Trust and the next action stay distinct.
A score helps you compare candidates. The evidence alongside it explains the match, flags claims that need checking and recommends the next step.
05 · Keep uncertainty visible
Not every criterion should collapse into pass or fail.
Supported
The available evidence establishes the relevant claim.
Partial
Some relevant evidence exists, but something material is incomplete.
Open
The record cannot yet settle the question.
Contradicted
Available evidence conflicts with the claim or the requirement.
Unknown is information. Treating it as zero destroys information. Open is unresolved, not benign.
06 · Two judgments
How strong the career looks and how well the important claims are supported are different questions.
Merit
is not the same judgment as How strong and relevant is the professional record against this role?
Trust
How well are the consequential claims supported by the available evidence?
A strong candidate can still have an Open question. An unusual candidate can still have strong evidence.
07 · Comparison
An evaluation means more when everyone was evaluated under the same contract.
Cernor applies the locked Standard across the whole cohort, so the team can see who leads against that bar, why, which recommendations are well supported and which candidates still need verification.
The point is not to score a resume in isolation. It is to know who deserves interview time from this cohort.
08 · Evaluation does not have to end at the resume
If an unresolved point could change the recommendation, investigate it.
Cernor asks about the experience that could change the decision. Follow-Up can test ownership, scope or consistency, with each new question shaped by the previous answer.
Cernor then evaluates the returned evidence against that same Standard. The case may strengthen, weaken, raise a Trust caution or stay unresolved, and the recommendation moves or holds with the reason attached.
See screening questions organised by the evidence gap they resolve.
10 · After the evaluation
The output should tell the hiring team what to do next.
Cernor reaches the screening recommendation and shows the reasoning: who deserves interview time, who needs verification, who should hold, what Follow-Up changed and what the interview still has to validate. The final hiring call stays with the team.
11 · When the bar changes
If the requirement changes, the old evaluation should not simply disappear.
Hiring requirements move. A must-have becomes advisory. Scope expands. The role gets more senior, and the bar everyone was measured against is no longer the bar.
Cernor creates a new Standard version and shows which recommendations reopened, which held and which never depended on the change. The previous version stays readable rather than being quietly overwritten.
Change the bar. See who moves. Keep the history.
12 · Different evidence problems
Candidate evaluation software is not one category of product.
Coding tests, work samples or psychometrics
A candidate assessment platformInterview recording, notes or interviewer scorecards
An interview intelligence productApplications, pipeline, scheduling and records
Your ATSPre-interview evaluation of candidate evidence against one governed Standard
This is where Cernor fitsChoose the tool by the evidence you need, not the category label a vendor chose.
See how screening differs from an ATS.
Two products whose evaluation output is the artefact: Cernor vs Metaview and Cernor vs TestGorilla.
Before you buy
Seven questions worth asking any candidate evaluation vendor.
These are worth asking whether or not Cernor is on your shortlist. A vendor that answers all seven clearly is worth taking seriously, whoever it is.
- 01
Is the evaluation bar defined before candidates are reviewed?
- 02
Can I see the evidence behind each recommendation?
- 03
Can the system represent something as unresolved instead of forcing a score?
- 04
Does it separate candidate strength from how well important claims are supported?
- 05
What happens when a material question stays unanswered?
- 06
When new evidence arrives, can I see exactly what changed and why?
- 07
If the hiring Standard changes, can I see which earlier recommendations moved without losing the old decision history?
From evaluation to decision
The useful output is a recommendation your team can inspect, challenge and update.
Start instantly with a job description and resumes. The criteria, the evidence and the reason stay attached to every recommendation. From $199 per live role, with no monthly subscription.
Questions
Common questions.
What is candidate evaluation software?
Software that helps a hiring team assess and compare candidates against job-relevant criteria, keep the evidence behind the evaluation, and document why someone should move forward or needs further verification.
What is the difference between candidate screening and candidate evaluation?
The terms overlap. Screening usually names the pre-interview decision about who advances from an applicant pool. Evaluation is the broader activity: assessing available evidence against defined criteria and reaching a documented recommendation. Cernor focuses on evidence-driven evaluation before interview.
What is the difference between candidate evaluation and candidate assessment software?
Assessment tools usually create new evidence through tests, simulations, work samples or psychometric instruments. Evaluation software interprets and compares evidence against the role. Some products do both. Cernor does not administer tests.
Should candidate evaluation be based on one score?
A score can summarise part of an evaluation. On its own, it can hide uncertainty. A useful evaluation preserves the reasons, evidence and unresolved questions behind the recommendation, so a person can check the calls that matter.
How does Cernor evaluate candidates?
Against one Standard your team locks before evaluation begins. Cernor keeps criterion evidence and uncertainty explicit, separates Merit from Trust, and reaches a screening recommendation with the evidence attached.
What happens when Cernor cannot tell something from the resume?
A material unresolved point can become candidate-specific Follow-Up. What gets asked next can depend on what the candidate just answered, and Cernor evaluates the returned evidence before updating the current recommendation.
Can an evaluation change after new evidence arrives?
Yes. Returned Follow-Up evidence can strengthen the case, weaken it, raise a Trust caution or leave it unresolved. The recommendation moves or holds accordingly, with the movement tied to the evidence that caused it.
What happens if the hiring criteria change?
Cernor creates a new Standard version and shows which recommendations reopened, which held and which never depended on the change. The previous version stays readable rather than being overwritten.
Does Cernor make the final hiring decision?
No. Cernor reaches the screening recommendation and shows the evidence and uncertainty behind it. The final hiring decision stays with your organisation.
One bar. Every candidate.
Evaluate the cohort. Keep the reason behind every recommendation.
Run one live role. See who leads against the Standard, what remains unresolved and what new evidence could still change the decision.
No credit card required.