Candidate Matching Software: What Should Be Scored?

Candidate matching software can turn a role brief and a pool of CVs into an ordered review queue. The difficult buying question is not whether a tool produces a score. It is what the score represents, what evidence supports it and what the software leaves for a person to verify.

A useful match score expresses job-related fit against criteria the hiring team has approved. It is not a measure of a person's worth, a guarantee of performance or an automatic hiring decision. Compare the scoring approach and the review controls before comparing headline accuracy claims.

Compare the scoring approach

The same percentage can answer different questions. Use this table to structure a trial, then inspect actual outputs.

Approach or product	What it can score	Main question to verify
Keyword matching	Explicit terms in a CV or profile	Does it miss equivalent wording or reward a keyword with no useful context?
Weighted requirements	Must-haves, preferences and role constraints	Can the team see and change the weights without hiding the logic?
Semantic matching	Related language and contextual similarity	Does it distinguish relevant work from a merely similar phrase?
Talent Summoner (our product)	Role requirements, must-haves and nice-to-haves, with plain-English reasoning	Can a reviewer inspect the reason, record an unknown and decide the next step?

No method is universally best. Exact matching can find mandatory terms but miss adjacent titles; semantic matching can catch varied wording but confuse similarity with scope. Weighted scoring depends on the brief. Compare which approach makes the intended evidence easiest to review.

What is appropriate to score?

Start with criteria necessary for the work and observable in the evidence. A hiring team might score:

a required capability shown through a relevant project, responsibility or work sample;
scope and level, such as owning delivery, operating a service or leading an outcome;
role-specific knowledge needed immediately; and
a genuinely necessary location, schedule or licence constraint.

Separate must-haves from nice-to-haves before seeing names. A missing must-have should be visible; a preference should not quietly outweigh it. Ask which requirement each signal relates to and whether the evidence is direct, adjacent or unclear.

The output should help a reviewer decide where to look first, not collapse every judgement into one unexplained number. A strong scorecard lets the hiring manager challenge criteria, change a weighting and see the result.

What should remain unknown?

Public profiles and CVs rarely establish the full context of a person's work. Keep an item as unknown when the source does not answer it; do not convert silence into a zero without a reason approved in the brief.

Verify the depth of a listed skill, actual ownership, project scale and outcome, current availability, location, work authorisation, notice period and compensation expectations. A title is a search signal, not proof of the work behind it; a date range may need checking too.

A good report pairs each material unknown with a question. "What part of the migration did you own?" is more useful than lowering a score because the CV omits scale. Keep evidence, interpretation and verification notes distinct.

What should never be scored?

Do not score protected attributes such as race, sex, religion, disability or age, or deliberately use another field as a proxy for them. A name, photograph, postcode, graduation year, school prestige, employer brand, accent or unexplained career gap is not evidence that someone can do the work. Keep the comparison tied to job-related criteria and consult local requirements for the jurisdictions where you hire.

Do not score predicted performance, "culture fit", loyalty, motivation or offer acceptance as observed facts. A CV cannot establish future behaviour. Define job-related evidence and use a structured, human-led assessment for communication or collaboration. This is general guidance, not legal advice; local rules may add requirements.

How to compare products in a trial

Use one approved role brief and candidate set for every product: three must-haves, two preferences, one boundary and one acceptable adjacent background. Check whether criteria and weights are visible, evidence is shown, unknowns stay distinct, a correction changes the ranking, and reviewers can share the report and record the next action. Sample top, borderline and surprising results. Note manual clean-up, duplicates and verification time. Ask what a reviewer could disprove and what the tool cannot know.

Where Talent Summoner fits

Talent Summoner is our product. The live Candidate Ranking page, checked on 19 August 2026, accepts up to 50 CVs in PDF, DOCX, MD or TXT format, requires no account and creates a shareable report with plain-English reasoning. Use it to prioritise review; your team still verifies evidence, assesses candidates and decides.

For discovery beyond an existing CV pool, the separate candidate-sourcing workflow starts from a role brief and searches LinkedIn, GitHub and other public professional sources across 200M+ profiles. It returns a ranked shortlist with must-haves, nice-to-haves and reasoning. Sourcing is free to start. The pricing page, checked the same date, lists US$39 for one Role, US$99 for three Roles or US$79 per month for four Roles. Talent Summoner is not an ATS and does not automatically reject candidates.

FAQ

Should missing CV information lower a candidate's score?

Not automatically. Mark a material item as unknown, state why it matters and create a verification question. Missing evidence is not the same as evidence that the candidate lacks the requirement.

Do candidate fit scores predict job performance?

No. They organise evidence against an approved brief. They cannot establish future performance, motivation or hiring success, so people must use appropriate assessments and make the decision.

How should I compare candidate matching software?

Run the same brief and candidate set through each option. Compare criteria controls, evidence, treatment of unknowns, correction behaviour, sharing, manual review and total cost rather than the largest score or vendor claim.

Is Talent Summoner an ATS?

No. Talent Summoner is our candidate sourcing and ranking product. It can organise discovery or an existing CV pool, but it does not manage an application pipeline or automatically reject candidates.

For a practical next step, choose one open role, write three evidence-based must-haves and run the same CV set through the Candidate Ranking tool. Ask the role owner to label each result supported, adjacent or unknown before anyone acts on the ranking.

Talent Summoner product facts read from our live candidate sourcing, candidate ranking and pricing pages, verified 19 August 2026. We re-verify this page quarterly — tell us if something changed.