CANDIDATE MATCHING

Candidate Matching Software

Build a shortlist you can defend: run AI Score on the applicants you choose and review every per-criterion score against your own standards.

4.7
4.8
based on 1,300+ reviews
100Hires candidate matching: AI Score result card with a per-criterion score breakdown
72%
Less time
screening candidates
96%
Higher candidate
response rates
81%
Reduced
time to fill
53%
Lower cost
per hire

Candidate matching by hand stops working at a few hundred applicants

Post a decent role and applications arrive in the hundreds. Somebody has to read them, which often means skimming resume after resume until your eyes glaze over while a strong applicant on page nine waits behind ninety weak ones.

Recruiters who have tried built-in ranking tools tell the same story: the tool's top scorers were not actually the top candidates, so they went back to reading everything themselves. A score nobody can explain is a score nobody uses.

Keyword filters are no better. They reward whoever pasted the right words into a resume and quietly drop the career changer who called the same skill something else.

Candidate matching with AI Score: how it works

AI candidate matching scores applicants against the requirements of a role and ranks them by fit. In 100Hires, that engine is AI Score. It scores the people who applied for a job against the criteria you set for that job.

You write 3 to 5 criteria for the role in plain language and give each a weight from 1 to 10. Trigger scoring with one click, as a bulk action, or through a pipeline automation you enable.

Each scored candidate gets a 0 to 100 total plus a score for each criterion, and you sort the pipeline from there.

The boundary matters: this is ranking, not sourcing. AI Score does not crawl job boards or mine an external database for new people. It helps you evaluate the applicants you already have more consistently.

It also slots into the screening you already run. Use knockout questions for hard dealbreakers and AI resume screening for intake-time resume checks. AI Score then handles the weighted judgment calls inside the same talent pipeline you manage every day.

Candidate matching in 100Hires vs a typical ATS

Many tracking systems reduce matching to a label: match, maybe, no. Here is where 100Hires differs from a typical ATS on the parts that decide whether you actually trust the number.

100Hires
From $49 per month
Typical ATS
Pricing varies
Per-criterion score breakdown
Each criterion scored separately
Often a single match label
Criteria you write and weight
Plain-language prompts, weights 1 to 10
Often not user-editable
Reads the full application
Resume, questionnaires, evaluations, messages, notes
Often keyword-based resume matching
Sort pipeline and table by score
Varies
Threshold routing is opt-in
Off by default, per role
Often unclear what filters run
Built into the ATS pipeline
No standalone matching tool
Often a separate add-on
100Hires AI Scoring tab: plain-language criteria with importance weights for a job

Score against your bar, not a vendor model

You define what a good candidate means for this role: 3 to 5 plain-language criteria, each with a weight from 1 to 10. AI Score rates the applicants you run it on against exactly those prompts, so the number reflects your bar for the job, not a generic model of a good resume.

  • Plain-language criteria
  • Weights from 1 to 10
  • 3 to 5 per role
100Hires candidate profile with AI Score total and per-criterion results

A score you can question, criterion by criterion

Each candidate you score gets a 0 to 100 total plus a separate score for each criterion. When a number looks off, open the breakdown, see which criterion dragged it down, and fix the prompt or the weight instead of quietly ignoring the tool. AI Score is built to be argued with.

  • Visible score breakdown
  • Edit criteria and re-score
  • Same standard for everyone
100Hires candidate record showing resume, questionnaire answers, and discussion notes in one view

Surface people who phrased it differently

AI Score reads the whole application: resume, profile fields, questionnaire answers, evaluation forms, messages, and your team's notes. It scores for meaning against your criteria rather than matching keywords, so a strong applicant who never used your exact wording is not dropped on a keyword miss.

  • Full application context
  • Meaning over keywords
  • Job description aware
100Hires pipeline view with candidates sorted by AI Score

Sort first, automate when you trust it

Sort the pipeline or table by AI Score and start your review from the top. Once you trust the scores, add a per-role workflow rule that moves strong candidates forward or disqualifies candidates below a threshold you set. It stays off until you turn it on, so you choose where human review sits in the flow.

  • Sort pipeline by score
  • Bulk scoring
  • Opt-in threshold rules

See your pipeline ranked by your own criteria

Get a shortlist you can defend to the hiring manager: your criteria, your weights, and AI Score does the ranking.

Candidate matching limitations: where humans stay in charge

AI Score only assesses what the application actually contains. It cannot judge speaking accent or communication skills from a resume alone, and it cannot know anything nobody documented. It also does not go looking for candidates outside your pipeline.

100Hires does not claim a third-party bias audit. The control you get is transparency: you see how each score came together, you trigger scoring yourself, and nothing acts on a candidate until you allow it.

Atiq Arshad
Technical Recruiter @Kidan

It solved all of my recruitment problems and offered all of the features I was looking for. It can automate most of my recruitment processes.

Source: G2
Philipp Maschelski
Talent Acquisition Partner @G42

I'd happily recommend it to my industry peers. I'm able to use the platform with ease and don't have to think twice what function to use.

Source: Capterra
Teodora Franich
HR Manager @TeachMeSkills

The system is very user-friendly. Even people with no experience will find it easy to understand its functionality.

Source: G2
Capterra Shortlist 2026 Capterra Best Ease of Use 2026 Capterra Best Value 2026 Software Advice Front Runners 2026 Software Advice Most Recommended 2026 G2 Leader Winter 2026 G2 Users Love Us 2026
4.7
4.8
based on 1,300+ reviews

How StratifyIQ screens 100 applicants in 2 hours

StratifyIQ's recruiting team gets through 100 applicants in about 2 hours with their 100Hires workflow: structured screening, evaluation forms, and pipeline views. New teams get up to speed 3x faster.

StratifyIQ - 11-50 employees - Offshore Business Consultancy
Read the full case study
Candidate matching FAQ
+ What is AI candidate matching?
AI candidate matching is software that compares candidates against the requirements of a role and ranks them by fit. In 100Hires the matching engine is AI Score: it reads the applications you score against criteria you write for the job and returns a 0 to 100 score, plus a score for every criterion, so you can see which criteria drove each ranking.
+ Is candidate matching the same as candidate sourcing?
No. Sourcing finds new candidates outside your system; matching ranks the people already in it. 100Hires AI Score works on applicants already in a job's pipeline. To fill the top of the funnel, 100Hires also includes sourcing tools like a Chrome extension and a personal email finder, and the people you add can be scored the same way once they are in a job's pipeline.
+ How is candidate matching different from keyword filtering?
A keyword filter matches exact words, so it drops strong candidates who phrased things differently and rewards resumes stuffed with the right terms. 100Hires AI Score reads the application for meaning against the criteria you wrote and ranks candidates instead of deleting them, so a strong applicant with unusual wording stays visible for your review.
+ What data does the AI Score use?
100Hires AI Score reads the candidate's resume, profile fields, questionnaire responses, evaluation forms, messages to and from the candidate, discussion notes, and the job description. When using the premium AI model, it can also weigh public information about the candidate's previous companies. It only assesses information that exists in these sources.
+ What can AI Score not assess?
It can only assess information that exists in the data sources, so 100Hires cannot score things like speaking accent or communication skills from a resume alone, and it cannot know anything that was never documented. Write your criteria around what the application actually contains, and leave the rest to interviews.
+ Is scoring automatic, and can it auto-reject candidates?
In 100Hires you trigger scoring with the Get AI Score button, in bulk, or through an optional pipeline automation you configure. Auto-rejection is possible but off by default: a workflow rule can disqualify candidates below a threshold you set, and most teams enable it for a role only after reviewing enough scores to trust their criteria.
+ Does AI candidate matching replace recruiter judgment?
No. 100Hires AI Score gives you a ranked starting point and shows the per-criterion scores behind it, but a human reviews borderline cases and makes the decision. The score is a first pass that saves reading time, not a hiring decision.
+ Can AI candidate matching be biased?
Any scoring system can encode bias, and 100Hires does not claim a third-party bias audit. What you get instead is control: a visible breakdown you can challenge, and a human in the loop unless you decide otherwise.
+ Which 100Hires plan includes AI Score?
AI Score is included with your 100Hires plan rather than sold as a separate AI add-on, and each plan comes with AI credits that cover scoring and the other AI features. See https://100hires.com/pricing for current per-seat rates and AI limits.
+ How accurate is AI candidate matching?
Accuracy depends on the criteria you give it. 100Hires AI Score is only as good as the prompts and weights you set, so calibrate on your first batch: compare a few scores against your own read and adjust the criteria or weights. The clear benefit is consistency: every candidate you choose to score is measured against the same standard, from the first to the five hundredth.
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