AI candidate matching uses structured prompts and scoring rubrics to evaluate resumes against a job description and rank applicants by fit. Instead of reading every CV in full, you define the criteria that matter: required skills, experience range, education, and role-specific signals. The AI screens each candidate against those criteria and generates a ranked shortlist with written reasoning for each decision. At aidowith.me, the Hiring Package route covers this in 13 steps over about 90 minutes. You build a job requirements matrix, create a 5-dimension scoring rubric, process your applicant pool through AI screening, and walk away with a shortlist of top candidates ready for interviews. The route also covers writing interview questions tailored to each shortlisted candidate. You walk away with 3 deliverables: a screening rubric, a ranked shortlist with reasoning, and a set of interview questions, all documented and ready to share with hiring managers.
Last updated: April 2026
The Problem and the Fix
Without a route
- Recruiters spend an average of 23 hours screening candidates for a single role, with 75% of that time on resumes that don't meet basic requirements
- Manual resume screening introduces bias at the first filter stage, often before any human judgment applies to actual job fit
- Most ATS tools rank by keyword density, not by actual fit, producing shortlists dominated by candidates who optimized their CV rather than matched your needs
With aidowith.me
- Build a 5-dimension scoring rubric from your job description in 20 minutes, then process your full applicant pool through AI screening that ranks by actual fit criteria
- Walk away with a shortlist of top candidates with written reasoning for each ranking decision, ready to share with hiring managers in under 90 minutes
- Ship a complete hiring package on aidowith.me in 90 minutes: screening rubric, ranked shortlist, and tailored interview questions for each finalist
Who Builds This With AI
HR & People Ops
Job descriptions, interview kits, onboarding docs built fast.
Managers & Leads
Reports, presentations, and team comms handled faster.
Founders
Move fast on pitches, pages, research. AI as your first hire.
How It Works
Build a job requirements matrix
The AI converts your job description into a structured matrix in about 15 minutes: must-have skills, nice-to-have skills, experience range, and red flags. This matrix becomes the basis for consistent candidate evaluation.
Create a scoring rubric and run AI screening
Set up a 5-dimension scoring rubric with the AI in about 20 minutes, then process each resume through the criteria. The AI generates a score and 1-paragraph reasoning for each candidate so you can review in seconds.
Build a shortlist with interview questions
Review the ranked shortlist, confirm your top candidates, and generate tailored interview questions for each 1 in about 25 minutes. You walk away with a complete interview kit for each finalist.
Cut Your Screening Time in Half
The Hiring Package route builds your AI candidate matching system in 13 steps and 90 minutes. Ship a shortlist today, not next week.
Start This Route →What You Walk Away With
Build a job requirements matrix
Create a scoring rubric and run AI screening
Build a shortlist with interview questions
Ship a complete hiring package on aidowith.me in 90 minutes: screening rubric, ranked shortlist, and tailored interview questions for each finalist
"We had 180 applications for 1 role. The AI screened them against our criteria in 30 minutes and gave me a shortlist of 12 with reasons. Saved me 2 days of work."- HR Manager, growth-stage tech company
Questions
AI candidate matching works by comparing each resume against a structured set of criteria you define from your job description. At aidowith.me, you build a 5-dimension scoring rubric covering required skills, experience, and role-specific signals, then process your applicant pool through AI evaluation. The AI gives each candidate a score and written reasoning based on your criteria, not keyword density. You walk away with a ranked shortlist you can review and act on in minutes.
AI candidate matching is accurate for first-stage screening, not final hiring decisions. It filters out unqualified candidates and surfaces strong matches based on your criteria. At aidowith.me, the route walks you through building a rigorous 5-dimension rubric before you screen anyone, which measurably improves the quality of your shortlist. Human judgment handles final interviews and offers. AI handles the volume, cutting screening time by 60% to 75%.
The Hiring Package route on aidowith.me takes 13 steps and about 90 minutes to complete. That covers building a job requirements matrix, creating a scoring rubric, running AI screening on your applicant pool, reviewing the shortlist, and generating interview questions. Once you've done it once, reusing the system for future roles takes under 30 minutes. You're building a repeatable AI workflow, not software.