Step-by-step: from 3-week manual screening to 3-day AI-assisted process. Real numbers from AC Solutions.
In January 2026 we processed 200+ applications for three open roles. Without AI, that would have taken two weeks of HR time just to reach a shortlist. With our Hiring Assistant — a DeepSeek-chat agent running structured evaluation against role criteria — we produced ranked shortlists in 4 hours.
THE OLD PROCESS
Manual screening meant: read CV, write notes, compare against criteria stored in someone's head, schedule calls, repeat. Three weeks from job post to first interview. Two weeks of that was just screening.
THE NEW PROCESS
Every inbound application is parsed and evaluated by an AI agent with an explicit scoring rubric: role-fit, experience match, communication quality in cover materials, red flags. The agent outputs a structured score and a one-paragraph rationale for each candidate.
Hiring manager reviews top 20% of scored candidates — not 100% of raw applications. First interviews happen in week one instead of week three.
THE NUMBERS
- Time from application close to shortlist: 3 weeks → 3 days (7x reduction) - HR hours per hire: ~18 hours → ~6 hours - Candidate experience: faster feedback, fewer candidates left waiting without response - Offer acceptance rate: up 12% (faster process, better candidate communication)
WHAT THE AI DOES NOT DO
It does not make hiring decisions. It does not conduct interviews. It does not replace the judgment call on culture fit. It removes the mechanical bottleneck — the part that was consuming time without adding judgment.
The rubric quality matters more than the model choice. We spent two weeks calibrating the scoring criteria before we trusted the output. That calibration work is the real investment.
→ The Hiring Assistant is part of the AC Solutions internal toolset. hr.nealkhis.com