People & HR · Talent Acquisition
Samso Managed Services · Last Updated · Apr 2026
Resume Screening & Shortlists
Inbound resumes scored against your rubric, screened through the four checks that matter, and shortlisted with written rationale for every advance - so the hiring loop walks in with 8 strong candidates, not 247 unread PDFs.
What the managed workflow does
Reads every resume
ATS extraction + parser pulls structured data from every resume - title, tenure, stack, narrative - so the rubric can score apples-to-apples regardless of format.
Scores against your rubric
Required skills, level expectations, culture-add signals - graded against your bar, not a generic library. Each candidate gets a numeric score and a written rationale.
Routes by verdict
Pass goes straight to the hiring loop. Maybe is queued for trial task or recruiter callback. Reject is auto-declined with a logged reason - no candidates get ghosted.
Surfaces drift
Per-rule pass rates, source ROI, and rep-vs-team calibration tracked over time - so the rubric tightens with the hiring data, not against it.
Funnel · 247 in → 8 shortlisted with rationale · loop-ready
247 RESUMES · 4 RULES · 8 SHORTLIST · 3.2% PASS RATE
Inputs scored
What lands per req
Inputs scored
Resume + cover. ATS-extracted resume + cover letter parsed into structured fields - title, tenure, stack, narrative - for apples-to-apples scoring.
Job spec + rubric. Role expectations, required skills, level signals, and culture-add criteria - graded against your bar, calibrated quarterly.
Past hires · what worked. Prior hires' resumes weighted by tenure + perf signal so the rubric learns which patterns predict success in your context.
Recruiter phone notes. 30-min phone screen notes feed score updates with motivation, comp, and timing signal recruiters surface in conversation.
What lands per req
Shortlist with rationale. 8-candidate loop-ready stack with rubric score, written rationale, and red-flag callouts where they apply.
Maybe queue. Borderline candidates queued for trial task or recruiter callback - not lost in the noise, not advanced without evidence.
Auto-decline log. Reject path with a logged rationale and a same-day decline note - no candidate gets ghosted.
Hygiene + calibration metrics. Per-rule pass rates, source ROI, panel-vs-rubric calibration - the rubric tightens with the hiring data.
What you get, every week
A loop walking in calibrated
Hiring panels get 8 strong candidates with written rationale - not 30 maybe-look-at-them PDFs and a recruiter rant about volume.
A faster cycle
Median time-to-shortlist drops from 9 days to under 3. Top-of-funnel volume stops dictating recruiter capacity.
An auditable funnel
Every advance and decline is rationaled, sourced, and dated - bias audits and EEO compliance are reading, not reassembly.
See this in your industry
How people & hr reads for each sector we serve.
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