AI Agent

Search & Match Agent (SNM)

Auto-match candidates from your entire talent pool to any job description. with deep contextual ranking that understands skills, culture fit, and career trajectory, not just keywords.

Overview

Stop guessing. Start matching with real intelligence.

Keyword matching misses great candidates. SNM understands context. evaluating skills, experience trajectory, domain fit, and cultural alignment across 40+ dimensions to surface candidates you'd never find manually.

  • Contextual matching. not keyword overlap
  • Matches from internal pool + external sources
  • Ranks by fit score with full explainability
  • Finds candidates you'd never think to search for
  • Updates match rankings as JD or profiles change
AI candidate matching and shortlisting
85%
Candidate acceptance rate on top matches
5 min
From JD to ranked shortlist
More relevant matches vs keyword search
0
Boolean strings needed
Key Features

Matching that goes 40 dimensions deeper than keywords

🎯

Contextual Ranking

Scores candidates on 40+ dimensions: skill match, experience trajectory, domain fit, cultural alignment, and growth potential. not just keyword overlap.

🔄

Bidirectional Matching

Matches candidates to JDs AND surfaces JDs that a candidate would be perfect for. works in both directions to maximize placement success.

🌐

Multi-Source Search

Searches internal talent pools, career page profiles, and optionally external sourcing platforms simultaneously. one query, all your talent sources.

📈

Trajectory Analysis

Identifies candidates on an upward trajectory who may not tick every box today but are on track to be perfect in 6 months. Hire ahead of the curve.

💡

Explainable Scores

Every match comes with a breakdown: why this candidate ranked here, what's missing, and what questions to probe in the interview. No black box.

🔔

Smart Alerts

Notifies recruiters when a new profile enters the pool that matches an open role. so the best talent is never missed due to timing.

How It Works

From JD to ranked shortlist in 5 minutes

1

Connect a JD or paste role requirements into the SNM Agent

Link an existing JD from your ATS or paste role requirements directly. SNM parses the full context. not just job title and required skills.

2

Agent runs contextual analysis across 40+ matching dimensions

Every candidate in your talent pool is evaluated on skill alignment, experience trajectory, domain fit, location, cultural indicators, and growth potential simultaneously.

3

Returns a ranked shortlist with match scores and reasoning

Every candidate receives a match score with a full breakdown. what matched, what's missing, what to ask in the interview, and why they ranked where they did.

4

One-click sends top candidates to Stack Ranker or triggers AI interview

Approve the shortlist and route top candidates directly to the Stack Ranker Agent for final scoring or to the Contextual Interviewer for automated screening.

Get Started

Find candidates you're currently missing in your own database

See how SNM surfaces contextually matched candidates across 40+ dimensions. from JD to shortlist in 5 minutes.