Recruiter
Source candidates for hard-to-fill roles
What You Do Today
Search LinkedIn, niche job boards, and your network for passive candidates, write personalized outreach, get responses from people who aren't looking
AI That Applies
AI identifies candidates matching complex criteria, generates personalized outreach messages, predicts response likelihood
Technologies
How It Works
For source candidates for hard-to-fill roles, the system identifies candidates matching complex criteria. The recommendation engine scores each option against the user's profile — behavioral history, stated preferences, and contextual signals — ranking them by predicted relevance. The output — personalized outreach messages — surfaces in the existing workflow where the practitioner can review and act on it.
What Changes
Candidate identification is 10x faster. AI finds people you'd never have discovered through manual searching
What Stays
Writing the outreach message that makes someone stop scrolling, your network and reputation in the talent market
What To Do Next
This section won't tell you what your numbers should be. It will show you how to find them yourself. Every instruction below produces a real, verifiable result in your organization. No benchmarks, no projections — just the steps to build your own evidence.
Establish Your Baseline
Know where you are before you move
Before adopting AI tools for source candidates for hard-to-fill roles, understand your current state.
Without a baseline, you can't measure whether AI actually improved anything. You'll adopt tools without knowing if they're working.
Define Your Measures
What to track and how to calculate it
Time per cycle
How to calculate
Measure how long source candidates for hard-to-fill roles takes end-to-end today, then after AI adoption.
Why it matters
The most visible improvement is speed. If AI doesn't save time, question whether it's adding value.
Quality of output
How to calculate
Track error rates, rework frequency, or stakeholder satisfaction scores before and after.
Why it matters
Speed without quality is just faster mistakes. Measure both.
Start These Conversations
Who to talk to and what to ask
your VP Talent or CHRO
“What's our time-to-fill for the roles that are hardest to source, and where in the funnel do we lose candidates?”
They set the AI adoption strategy for the recruiting function
your HRIS admin
“How would we validate that an AI screening tool isn't introducing bias we can't see?”
They manage the ATS and integration points that AI tools depend on
Check Your Prerequisites
Confirm readiness before you invest
Check items as you confirm them.