A Human-First Matching System

CME SmartMatch

Making Hiring Visible Again

CME SmartMatch shows how closely a jobseeker and a job align, before a decision is made. It doesn't rank people. It doesn't hide candidates. It doesn't decide who gets seen.

Hiring looks active on the surface

On the surface, hiring seems to work fine. But the process itself is broken in ways that are easy to overlook, until you look at what's actually happening underneath.

The invisible problem

Strong candidates being missed
Jobseekers applying blindly
Employers sorting without clarity
Communities can't see what's working

CME SmartMatch makes it visible

Alignment shown before decisions
Candidates guided before applying
Employers see clarity, not volume
Communities measure hiring health

What CME SmartMatch does

One question, answered clearly: "How well does this person fit the position being offered?"

Shows Alignment, Not Just Applications

Every applicant is paired with a Match Score (%) based on experience, skills, role alignment, engagement, video presence, and references. Employers see who is close, who needs development, and who might be a hidden fit.

Keeps Full Human Control

No candidate is auto-ranked into obscurity. No one is filtered out by AI. Every applicant remains visible. CME SmartMatch organizes, it never decides.

Guides Jobseekers Before They Apply

Jobseekers see their Match Score before applying. They understand where they stand, what to improve, and which roles actually fit them, reducing misaligned applications and employer fatigue.

Improves Hiring Across the BIA

For BIAs and local ecosystems, CME SmartMatch creates higher-quality applications, faster hiring cycles, better retention, and clearer workforce visibility. Hiring becomes a measurable community signal.

What employers actually see

Inside every job listing, employers get immediate clarity on every candidate, not just a stack of resumes to sort through.

Candidates with Match % alignment score
Video introductions and presence signals
Key alignment indicators at a glance
Sort by alignment or review every applicant

Inclusive Match

Built into CME SmartMatch is a private layer that allows people to be understood without being exposed.

Jobseekers indicate preferences like accessible workplaces, inclusive environments, and flexible schedules

Employers signal support for accommodations and inclusive hiring practices

Signals are never public, never used to exclude, never shown as labels

When both sides align, the system quietly strengthens the match.

What BIAs and communities gain

CME SmartMatch doesn't just help companies hire. It helps communities understand where hiring is working, where gaps exist, and how workforce alignment is evolving.

BIA Dashboards

Real-time hiring health metrics

District Health

Workforce alignment trends

Community Impact

Feeds directly into the CIE

Gap Detection

See where industries struggle

The bigger shift

Most platforms focus on volume.

CME SmartMatch focuses on alignment.

Hiring isn't just about filling roles.

It's about placing people where they can stay, grow, and contribute.

CME SmartMatch doesn't try to predict people.

It simply gives them a chance to be understood.

What this means for your organization

For Employers

Clearer candidate alignment
Reduced time-to-hire
Better retention outcomes
Increased trust from jobseekers
Visibility into your hiring impact

For BIAs

A measurable hiring ecosystem
Data-backed workforce insights
Participation that drives community reinvestment
District-level hiring health metrics
Visibility into workforce alignment trends

CME SmartMatch doesn't try to predict people.

It simply gives them a chance to be understood.

And when people are understood, better hiring decisions follow.

Ready to see alignment in action?

CME SmartMatch is built into every CME experience, showing real alignment between jobseekers and employers while keeping every hiring decision human.