Mash AI
Human Resources Agent

Candidate Sourcing Agent

A sourcer that works the passive market 24/7.

Ranks passive talent against your requirements and fit criteria and surfaces qualified people across channels as they appear. Autonomous on the routine, deferential on anything that needs a person.

Candidate Sourcing Agent
In
  • Policy & rules
  • System records
  • Live event streams
agent
Out
  • Posted transactions
  • Drafted communications
  • Structured records
Sourcing & recruiting teams100% audit
0×
Headline result
~0%
Review admin removed
0 wks
Typical time to live
The problem

Why this work breaks at scale.

Copy, paste, reconcile, repeat, across tools that don't talk. Expensive, inconsistent run to run, and hard to audit later.

With Candidate Sourcing Agent: several times the qualified pipeline.
Capabilities

What the Candidate Sourcing Agent does for your team.

01

Scores and prioritises

Ranks work by risk, value, and urgency so the queue reflects what actually needs attention first.

02

Explains every decision

Each output ships with its reasoning and the source it drew from, so a reviewer can confirm rather than re-derive.

03

Improves with feedback

Reviewer corrections feed back into evaluation, tightening accuracy on your data over each cycle.

04

Deterministic where it matters

Regulated or high-stakes steps follow fixed, testable workflows, generative help is reserved for drafting and ideation.

How it works

From open role to onboarded hire, one workforce view.

01

Intake

Captures the request and assembles everything needed to act on it.

02

Reason

Runs the deterministic checks first, then applies judgment where it helps.

03

Execute

Completes the task across the connected systems in one pass.

04

Report

Returns the result, the rationale, and the trail in one place.

Inputs
  • Policy & rules
  • System records
  • Live event streams
  • Reference masters
Outputs
  • Posted transactions
  • Drafted communications
  • Structured records
  • Exception flags
Fits your stack

Deployed into the systems you already run.

No rip-and-replace. The Candidate Sourcing Agent connects to your existing human resources tooling and writes back to your system of record.

WorkdayOracle HCMSAP SuccessFactorsEightfoldAvatureVector DBCandidate Graph
In production

Deployed for Sourcing & recruiting teamsseveral times the qualified pipeline.

See a case study
Questions

The practical details.

It integrates with the human resources systems you already run, Workday, Oracle HCM, SAP SuccessFactors and more, with no rip-and-replace.

No. It removes the low-judgment, repetitive work and routes anything consequential to a person with the context attached, so your team spends time where judgment actually pays off.

Yes. You own 100% of the IP, code, and documentation. There is no platform lock-in and the full system transfers to your team.

A first version typically runs against your own data within weeks, the first agent can be live in as little as 48 hours, with full deployment in two to eight weeks.