Mash AI
Human Resources Agent−70%

Performance Management

Fair, evidence-based reviews in minutes.

Pulls continuous peer and manager feedback into a fair, evidence-backed review, taking most of the cycle's admin off the manager. Your team moves from doing the work to reviewing the exceptions.

Performance Management−70%
In
  • Email & chat
  • Historical data
  • Documents & forms
agent
Out
  • Drafted communications
  • Audit-ready evidence
  • Exception flags
People & performance teams100% audit
0%
Headline result
~0%
Recruiting outsourcing cut
0 wks
Typical time to live
The problem

Why this work breaks at scale.

It burns senior time on low-judgment steps and leaves no clean trail of why each call was made.

With Performance Management: most review admin removed.
Capabilities

What the Performance Management does for your team.

01

Human-in-the-loop by design

Routine cases run end-to-end; anything above your confidence or value threshold is routed to a person with the full context attached.

02

Writes a complete audit trail

Every step is timestamped and reversible, giving you 100% coverage for internal review and external audit.

03

Reads what you already have

Ingests documents, records, and messages in the formats your human resources stack produces, no clean-room data prep required.

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

Listen

Watches the queue, inbox, or event stream for new work to pick up.

02

Analyse

Cross-references each item against policy, history, and live context.

03

Recommend

Surfaces a scored recommendation with the evidence behind it.

04

Hand off

Acts autonomously below threshold; routes to a person above it.

Inputs
  • Email & chat
  • Historical data
  • Documents & forms
  • Reference masters
Outputs
  • Drafted communications
  • Audit-ready evidence
  • Exception flags
  • Posted transactions
Fits your stack

Deployed into the systems you already run.

No rip-and-replace. The Performance Management connects to your existing human resources tooling and writes back to your system of record.

WorkdayOracle HCMSAP SuccessFactorsEightfoldAvatureVector DBCandidate Graph
In production

Deployed for People & performance teamsmost review admin removed.

See a case study
Questions

The practical details.

Every action is logged, reversible, and traceable to source, giving you 100% audit coverage. The platform is SOC 2 compliant and deployable in your private cloud or on-prem.

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.

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

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.