Custom AI agents that automate enterprise performance review cycles — from continuous feedback collection and 360-degree analysis to bias-aware appraisal drafting and HRIS-integrated development planning.
Standard HRIS modules handle the form, the calendar, and the reminders. They don't synthesize feedback, surface calibration gaps, or catch bias before it ships into the record.
Capture performance once a year, after the fact.
Continuous feedback collection surfaced when relevant.
Managers assemble reviews by hand for every report.
Drafts pre-populated from connected systems and feedback.
Loaded language goes straight into the record.
Language analysis flags drafts before they reach the employee.
Performance, goal, and project data sit in three places.
Single review context aggregated across systems.
Ratings and vague comments close the cycle.
Personalized development plans tied to L&D handoff.
The agent handles the full review cycle from kickoff to development planning, with human checkpoints at every consequential decision.
Cycle kickoff, participant assignment, reminder cadence, and deadline tracking across departments.
Collection from managers, peers, direct reports, and self-evaluations into a single review context.
Tone, theme, and consistency analysis across qualitative feedback, with flagging for human review.
Bias-aware drafts produced from collected feedback and connected system data, presented for manager review and edit.
Comparison of ratings across teams to surface calibration gaps and outlier scoring before ratings lock.
Continuous goal progress data pulled from connected systems and reflected in review context.
A single agent handling feedback collection, scoring, calibration, and development planning is the wrong architecture. Each domain has different access patterns and governance needs.
Request a PoC ProposalA central orchestrator routes review activities to the correct specialist and manages handoffs and escalation.
Agents retain structured context across review cycles, prior ratings, feedback themes, completed development plans, cleared per your retention policy.
Insights from completed cycles inform next-cycle calibration baselines, but retraining is gated by HR sign-off, not automatic.
Every agent action logged with inputs, reasoning, and outputs. Reconstructable per employee, per cycle, for review or compliance audit.
Interviews with HRBPs, people ops, L&D, and line managers, plus an audit of current review workflow, scoring criteria, and pain points.
Inventory data sources, document PII flows, and determine GDPR and CCPA lawful bases before architecture begins.
Design orchestrator and specialist roles, then build and validate HRIS, collaboration, and project system integrations with your competency framework indexed into the retrieval pipeline.
Evaluate against a defined test set with fairness checks, then run a controlled pilot on a live review cycle with HR oversight at every consequential decision.
Post-deployment monitoring, drift detection, and quarterly retraining as your competency framework, scoring criteria, and policy evolve.
Operational outcomes a production HR agent deployment can deliver.
Request a PoC ProposalRoutine policy, payroll, and leave queries handled end-to-end, freeing HR capacity for higher-judgment work.
Application intake, scoring, and shortlisting compressed into hours rather than days, with multi-system provisioning running in parallel.
Anomaly detection surfaces issues before they reach the employee or become audit findings.
Routine work handled by agents, with HR headcount focused on culture, retention, and organizational design.
Every agent is built for your HRIS, competency framework, and review process, we scope your workflows first, then design.
Read, write, and event-triggered integrations into your HRIS, collaboration, and project tools, not read-only pulls.
GDPR, CCPA, and SOC-aligned controls scoped in discovery and built into architecture before development.
Integrations complete, compliance signed off, monitoring live, runbooks in your team's hands, not a PoC handed off with documentation gaps.
Every Folio3 engagement targets a production-ready system: HRIS integration complete, compliance signed off, monitoring live, runbooks in your team's hands. Book a 45-minute discovery call to walk away with a recommendation on architecture, integration, compliance scope, and timeline.
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Fill the form below or Contact us at +1 408 365-4638 / email us via contact@folio3.ai
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