AI Product Prototype

Workflow Intelligence Engine

A clickable HR workflow diagnostic concept for identifying bottlenecks, SLA risk, and payroll-impacting delays across ServiceNow, SuccessFactors, and Workday.

Built by Sualeh Hafeez

Analyze a Workflow Scenario

Select a scenario or type your own. This prototype updates the dashboard using demo logic.

Active Workflows1,248Across HR Ops, HRIS, Payroll
Avg Cycle Time4.2d+1.3d over target
SLA Breach Rate18%Driven by approval aging
Payroll Risk Items37Within 3 days of cutoff
Data Source: ServiceNow + SuccessFactors Last updated: just now

Business Impact Summary

Payroll-impacting workflow risk is elevated

Approval aging and late payroll validation are increasing the risk of missed effective dates, manual corrections, and employee experience issues.

Primary Risk Payroll cutoff miss
Business Impact Pay accuracy / HR credibility
Recommended Action Escalate and validate before cutoff

Workflow Heatmap

Click a workflow step to update the drilldown and risk engine.

Job Change Workflow

Selected Step Drilldown

StepManager Approval

OwnerManager

SLA1 day

Actual3 days

RiskHigh

IssueApproval delay

Agent Diagnosis: Approval aging is the likely bottleneck. Add escalation after 24 hours and confirm delegation rules for unavailable approvers.

Risk Engine

Impact × Urgency × Complexity × Visibility Gap

72

High Risk

Impact4/5

Urgency5/5

Complexity4/5

Visibility Gap3/5

AI Confidence 87%

Diagnostic Table

Step-level workflow diagnosis generated by the Workflow Analyzer.

StepOwnerSLAActualIssueRisk
ServiceNow IntakeHR Ops4 hrs6 hrsMissing effective dateMedium
Manager ApprovalManager1 day3 daysApproval delayHigh
HRBP ApprovalHRBP1 day2 daysPotential redundancyMedium
Payroll ValidationPayroll1 dayPendingCutoff tomorrowCritical

Simulation Panel

Scenario: mass job change two days before payroll cutoff.

T-2 days: Mass job change submitted
T-1.5 days: Manager approvals stall
T-1 day: Payroll cutoff risk triggered
Cutoff day: Unapproved changes miss payroll

Recommended Actions

Actions produced by the Optimization Strategist and aligned to directional best-practice lenses.

RecommendationOwnerEffortImpactBest Practice Lens
Add payroll cutoff flag at intakeHRIS / ServiceNowMediumHighAPQC, UKG, SHRM
Auto-escalate approvals after 24 hoursHRISLowHighGartner, ServiceNow
Remove redundant HRBP approval when Comp approvedHR OpsMediumMediumDeloitte, APQC
Add step-level SLA dashboardHRIS AnalyticsMediumHighEY, Josh Bersin, Gartner

Conceptual Architecture

This shows how the GPT-style diagnostic engine would map to real HR systems and a dashboard layer.

ServiceNow Intake
Workflow Analyzer
SLA & Risk Engine
SF / Workday Logic
Recommendations