Three-Layer Intelligence System
AskAI's unique approach combines three integrated layers to walk you through the essential steps to start using the platform.
1
Connect Your Systems
Integrate with your HR, payroll, and RCM systems to begin data collection.
POST /api/v1/integrations/connect2
Configure Data Mapping
Map your employee data fields to AskAI's standardized schema.
PUT /api/v1/config/data-mapping3
Train Models
Allow 24-48 hours for initial model training on your historical data.
4
Access Dashboards
Start viewing predictions, financial impact, and recommended interventions.
Installation
AskAI is a cloud-based SaaS platform. No software installation is required. Simply access the platform through your web browser.
System Requirements
- Modern web browser (Chrome, Firefox, Safari, Edge)
- Stable internet connection
- SSO integration (optional)
Access Credentials
Your account manager will provide:
- Organization ID
- Admin credentials
- API keys (if using API integration)
Predictive Analytics
The predictive analytics engine uses machine learning to forecast employee turnover with 73-93% accuracy up to 12 months in advance.
Risk Scoring
Each employee receives a dynamic risk score (0-100%) updated monthly based on:
- Engagement Metrics: Survey responses, participation rates, sentiment analysis
- Compensation Analysis: Salary positioning vs. market, pay equity, bonus history
- Tenure Patterns: Time in role, time with manager, promotion velocity
- Manager Effectiveness: Team turnover rates, engagement scores, 1-on-1 frequency
- Workload Indicators: Overtime hours, PTO usage, schedule flexibility
- Performance Trends: Review scores, goal achievement, skill development
Department-Level Analysis
Aggregate risk metrics by:
- Department and sub-department
- Job role and level
- Tenure cohorts (0-1 year, 1-3 years, 3-5 years, 5+ years)
- Manager and leadership team
- Location and shift
Critical Position Tracking
Automatically identifies high-impact roles where turnover would significantly affect:
- Patient care quality and safety
- Revenue generation (RCM, billing, coding)
- Operational continuity
- Team morale and stability
Financial Modeling
Translate workforce metrics into financial outcomes with hospital-specific cost models.
Turnover Cost Calculation
Comprehensive cost breakdown per turnover event:
- Recruitment Costs: Job postings, recruiter fees, interview time (15% of salary)
- Training & Onboarding: Orientation, initial training, mentorship (25% of salary)
- Productivity Loss: 3-6 month ramp-up period at reduced efficiency (50% of salary)
- Overtime Coverage: Existing staff covering vacant position (20% of salary)
- Total Cost: Typically 110-250% of annual salary depending on role
EBITDA Impact Analysis
Correlate turnover rates to operating margin impact:
- Calculate total annual turnover costs
- Model impact on EBITDA and operating margin
- Project financial outcomes under different scenarios
- Track year-over-year cost trends
Revenue Recovery Model
Unique healthcare-specific capability linking RCM turnover to revenue:
- Correlate billing/coding turnover to denial rates
- Calculate days in AR impact
- Quantify revenue leakage from inexperienced staff
- Model recovery potential from retention improvements
Example: RCM Department Impact
Scenario: 35% turnover in billing department (20 employees)
- Denial rate increases from 8% to 18% (+10 points)
- Days in AR increases from 42 to 58 days (+16 days)
- Annual revenue leakage: $380,000
- Intervention cost: $45,000
- Expected ROI: 744%
Intervention Planning
Data-driven retention strategies prioritized by expected ROI and success probability.
Intervention Types
- Compensation Adjustments: Market-based salary corrections, retention bonuses
- Manager Training: Leadership development, coaching programs
- Workload Optimization: Scheduling improvements, staffing adjustments
- Career Development: Promotion paths, skill development, mentorship
- Recognition Programs: Awards, peer recognition, milestone celebrations
- Work-Life Balance: Flexible scheduling, PTO policies, wellness programs
ROI-Based Prioritization
Each intervention includes:
- Target Population: Number of employees affected
- Implementation Cost: One-time and recurring expenses
- Expected Benefit: Projected cost savings from reduced turnover
- ROI Calculation: (Benefit - Cost) / Cost × 100%
- Success Rate: Historical effectiveness from 150+ hospitals
- Timeline: Expected implementation duration
Scenario Modeling
Test multiple intervention combinations to optimize budget allocation:
- Compare different intervention strategies
- Model budget constraints and priorities
- Forecast cumulative impact over time
- Identify highest-value opportunities
Dashboards & Analytics
Role-based dashboards tailored to different user needs.
Executive Dashboard
High-level metrics for C-suite and board:
- Organization-wide turnover rate and trends
- Total annual turnover costs and EBITDA impact
- Department comparison and benchmarking
- Intervention ROI and effectiveness tracking
- Key risk indicators and alerts
Manager Dashboard
Actionable insights for department leaders:
- Team member risk scores and trends
- Individual risk factors and recommendations
- Manager effectiveness score and peer comparison
- Suggested actions prioritized by impact
- Team engagement metrics
Financial Dashboard
Detailed cost analysis for CFO and finance teams:
- Turnover cost breakdown by category
- Budget vs. actual intervention spending
- ROI tracking for retention programs
- Revenue impact from RCM turnover
- Cost projections and scenario analysis
Reporting & Exports
Comprehensive reporting capabilities for analysis and compliance.
Standard Reports
- Turnover Summary: Monthly/quarterly/annual turnover metrics
- Risk Analysis: High-risk employee lists with details
- Financial Impact: Cost analysis and ROI calculations
- Intervention Tracking: Program effectiveness and outcomes
- Department Comparison: Cross-department benchmarking
Custom Reports
Build custom reports with:
- Flexible date ranges and filters
- Custom metrics and calculations
- Multiple visualization types (charts, tables, graphs)
- Scheduled delivery via email
Data Export
Export data in multiple formats:
- CSV for spreadsheet analysis
- PDF for presentations and sharing
- Excel with formatted tables and charts
- JSON for API integration
Alerts & Notifications
Proactive notifications to stay ahead of workforce risks.
Alert Types
- High-Risk Alerts: Employee risk score exceeds threshold (e.g., >75%)
- Critical Position Alerts: Key role at risk of turnover
- Department Trends: Significant increase in department-level risk
- Manager Effectiveness: Manager score drops below acceptable level
- Intervention Reminders: Scheduled action items and follow-ups
Notification Channels
- In-platform notifications
- Email alerts (daily digest or real-time)
- SMS for critical alerts (Enterprise plan)
- Slack/Teams integration (Enterprise plan)
Customization
Configure alerts based on your needs:
- Set custom risk thresholds
- Choose notification frequency
- Select specific departments or roles
- Define escalation rules
API Reference
AskAI provides a RESTful API for programmatic access to platform features.
Authentication
curl -X GET https://api.askai.com/v1/employees \ -H "Authorization: Bearer YOUR_API_KEY" \ -H "Content-Type: application/json"
Common Endpoints
GET/api/v1/employeesRetrieve employee list with risk scores
GET/api/v1/predictions/{employee_id}Get turnover prediction for specific employee
GET/api/v1/financial/impactCalculate financial impact of turnover
POST/api/v1/interventionsCreate new intervention plan
Frequently Asked Questions
How accurate are the predictions?
Our models achieve 73-93% accuracy in predicting turnover 12 months in advance, depending on data quality and historical patterns.
How long does implementation take?
Typical implementation takes 4-8 weeks from contract signing to full deployment.
What data do I need to provide?
Employee demographics, compensation, performance reviews, engagement scores, tenure, and turnover history.
Is my data secure?
Yes. We are HIPAA compliant and SOC 2 Type II certified with enterprise-grade encryption.