Platform Reference
Platform features that power decision-grade workforce intelligence
These capabilities operate behind every product area—ensuring accuracy, consistency, and scalability across complex workforce environments.
Designed for high-volume, multi-market operations.
Data Layer
Data Ingestion & Flow
Everything downstream depends on clean inputs.
All downstream intelligence depends on this layer. Benchmarks, thresholds, alerts, and projections reference canonical data—not raw inputs.
No system replacement
Reads from ATS, VMS, contracts without altering source.
Works alongside existing tools
No workflow redesign. Continuous data flow.
Handles conflicts safely
Deterministic resolution rules. Conflicts logged.
Data Layer · External Signals
External Job & Market Signal Capture
Continuous labor-market signals collected, normalized, and validated before entering the system.
Job Demand Signals
- Active role postings across markets
- Location-specific demand density
- Skill and specialty requirements
Rate & Compensation Signals
- Posted pay ranges and rate bands
- Shift premiums and differentials
- Contract vs permanent indicators
Temporal Market Movement
- Posting velocity changes over time
- Rapid demand spikes by specialty
- Market cooling or saturation indicators
Noise Reduction & Quality Controls
- Duplicate removal across sources
- Outlier detection and flagging
- Confidence scoring before ingestion
Publicly available market signals, continuously refreshed. All external indicators are aggregated, de-duplicated, and validated before entering the normalization layer—ensuring benchmarks reflect current market reality.
Core Engine
Normalization & Canonical Role Engine
Why your benchmarks are cleaner than competitors'.
Engine
Every benchmark, threshold, and comparison references this canonical layer—not raw source data.
Reference Layer
Benchmarking & Market Reference Engine
Know when you're inside the market—and when drift starts.
Why benchmarks change
Market shifts. Time-weighting decays older data.
How outliers are handled
Flagged, not removed. Available without skewing metrics.
Stale data prevention
Decay functions. Thin markets flagged with warnings.
Control Layer
Thresholds, Guardrails & Alerting Logic
Check every rate before you commit.
Margin thresholds
By role, contract, market
Deviation bands
Configurable tolerance
Alert prioritization
By exposure magnitude
Escalation logic
Rule-based routing
Computation Layer
Financial Modeling Engine
See margin impact before commitments are made.
Signal Layer
Talent Market Signal Processing
Know when markets are tightening before it hits your fill rates.
Supply Density
Workforce concentration by role and geography
Demand Pressure
Open requisition volume and urgency by market
Rate Responsiveness
How supply responds to rate changes
Geographic Weighting
Signals adjusted for market size and data density
Delivery Layer
Decision Views & Delivery
Different roles. Same system of record.
Trust Layer
Governance & Audit
Enterprise-ready controls for CFO comfort.
Audit Logs
Every decision timestamped, searchable
Version Control
Full history, rollback capability
Traceability
Query past decisions with context
Accountability
All changes attributed to users
Infrastructure
Scale & Reliability
Built for enterprise volume.
These platform features power the four product areas—financial modeling, talent market modeling, normalization, and integrations—delivered as a single system.
→ View product areas