AI Capabilities · powered by Claude
Compensation intelligence, built in.
The platform's AI layer — a Compensation Copilot grounded in the real benchmark and statutory data, an AI classification assistant, and a roadmap of analytics that flag pay adjustments and disparities, decompose pay equity, and surface retention risk.
Compensation Copilot
Grounded in the platform’s benchmark + statutory data
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Classification assistant
PD or title → OPM series · grade · FLSA · pay system
Human-in-the-loop
Every AI output is decision-support, not an automated pay action — it is reviewed and signed off by a credentialed analyst (the AI/Expert Reconciliation Log). The Copilot is grounded in the platform’s real BLS data and the §7451/§7431/§7455/Title 5 rules, and flags illustrative figures explicitly.
The AI roadmap — 23 capabilities
2 Live6 Building14 RoadmapCopilot & generation
- Compensation Copilot (RAG chat)
- AI deliverable drafting (§7451 / SSR / briefings)
- Source-cited rationale generation
Classification & job architecture
- AI classification assistant (PD → series/grade/FLSA/pay system)
- Catalog maintenance (new/duplicate occupation detection)
Job-match & survey intelligence
- Semantic job-match engine (confidence-scored)
- Cross-survey benchmark reconciliation
- AI schema-mapper for survey ingest
- Document extraction (PDF reports & license terms)
- Ingest anomaly / quality guard
Pay & market analytics
- Explainable pay-equity decomposition
- Pay anomaly & outlier detection
- Market wage forecasting
- Smart aging & blending
- Retention / flight-risk model
- Pay-adjustment what-if simulator
§7451 / §7431 operations
- Comparator-employer recommender
- Shortage-driver classifier (pay vs supply)
- Deadline-risk predictor
Trust & governance
- Explainability layer (confidence + lineage)
- Bias & fairness guardrails
- AI audit / anomaly monitor
AI features call Claude server-side (key kept out of the browser). Percentile data is real (BLS OEWS 2025); VHA-current and physician market pay are illustrative until the VA HR extract and licensed surveys are loaded. The Copilot and Classifier require sign-in; the rest of the roadmap ships in subsequent waves.