AI Benefits Census Generator
Automating Benefits Census Generation with AI
Ingest any census format without manual cleanup
The agent parses employee census spreadsheets in any layout—HR exports, payroll downloads, carrier files, or converted PDFs—and automatically maps columns to a canonical data model, eliminating hours of reformatting.
Validate and normalize data in real time
AI automation flags missing DOBs, malformed ZIPs, duplicate records, and incomplete dependent information as data flows in, surfacing actionable errors so brokers can resolve issues before they stall quoting.
Export carrier-specific quote templates instantly
The system transforms validated census data into each carrier's exact template schema—handling differences in column names, tier representations, age vs. DOB requirements, and tobacco codes—so files are quote-ready on first submission.
How Cassidy automates this using AI
Step 1: Trigger on census file upload
The Workflow activates when a broker uploads a census spreadsheet—whether it arrives via email, shared drive, or direct upload—regardless of format or layout.
Step 2: Parse and map to canonical schema
Cassidy's AI detects column headers across tabs and variations (e.g., "Birthdate," "DOB," "Date of Birth"), then normalizes employee and dependent records into a standardized data model with fields for name, DOB, gender, address, hire date, class, salary, tobacco status, and dependent relationships.
Step 3: Deduplicate and link records
Cassidy matches individuals across multiple files using name, DOB, and address, merging duplicates and linking dependents to the correct employees to create a single source of truth.
Step 4: Validate against eligibility and carrier rules
The Workflow applies business rules—waiting periods, FT/PT thresholds, class definitions, and line-of-coverage requirements—flagging missing salaries for LTD, incomplete dependent DOBs, or participation issues that would block quoting.
Step 5: Enrich and compute rating fields
Cassidy calculates rating ages based on effective date, derives tier assignments (EE/ES/EC/EF), and applies state-specific tobacco and sitused rules to prepare data for accurate quoting.
Step 6: Generate carrier-specific templates
The Workflow transforms the validated census into each carrier or GA portal's exact format—mapping fields, translating codes, and structuring employee vs. dependent rows as required—producing quote-ready files for medical, dental, vision, life, and ancillary lines.
Step 7: Deliver submission packet with Human-in-the-Loop review
Cassidy packages the carrier templates with validation summaries, exception reports, and participation counts, then routes to the broker for final review before submission—ensuring accuracy without sacrificing speed.
Implement it inside your company
- Hands-on onboarding and support
- Self-paced training for your team
- Dedicated implementation experts
- Ongoing use case discovery
- ROI tracking & analytics dashboards
- Proven playbooks to get started fast
