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AI Benefits Benchmarking Agent

Benefits benchmarking report automation—clean census data, compare quotes, and ship client-ready benchmarks fast
Overview
Employee Benefits
Workflow

Automating Benefits Benchmarking Reports with AI

Automate your entire benefits benchmarking workflow—from census cleanup and quote normalization to benchmark overlays and client-ready report delivery.
001
Clean and standardize census data automatically

The agent ingests employee census files in any format—CSV, Excel, or PDF—validates fields like DOB, ZIP, and tier assignments, flags inconsistencies, and outputs quote-ready files in carrier-specific templates.

002
Normalize quotes for apples-to-apples comparison

AI automation parses multi-carrier quotes, converts between age-banded and composite rate structures, aligns plan designs to a common schema, and surfaces material differences in cost sharing, networks, and Rx tiers.

003
Overlay market benchmarks and generate client-ready reports

The system positions current and proposed plans against regional, industry, and size-band benchmarks, then assembles branded deliverables with contribution scenarios, variance charts, and clear recommendations.

How Cassidy automates this using AI

Step 1: Trigger on census or quote upload

The Workflow activates when a new census file or carrier quote is uploaded—whether via email attachment, shared drive, or direct upload to the Knowledge Base.

Step 2: Clean and validate census data

Cassidy ingests the census, normalizes fields (DOB, ZIP, employment class, tier assignments), flags missing or inconsistent values, and outputs a standardized, quote-ready file with an audit log of fixes.

Step 3: Parse and normalize carrier quotes

Cassidy extracts plan designs and rate structures from multiple carrier quotes (PDF or Excel), converts age-banded to composite equivalents where needed, and aligns effective dates and rating areas for true apples-to-apples comparison.

Step 4: Generate plan comparison matrix

The Workflow builds a side-by-side comparison of plan designs, premiums by tier, and PEPM costs—calling out material differences in deductibles, coinsurance, OOP max, and Rx tiers.

Step 5: Overlay market benchmarks

Cassidy pulls relevant benchmarks by region, industry, and employer size, then positions each plan option against market percentiles for premiums, cost sharing, and employer contribution norms.

Step 6: Model contribution scenarios

The Workflow runs employer vs. employee cost projections across multiple strategies—percent-of-premium, fixed dollar, or budget targets—and flags ACA affordability considerations.

Step 7: Assemble client-ready report

Cassidy generates a branded PDF or deck with executive summary, methodology, benchmark variance charts, contribution scenarios, and appendices (clean census, quote exhibits, assumptions).

Step 8: Human-in-the-Loop review and handoff

The completed report routes to your team for final QA. Once approved, Cassidy can export enrollment configuration specs, 834/EDI mapping templates, and implementation checklists for PrismHR or your HRIS platform.

Implement it inside your company

Get help from our team of specialists to quickly integrate this solution into your existing workflow and unlock new growth.
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  • ROI tracking & analytics dashboards
  • Proven playbooks to get started fast

A dedicated team to drive adoption and results

Our implementation experts work hands-on with your team to make sure you see real value - fast. From setup to optimization, we’re here to help every step of the way.

We enable your teams - no IT required

We train your builders, support their workflows, and make sure they get the most out of Cassidy without ever waiting on engineering.

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