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AI Market Survey Analysis Agent

Benefits survey analysis automation for faster cross-tabs, coded themes, and broker-ready reports
Overview
Employee Benefits
Workflow

Automating Benefits Survey Analysis with AI

Automate your entire benefits survey analysis workflow—from data ingestion and cross-tabulation to open-end coding and broker-ready report generation.
001
Rapid Cross-Tabs with Built-In Significance Testing

The agent automatically generates banner plans across key segments industry, headcount bands, funding type, region with statistical significance highlighting and base size annotations, turning days of manual tabulation into minutes.

002
Intelligent Open-End Coding and Theme Extraction

AI-powered text analytics clusters thousands of verbatims into meaningful themes with sentiment analysis, while human-in-the-loop review ensures accuracy and alignment with the broker's renewal storyline.

003
Auto-Generated Broker-Ready Decks and Dashboards

Automated workflows produce branded PowerPoint reports with executive summaries, benchmark comparisons, and sig-tested charts plus interactive dashboards for self-serve slicing by plan type, region, or employer size.

How Cassidy automates this using AI

Step 1: Trigger on survey close or scheduled pull

The Workflow activates when fieldwork completes or on a scheduled cadence, automatically ingesting response data from survey platforms like Qualtrics, Alchemer, or SurveyMonkey into Cassidy's Knowledge Base.

Step 2: Clean, recode, and weight the data

Cassidy applies data hygiene rules removing speeders and straight-liners, normalizing labels, deriving composites like Top-2-Box and NPS then executes rim/rake weighting to align the sample with target demographics by size, industry, and region.

Step 3: Generate cross-tabs with significance testing

The Workflow runs predefined banner plans across all key segments, automatically applying z-tests for proportions and highlighting statistically significant differences with base sizes and confidence intervals annotated.

Step 4: Code open-ends and extract themes

Cassidy's AI clusters verbatim responses into themes using topic modeling and sentiment analysis, then surfaces exemplar quotes for executive storytelling with Human-in-the-Loop review to refine the codeframe before finalizing.

Step 5: Benchmark against market norms

The agent joins client results with external benchmarks from sources like KFF or SHRM, flagging variance by industry and size band with significance indicators for context in renewal conversations.

Step 6: Assemble broker-ready deliverables

Cassidy auto-generates a branded PowerPoint deck with executive summary, key insights, and recommended actions plus a cross-tab book in Excel/PDF, an interactive dashboard, and a methodology appendix with full disclosure of weighting, stat tests, and limitations.

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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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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