Case Studies

Real-world examples of how we've helped organizations achieve their AI goals while navigating complex regulatory requirements.

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Benefits & HR Technology AI Architecture & Build Evaluation & Benchmarking

An AI Translation Agent for Benefits Plan Onboarding

Building an AI agent that converts benefits requirement workbooks into platform-ready configuration, replacing a manual translation step with a reviewable, confidence-scored workflow.

Challenge

Onboarding each new employer group required implementation teams to hand-translate dense, inconsistently formatted requirement workbooks into platform configuration: slow work that did not scale with the sales pipeline, and a recurring source of configuration errors that surfaced later as member-facing problems.

Solution

Delivered an AI agent that extracts and maps configuration data from requirement workbooks into platform-ready artifacts, wrapped in a review interface with per-field confidence scoring and source traceability on every mapping.

Key Results

Cut employer-group onboarding time by roughly 80%
Reached 95.6% cell-level and 94.7% field-level accuracy against production use cases
Built a reviewer interface with confidence flags and source tracing on every mapping

80%

Onboarding Time Saved

94.7%

Field-Level Accuracy

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