AWS (Amazon Web Services) has explained how Bluesight developed Prism, an AI layer that connects hospital pharmacy and compliance data across its product suite.
Prism Assistant for ControlCheck has reached general availability and operates across 20 health systems, according to AWS vendor statements. Meanwhile, a multi-product agent for 340B Group Purchasing Organisation (GPO) compliance remains scheduled for release later in 2026.
The project addresses a data-intensive process that hospital pharmacy teams often conduct manually. AWS says a single 340B covered entity can spend more than 4,000 staff hours each year reviewing whether GPO drug purchases qualify for an exception. Staff must compare purchase data with US Food and Drug Administration shortage notices, American Society of Health-System Pharmacists records, days-on-hand inventory, machine learning shortage forecasts, and back-order reports from other hospitals.
ControlCheck agent reaches 20 hospital health systems
Bluesight started with ControlCheck, its controlled-substance monitoring product. Hospital diversion teams use ControlCheck to identify unusual medication transaction patterns, but compliance staff still needed to assemble reports, review dashboards, and correlate findings manually.
Prism Assistant gives users a conversational interface that can query ControlCheck data, produce charts, and generate report material. AWS claims Bluesight built the first version during a three-day Experience-Based Acceleration engagement in September 2025, with eight Bluesight engineers working alongside seven AWS specialists. TechForge Media notes that while these rapid development timelines highlight the agility of the tools, they remain vendor-reported metrics pending independent verification from the active health systems themselves.
The team used Strands Agents with Amazon Bedrock and hosted the application through Amazon Bedrock AgentCore Runtime. AgentCore Gateway exposed more than 10 ControlCheck APIs as MCP tools, allowing the agent to discover and call them during a user request.
Crucially, Bluesight avoided direct database access for the language model. Its engineers wrapped existing ControlCheck API endpoints in AWS Lambda functions that return structured data suited to agent processing. The company kept business logic inside its application layer, while the agent interpreted questions, selected tools, gathered records, and presented results.
AWS reports that design reduced query latency from five minutes to 10 seconds. The deployment also included a frontend with chart generation, observability controls, cost attribution, encryption, authentication, and infrastructure-as-code.
“This is exactly what diversion program leaders have been waiting for—it gets them to answers faster and takes the manual grind out of every investigation,” said Samir Neyazi, Director of Product Management at Bluesight.
Bluesight deployed the service within a virtual private cloud and reached general…
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