Retail Technology ISV — Production AI Assistant with Live POS Data

Live POS data. Sub-800ms responses. $200 a month to run. This isn't a POC, it's in production and it doubled their AWS consumption.

A retail point-of-sale software company wanted an AI assistant that could answer questions across a knowledge base and live transactional data, without a prohibitive infrastructure cost. VeUP scoped and shipped a production multi-source agent on Amazon Bedrock. It doubled the customer's AWS consumption post-launch.

In production

• 1–2 second end-to-end agent responses
• Sub-800ms knowledge base retrieval
• Live POS tool surface shipped May 2026
• ~$200/month base run-rate
• Doubled customer's AWS consumption post-launch

AWS Services:

Amazon Bedrock

Amazon Nova Pro

AWS Fargate

Amazon RDS

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