OPLOG builds AI agents on Amazon Bedrock AgentCore to automate business intelligence across sales pipeline, data quality, and prospect research

OPLOG, a fulfillment company operating across Türkiye, the United Kingdom, and Germany, deployed three AI agents using Amazon Bedrock AgentCore and the Strands Agents SDK to process business data autonomously: the Deal Analyzer Agent validates sales deals against methodology on a schedule, the Sales Coach Agent enforces data quality standards in real time when deal stages change, and the Lead Insight Agent analyzes new marketing leads across six social media platforms (Instagram, LinkedIn, Facebook, YouTube, Twitter, TikTok) to assess Ideal Customer Profile fit.

Each agent uses Anthropic's Claude Sonnet for inference deployed through Amazon Bedrock, integrates with Hubspot CRM and Microsoft Teams via AWS Lambda and webhooks, and retrieves context from sales playbooks and methodology documents stored in Amazon S3 using Amazon Bedrock Knowledge Bases (a retrieval-augmented generation system). AgentCore Runtime scales automatically and charges only per agent execution with no infrastructure management required.

OPLOG reports measurable business outcomes: 35% reduction in sales cycles, 91% improvement in CRM data completeness, and 98% reduction in manual research time. Previously, weekly manual reports missed 60% of opportunities because deals had already progressed or stalled by the time analysis was complete.