Sight Machine Filler Agent

The Filler Agent generates real-time insights for Operations teams to run filling and bottling lines at optimal Availability and Throughput. Improvements at the filler translate into improvements at the line level, as this is the most critical machine in the entire bottling line. This means that even modest, single-digit improvements at the Filler can generate substantial financial benefits, often worth hundreds of thousands of dollars annually.

The Filler Agent uses a multi-agent architecture, with an orchestrator agent, a Downtime agent and a Throughput agent. Each agent uses pre-validated machine learning (ML) tools to ensure that the results are highly accurate.

The Filler Agent operates in two modes:
1. It is “always on” in the background, constantly monitoring the real-time stream of data from the manufacturing floor, identifying unusual data patterns, and sending alerts to machine operators with suggested changes

2. Engineers and operators can ask it questions—phrased in manufacturing terms, not requiring AI expertise—and it will help solve line optimization problems. In all cases, the agent is responsible for planning and executing the analytics strategy and communicating the results to the operator or engineer.

Built on Azure AI Foundry Agent Service, this agent delivers real-time insights and predictive analytics to shop floor teams through a natural language interface, without requiring data science expertise. It also supports MCP, enabling easy integration with other AI applications.