AI agents that monitor and optimise your operations — supply chain visibility, predictive analytics over BigQuery, and computer vision quality control powered by Vertex AI and Gemini.
Operations teams need to see problems before they spread. These three agents combine BigQuery data with Vertex AI and Gemini to forecast, detect and inspect.
The Supply Chain Intelligence Agent correlates logistics signals, weather, supplier patterns and other events to predict disruptions and recommend re-routing. The Predictive Analytics Agent grounds operational forecasts in BigQuery data, covering demand sensing, churn prediction and equipment failure forecasting with Vertex AI AutoML. The Quality Control Vision Agent uses Vertex AI Vision AI and Gemini multimodal models to detect defects in manufacturing and logistics.
Delivery ranges from 4 to 6 weeks for the predictive and vision agents to 6 to 8 weeks for supply chain, which includes data source integration and model training.
| Agent | Problem it addresses | Works from | Main Google Cloud services | Typical delivery |
|---|---|---|---|---|
| Supply Chain Intelligence | Disruptions are noticed after they hit operations | Logistics signals, weather, supplier patterns, real-time data | Vertex AI Agent Builder, BigQuery ML, Dataflow, Pub/Sub, Gemini | 6 to 8 weeks |
| Predictive Analytics | Forecasting is slow, manual and based on stale data | BigQuery operational data | BigQuery, Vertex AI AutoML | 4 to 6 weeks |
| Quality Control Vision | Defects reach customers | Images and video from production and logistics lines | Vertex AI Vision AI, Gemini multimodal | 4 to 6 weeks |
Start where a missed signal costs the most and the data already exists. Manufacturers tend to begin with quality control vision, distributors with supply chain intelligence, and data-led teams with predictive analytics.
The standard plan includes data source integration and BigQuery ML model training, then agent logic and routing recommendations, then testing and go-live.
Demand, churn and equipment failures, based on your BigQuery data.
The vision agent needs images or video of what you want to inspect. We confirm your capture setup during scoping.
Each agent is delivered as a fixed-price build, scoped on a 30-minute call.
Book a 30-minute scoping call. We will identify the right operational use case and give you a fixed-price delivery plan on Vertex AI.