• Pfizer receives complaints when issues arise during shipment.
• These complaints are large PDFs containing embedded images.
• For instance, if vials within a shipment are broken, the complaint document will include pictures of those vials, potentially showing their labels.
• Our goal is to create a system where users can search for specific labels, and the corresponding images should be retrieved.
• Additionally, if users search for terms like ‘broken vials,’ relevant images should also appear in the search results.

SOLUTION DEPLOYED

• Extracting Broken vials images from Shipment Pdf.
• Indexing images and Creating Embedding for images using Custom Open AI LLM CLIP Image Embeddings Model.
• Storing vector embeddings of images in vector store using RAG framework.
• Enabling User to search image via LLM Prompt and RAG using Lang Chain.
• Based on search, Retrieving images from Vector store and Estimating Damages using Custom Open AI based VAQ Model (GPT 4-Vision).
• Finally providing Damage Estimation to End user in Real time as part of Search.

• Powered by the Weave Agents marketplace
• Cloud native, plug and play agent architectures
• Built in security, compliance, and audit readiness
• Predictable timelines and outcomes

• Define the use case Business problem, success metrics, and scope are clearly defined.
Compose with Weave Agents
• Relevant agents are selected from the marketplace and configured for the workflow. Orchestrate and integrate
• Agents are coordinated across enterprise systems, data, and tools. Test and stage
• Validation, governance checks, and performance testing are applied. Deliver a shippable POC
• A demo ready, production aligned proof is delivered within four weeks.
• Each POC is built on reusable agent templates, orchestration patterns, and components. This means every investment compounds instead of resetting with each new idea.

• Define the use case Business problem, success metrics, and scope are clearly defined.
Compose with Weave Agents
• Relevant agents are selected from the marketplace and configured for the workflow. Orchestrate and integrate
• Agents are coordinated across enterprise systems, data, and tools. Test and stage
• Validation, governance checks, and performance testing are applied. Deliver a shippable POC
• A demo ready, production aligned proof is delivered within four weeks.
• Each POC is built on reusable agent templates, orchestration patterns, and components. This means every investment compounds instead of resetting with each new idea.