Evaluate Your Multimodal Agent

This recipe helps you evaluate agents that process images, audio, PDFs, or other non-text inputs.

Step 1: Identify Modalities

Read the codebase to understand what your agent processes:

• Images: classification, analysis, generation, OCR
• Audio: transcription, voice agents, audio Q&A
• PDFs/Documents: parsing, extraction, summarization
• Mixed: multiple input types in one pipeline

Step 2: Read the Relevant Docs

Use the langwatch CLI to fetch the right pages: