Multimodal apps

Give your application a wider view.
Built on your terms.

Combine text with images and documents to answer questions that language alone cannot resolve. Build around the input formats and grounding requirements of your use case.

Visual document extractionImage Q&AChart understanding
AN ARCHITECTURE TO BUILD ON

A deliberate workflow.

01

Prepare the input

Validate file types and size limits. Preserve readable text and relevant visual details when resizing images or splitting documents.

02

Ask for grounded output

Specify which image or document supports the task. Ask for evidence and a structured response that your application can validate.

03

Handle uncertainty

Use an explicit path for unreadable or ambiguous content. Route low-confidence cases to a user review rather than silently filling gaps.

BUILD YOUR SHORTLIST

Start with the right strengths.

Compare these families

A starting shortlist for evaluation, not a benchmark ranking. Choose specific versions against your own workload.

YOUR NEXT CHAPTER

Build without boundaries.

Find your model. Connect your stack. Make something that matters.

Start building