Multimodal Stack | ModelRefs Workflows

Overview

Multimodal workflows combine vision, audio and text models behind a unified pipeline. Use this stack when the input or output is not purely text: documents, invoices, screenshots, product images, calls and meetings.

Workflows in this stack

Document Intelligence — Document intelligence turns PDFs, scans and forms into structured data.
Multimodal Assistant — A multimodal assistant accepts images, audio and text and produces grounded answers, edits or generations.
Landing Page Generation — Generate persona-specific landing pages from a single canonical product description with A/B-ready variants.
Ad Creative Generation — Produce on-brand ad creative -- copy + image variants -- for paid social and search, with brand-safety guardrails.
Documentation Generation — Generate and maintain API and architecture docs from source-of-truth code, schemas and PR history.
Document Processing — OCR, classify and extract structured fields from operational documents with confidence-based human review.
Invoice Extraction — Extract candidate fields from authorized PDF and email invoices with source traceability, validation rules, and human review before AP use.
Video Script Generation — Video script generation takes a product brief and produces a structured script grounded in approved positioning documents.
AP Automation — Support accounts-payable intake, matching, exception routing, and approval preparation while keeping payment authorization and release under accountable human controls.
Radiology Report Drafting — Draft radiology reports from image-derived findings with structured templates and radiologist sign-off.

Continue your research

Use these connected ModelRefs sections to compare alternatives, inspect implementation paths, and review the evidence and governance boundaries relevant to Multimodal Stack.