BizGen

Overview

BizGen is an AI image generator that specializes at making slides and infographics from long-form text. Almost like full-on article length. Most other tools mess up when the image gets busy—letters get scrambled or the layout turns weird. But not BizGen, it keeps the spelling right and the boxes clean even when you throw 30+ text regions at it.

The product is a team effort between Tsinghua University Microsoft Research Asia Brown University and University of Liverpool. If you’ve seen tools like LayoutLM or Visual ChatGPT yeah same folks helped with this one.

Huge image dataset. They cooked up Infographics-650K a monster collection with over 650000 examples in 10 languages. That means the AI knows what real infographics are supposed to look like.

Layout-Guided Cross Attention. Sounds fancy but it just means the AI breaks your long text into chunks and matches each part to a layout box. So it doesn't get confused and your design comes out clean and sharp.

It’s good for stuff like

Business reports. Clean charts sharp numbers text that lines up

Marketing decks. Tell your product story without 20 rounds of edits

Education. Make explainer visuals that don’t fry your brain

Visual storytelling in different languages. Yeah it works in 10 of ‘em