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Riverflow research

Explore the models, systems and creative workflows behind Riverflow. Read the research, inspect examples and find current access options.

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SuperAgent turns a lime soda campaign brief into a coordinated set of product images

SuperAgent

SuperAgent is now in beta. A creative agent built to understand your brand, create visuals and rollout your brand world across all your products and formats.

Jake Cleaver avatar

Jake Cleaver

September 23, 2026
A shampoo bottle surrounded by cream and blue tiles transitioning into Mediterranean water

The EU AI Act Does Not Count Pixels

Does your AI-generated product image need a label?

Wing Chan avatar

Wing Chan

August 7, 2026
Riverflow 2.5 product creative generated from product, brand, and judge inputs

Riverflow 2.5

Explore custom judging, font control and multi-step image editing through Riverflow 2.5 examples.

Wing Chan avatar

Wing Chan

June 5, 2026
Riverflow Batch creative production workflow

Introducing Riverflow Batch

See how Riverflow Batch applies AI-powered edits across asset sets, with output review built into the workflow.

Wing Chan avatar

Wing Chan

May 7, 2026
Sourceful and Propelis partnership announcement

AI at Enterprise Scale

A new partnership with Propelis to explore scalable, brand-aware content production in CPG.

Oscar Vallance avatar

Oscar Vallance

April 13, 2026
Hype-Edit-1 benchmark

Hype Edit 1 Benchmark

Hype-Edit-1 introduces a new reliability benchmark for frontier image editing models, helping teams compare instruction-following and edit consistency.

Richard Allen avatar

Richard Allen

February 2, 2026
Riverflow 2.0 is here

Introducing Riverflow 2.0

Explore the Riverflow 2.0 launch research on reliability, font control and detail preservation.

Wing Chan avatar

Wing Chan

February 2, 2026
Person drinking a Berry Riot can against a purple and pink background

Introducing Sourceful Riverflow 1

Read the original Riverflow 1 research on reasoning-led image editing for branded creative.

Wing Chan avatar

Wing Chan

October 14, 2025
3D image of pouch packaging with flat 2d artwork extracted

2D Artwork Extractor

The world’s first 2D artwork extractor from AI-generated packaging mockups.

Wing Chan avatar

Wing Chan

March 21, 2025
Images generated using Spring 3.5 Pro and Spring 3.5 Turbo in March 2025

Spring 3.5 Release

Sourceful research presents Spring 3.5, a family of packaging specific models including Spring 3.5 Pro and Spring 3.5 Turbo, specifically for highly realistic creative concepting for packaging designers. achieving SOTA results in the packaging design domain.

Wing Chan avatar

Wing Chan

March 21, 2025