Riverflow 2.0 models

State-of-the-art image and editing models that self-correct.

Photorealistic output, 100% product resolution, font-control and more.

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Built for accuracy

Consistently create imagery with accurate product details.

Super-resolution identifies where text is broken or hallucinated within an image, and uses a reference image to correct it. This works for detailed labels, multi-product shots and complex lifestyle scenes.

Production-grade consistency

Consistent style applied across product imagery with unified lighting and colour.

Style Summary: Blurred Leaning.
A warm, polished studio look built around a bold geometric split of soft beige and deep brown, with rich, vivid colour and smooth, diffused lighting. The overall feel is refined and modern yet tactile and filmic, cleanly composed, warmly lit, and textural, with controlled contrast and subtle analog grain.

With built-in context awareness

Context-aware ad imagery with consistent branding and messaging.

Create an ad for Optiva gummies. Show a warm brown gradient background with soft directional studio lighting, featuring a canvas gym bag with the provided Optiva tub clearly visible alongside a towel, green apple, stainless steel bottle and chrome dumbbells arranged naturally; calm, grounded wellness lifestyle composition with realistic materials and soft shadows; minimal modern sans-serif headline centered above reading “FUEL YOUR DAY NATURALLY” with the words FUEL and NATURALLY placed inside rounded pill shapes with white stroke; OPTIVA logo placed cleanly at the bottom of the image.

Compare the Riverflow 2.0 models

Two models, each built for different demands.

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[PRO]

State of the art model designed for quality and consistency. Strongest performance with rendering text, following prompt instructions and generating high levels of realism. Supports all of Riverflow’s additional features - font-control and super resolution.

Ranked #1 for image editing and image generation as of 2nd Feb 2026.

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[FAST]

Lower latency, lower cost model built for rapid but high quality design iteration. Supports all of Riverflow’s additional features - font-control and super resolution.

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Available today via select distribution partners and enterprise deployments.

Partners

Integrate via our Day 0 distribution partners - such as Replicate, Runware and OpenRouter; also available in Weavy and Flora

Enterprise

For larger organizations looking to integrate the Riverflow system into existing workflows; custom training of the model also available on request

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Platform

Access our production platform for photoshoot and ad content. Define visual standards, train your own judges and scale content with confidence.

Optimised for consumer products brands & agencies

Private BETA access upon request.

API

API to quickly access and integrate the Riverflow models directly.