← All workCase studyIn-house, Sourceful2025
Riverflow

Launching Riverflow, the AI model that ranked #1 in the world on day one

How I helped Sourceful pivot from packaging sourcing to an AI packaging design tool, then launched its own image-editing model straight to the top of the leaderboard on launch day.

Client Riverflow, by Sourceful
My role Content Marketing Manager (in-house)
When 2025
Stages Foundations · Launch · Scale
(01)The challenge

Where things started

Sourceful was pivoting from packaging sourcing into AI, with two new products to take to market: an AI packaging design tool for brands, and Riverflow, its own AI image-editing model.

Existing customers knew Sourceful for sourcing packaging, not building AI, and the wider AI market didn't know it at all. Both products needed a value proposition, story and messaging built from scratch.

And they had to land in a market dominated by Google and OpenAI, where a start-up had to earn credibility fast.

(02)What I did

From strategy to launch

01

Grounded it in customers

I ran customer research, jobs-to-be-done mapping and user testing to sharpen product-market fit.

02

Repositioned the business

Using those insights, I reshaped the value proposition, product narrative and messaging for two new AI products.

03

Launched Riverflow

I led the go-to-market for Sourceful's AI image-editing model, combining a PR push with paid campaigns across social channels.

04

Turned attention into growth

I ran experiments across acquisition, retention and usage, working with Product, Design and Engineering.

(03)Results

What it delivered

#1 On Artificial Analysis's image editing leaderboard on launch day, ahead of Google's Nano Banana (October 2025)
+84% Average monthly revenue growth in the first 6 months after launch
+57% Average monthly growth in paid users in the first 6 months after launch

Source: Introducing Sourceful Riverflow 1

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