Argaux

Argaux partnered with Volume Nine to lead the shift to AI-driven search, using Generative Engine Optimization to turn ChatGPT into a real ecommerce revenue channel and drive a 4,000% increase in AI traffic year over year.

Glass of Red Wine on Wooden Table in Cellar

Argaux is a premium wine brand and ecommerce retailer offering a curated selection of wines from independent producers around the world. In addition to online sales, Argaux hosts wine pairing classes, offers guided tasting kits, serves as a venue in California, and provides custom corporate gifting experiences for brands and teams.

Revenue from ChatGPT
$ 0
YoY Increase in AI Traffic
0 %

Challenges

Argaux is a fast-growing ecommerce brand in a competitive space where organic visibility has always mattered. Like many brands, they started to feel pressure in 2024 as traditional organic traffic began to decline. Rankings were harder to hold. Content that once performed reliably was no longer driving the same volume or consistency.

 

At the same time, a new shift was quietly taking shape.

 

AI-driven search experiences like ChatGPT were starting to influence how people researched products, discovered brands, and made buying decisions. For Argaux, this channel wasn’t just underperforming. It was nonexistent.

 

In 2024:

  • Argaux had limited AI visibility
  • They generated zero sales from AI tools
  • AI search was not a meaningful part of their acquisition strategy

 

They needed to reverse declining organic momentum and build a more reliable, future-facing source of revenue. Not a test. Not an experiment. A real channel.

Solutions

Volume Nine partnered with Argaux to treat AI SEO and Generative Engine Optimization as its own discipline, not an extension of traditional SEO.

 

The goal was clear.

 

Make Argaux highly visible, clearly understood, and consistently referenced inside AI-powered search experiences, with a direct path to revenue.

 

Our approach focused on three core areas:

  • Content rewrites designed specifically for AI discovery, citation, and recommendation
  • Entity optimization to ensure Argaux was clearly defined, differentiated, and trusted by large language models
  • Technical changes to support AI crawlability, attribution, and proper citation across AI tools

 

Every decision was made with one question in mind.

 

“If a customer asks ChatGPT about products in this category, will Argaux show up and make sense as the right answer?”

V9 Services

  • AI SEO
  • Technical SEO
  • SEO
  • Content Strategy

Results

The impact was fast, measurable, and revenue-driven.

 

Year to date (November 2025):

  • $11,304.81 in revenue directly attributed to ChatGPT alone
  • 4,000% increase in AI traffic year over year (2025 vs. 2024)

 

Even more telling, this wasn’t just incremental traffic. AI-driven visitors behaved differently. They arrived with stronger intent and clearer expectations, turning ChatGPT into a legitimate ecommerce acquisition channel rather than a top-of-funnel curiosity.

 

In a single year, Argaux went from no AI presence and no AI-driven revenue to a channel producing real sales and consistent growth.