From zero to $10K MRR with a white-label AI sales platform

From zero to $10K MRR with a white-label AI sales platform

How a specialty retail software company built a white-label AI chatbot platform — scaling from $0 to $10,000+ MRR with 100+ deployments and a 12.6x ROI for top-performing locations.

Challenges

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Specialty retailers needed an affordable, scalable AI sales assistant — but no plug-and-play solution existed for their vertical.

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The client had pre-sold customers waiting before the product was built, creating an immediate delivery deadline.

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Each retailer had unique inventory systems and product catalogs requiring flexible integration architecture.

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The platform needed to support white-label customization, multi-language capability, and e-commerce checkout integration simultaneously.

Our solution

We designed and built a white-label AI chatbot platform that any retailer could deploy and brand as their own — powered by GPT and integrated with the major e-commerce systems in the sector.

A three-question product selection flow drove personalized recommendations, reducing purchase friction and lifting both cart value and conversion rates from day one.

White-label platform with no-code customization

Each retailer gets a branded chatbot they can configure without engineering — logos, tone, product catalog, and messaging all customizable per location.

Three-question guided selection engine

A simple three-step questionnaire surfaces personalized product recommendations, reducing decision fatigue and lifting cart value by 28% on average.

E-commerce platform integrations

Native integrations with Dutchie, Treez, and iheartjane mean the chatbot works within the retailer's existing checkout stack — no custom API work required per deployment.

50+ languages and analytics connectivity

Multi-language support and Google Analytics and CRM connectivity are built into the platform baseline — every deployment gets them automatically.

The results

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12.6x ROI

Top-performing locations delivered a 12.6x return on their platform investment.

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$0 to $10,000+ MRR

The platform scaled from zero to over $10,000 in monthly recurring revenue.

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100+ deployments

More than 100 white-label chatbots were deployed across the platform, collectively engaging 23,600+ users.

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28% cart value increase

AI-guided product selection drove a 28% lift in average cart value across platform locations.

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15% cart abandonment reduction

Conversational checkout assistance reduced cart abandonment by 15%.