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John S.
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Hello John, Could you also share a few technical details:
1. What technology stack currently powers your marketplace, and do you already have APIs for products, inventory, pricing, and orders?
2. Do you have an existing customer/data platform that the AI assistant should connect with?
3. For the first release, which AI capabilities are the highest priority: conversational shopping, recommendations, product comparison, or automated support?
4. Are you planning to use a specific AI/LLM provider, or would you like us to recommend the best option?
5. Will the assistant need to support multiple languages or channels such as web, mobile, or WhatsApp? -

-/ Could you share your existing shop/marketplace URL and current technology stack?
-/ Approximately how many products, categories, and monthly customers do you currently have, and what scale are you expecting after expansion?
-/ Do you want recommendations to become personalized using browsing history, purchases, preferences, wishlists, and cart activity?
-/ Should the AI also handle order tracking, returns/refunds, FAQs, product compatibility, upselling/cross-selling, and human-agent handoff? -

Could you please share the existing system, required AI features, and preferred tech stack so I can better understand the project scope?
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Please clarify the following questions:
1. Could you share more details about your existing online marketplace, including the current technology stack, product/catalogue size, traffic volume, and whether APIs are already available for products, orders, customers, and inventory?
2. Which AI capabilities are required in the initial phase — for example, conversational product search, personalized recommendations, product comparison, AI customer support, visual/image search, or voice-based shopping?
3. Should the AI shopping assistant be integrated directly into your existing marketplace, or are you looking to build a separate AI platform that can eventually serve multiple storefronts/channels?
4. Do you already have a preferred AI/LLM provider (OpenAI, Anthropic, Gemini, or a self-hosted model), cloud infrastructure, and development team structure, or would you like the selected team to recommend the complete architecture and technology stack? -

Hello John,
What platform is the current site built on where the AI assistant needs to reside on?
Robert.