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Eric_CajadaE
Voiceflow Partners•6mo ago•
2 replies
Eric_Cajada

“How to Structure Voiceflow Flows for Large Image-Based Catalogs

So I've got a challenge in front of me...

I’m building a conversational assistant for a client that sells 200+ appliances (TVs, air conditioners, fridges, microwaves, stoves). Instead of using a structured database, we’ll be manually uploading the product posters into Voiceflow using card/carousel blocks (each poster already has price, model, and size).

My approach so far:

Create category-based flows (e.g., TVs, ACs, etc.).

When the user asks for a category (e.g., “Show me TVs”), I route them into a card/carousel block that displays the right set of posters.

Add clarifying questions (for TVs: “What size?”) to route to the correct subset of images.

If the request is unclear or filters don’t match, I plan to fall back to showing all posters for that category so the conversation never stalls.

Allow topic switching mid-conversation (e.g., “Actually, show me microwaves”) without breaking the flow.

My question 🙏:
👉 What’s the best practice in Voiceflow for managing a large number of manually uploaded card images? (I saw something about OCR + tagging layer outside of Voiceflow and expose it via a custom API)

Is there a cleaner way to structure and scale this so it doesn’t become unmanageable with 200+ images?

Any tips from the team (or @Braden (Voiceflow CEO) ) on keeping this architecture scalable? I feel like uploading the images manually is not going with an "AI" approach.
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# Let your agents search the web 🔎 Hey everyone! We just released the web search tool for the agent step! Your agents can now automatically search the web for information, letting your agent supplement the LLM's knowledge and the data in its knowledge base with live, up-to-date information. Plus.... * You can restrict searches to specific domains, so your agent only searches sites that you own * This is a tool, so you remain in control of when the agent searches the web * Results are automatically summarized in a way that your agent can automatically understand Under the hood, we're using OpenAI's web search API. Give it a try, and let us know what you think! https://docs.voiceflow.com/changelog/native-web-search-tool

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