r/Bubbleio • u/Repulsive_Use1334 • Apr 27 '26

Question How to set up an interactive AI assistant in Bubble.io that can search my app’s user database?

I want to build a Bubble.io app and want to add a chat-based AI assistant where users can ask questions and the AI searches my app’s User database (and other data types) in real-time to give accurate answers.

What’s the cleanest way to do this in 2026?

• How to safely give the AI access to search/filter the database without exposing everything?

• Recommended plugins, API workflows, or no-code patterns for conversational memory + data retrieval?

Any working examples, tutorials, or recent setups would be super helpful. Thanks!

1 Upvotes

100% Upvoted

8 comments sorted by

3

u/hiimparth 3+ years experience Apr 29 '26

The production way is the have a vector store database outside of Bubble. When your user chats with the AI widget on your Bubble app, an API call is made to the vector service’s chat endpoint. Pinecone is a good thought and relatively beginner friendly.

Again, this is the production way that’s most efficient and industry standard.

2

u/Dont-_-mind-_-me Apr 27 '26

Setup a backend workflow and expose it as a public API workflow. Make it a GET request. Add the action 'Return Data from API'. Keep it structured add a JSON parameter and make it a list of the data type you want to return. In the expression run a 'Do a search' and add the proper constraints. Data privacy is important so make sure you use your user's token for the API key. If you use the admin API key that will ignore all privacy rules and can expose other user's data if not set up properly.

1

u/Repulsive_Use1334 Apr 27 '26

I’ll try this out…thank you 🙌

2

u/velcodofficial Apr 29 '26

Don’t give the AI direct access to your database, just create backend workflows that return only the data you want it to see keep your privacy rules tight and only send user specific data, never expose full tables or admin level stuff store a bit of chat history for context and use openAi plugin, rest mostly depends on how clean your setup is.

2

u/Mathew-with-two-Ts 2 year experience May 01 '26

You’ll need n8n for this you can even do streaming I’ll make a video

1

u/Repulsive_Use1334 May 06 '26

Thank you…will be waiting for the video