okay, so i was able to fix that issue i had, but now i have another issue, or lets say a question. so I am using a backend to fetch some data in this example I am fetching some property data and I want the user to be able to search for a property of their choosing, so my raw data is properly formatted to include things like, Property address, property price, how many rooms, how many bathrooms etc. etc. but I am thinking that - and maybe this is a limitation, but instead of having so many search criterias in my database, if I were to only limit the results by lets say number of rooms and number of bathrooms. - (so that the context is not becoming massive by fetching all data). -- but how would one go and have the model filter the raw data it received. like example; the raw data contains 20 properties that matches the users input of "show me rental properties that have at least 2 bedrooms and 3 bathrooms" which is passed back to the model. but then how would the model respond when the user says " what about properties that include parking (here the model should look at the raw data it received, and only talk about properties with parking) " or if the user asks, does this property have any additional bills ? etc. - so how can I pass the raw results to the Assistant, but not read it to the user, and get it to make its own conversation based on it ?

Hi there! 👋 I understand you're looking to have your AI assistant filter property data based on user criteria without directly exposing the raw data. I don't have specific code examples for your implementation, but I can definitely help with the approach and techniques! Here's how you can pass raw property data to your assistant and have it filter based on user criteria: ### 1. Pass the Raw Data Without Exposing It You have several options to pass the raw property data to the assistant: Using a Knowledge Base:

json
{
  "model": {
    "knowledgeBase": {
      "provider": "custom-knowledge-base",
      "server": {
        "url": "https://your-server.com/knowledge-base"
      }
    }
  }
}

This approach lets you set up a local server that manages your property data, and the assistant can query it without exposing the raw data to the user ([Discord thread](https://discord.com/channels/1211482211119796234/1211483291191083018/threads/1341914745661554788)). Using System Prompts: You can pass the property data directly in the system prompt, instructing the assistant on how to use it:

json
{
  "model": {
    "messages": [
      {
        "role": "system",
        "content": "You are a property assistant. Use the following property data to answer user queries without directly showing the raw data: [PROPERTY_DATA_HERE]"
      }
    ]
  }
}

Using Assistant Overrides:

json
"assistantOverrides": {
    "variableValues": {
        "property_data": "[YOUR_PROPERTY_DATA]"
    }
}

This allows you to pass the property data as variables that the assistant can access ([Discord thread](https://discord.com/channels/1211482211119796234/1211483291191083018/threads/1338961731367604284)). ### 2. Configure the Assistant to Filter the Data In your system prompt, include instructions for the assistant to filter the data based on user criteria: ```

https://docs.vapi.ai/workflows/ai-conditions 404 so I should use knowledge-base and not functions ?

Hey hey specialist sorry for the bad links those are AI generated and you can consider those as hallucinations.

@Specialist https://cdn.discordapp.com/attachments/1359937156319023365/1360335119365312736/message.txt?ex=67fabe4e&is=67f96cce&hm=97339724091aabaf4ac943e555e52107f3d89bf5af6e9f499e07780e9c56378a&

@Shubham Bajaj thank you, so does te first step need to be done via the API, or can I have that setup in the vapi dashboard

To help track down this issue, could you share: - What response you expected to get - What response you actually got instead This would really help us figure out what went wrong!

I thought I written about it. The timestamp and call. The transcript reads "here are a few highlights. A stunning" and it continues. However what is spoken by the agent is "here are a few highlights yi a stunning" It adds thr word YI but this is not a punctuation thing because it doesn't do this at every dot it encounters so I have no clue why it's happening

Hey Specialist, could you share another call ID? I can't help you out with this call ID as during the April 11th-13th, the Datadog was having some issues, and call logs are not visible (which you can see in the shared screenshot). Also, I would like to apologize for being delayed in responding because I was out of office for a couple of days. https://cdn.discordapp.com/attachments/1359937156319023365/1363865974331277544/image.png?ex=680796ab&is=6806452b&hm=453830eb7848620b2eac0c6263c77f98a4b6d9301cd443c269f374cbeb1ba6a4&