Project: Validate Order Integration with VAPI and Pipedream
Here's a comprehensive summary of the changes we've implemented across both Pipedream and VAPI, including the tools, workflows, and prompt updates, along with what's left to finalize the order validation system.
1. Changes in Pipedream
Workflows Created or Updated:
ValidateItem Workflow:
Purpose: Validates individual items during the ordering process by checking required options.
Endpoint: URL for calling this workflow is provided to VAPI for real-time validation as each item is added to the order.
Code Summary:
Receives
menuItemID
andselectedOptions
.Looks up required fields based on the
menuItemID
.Checks
selectedOptions
to ensure all required fields are present.Returns a 400 status if required fields are missing, or 200 if validation is successful.
OrderObject Workflow:
Purpose: Performs a final validation of the complete order, ensuring that all items have their required options correctly populated before finalizing the order.
Endpoint: URL for calling this workflow is configured to be used in the final validation step.
Code Summary:
Receives the
orderItems
list.Iterates through each item to check for missing required options based on the item ID.
Returns validation errors for any item missing required options, or a 200 status if all items pass validation.
Renaming for Clarity:
Renamed ValidateOrder to ValidateItem to clarify its function as a tool for individual item validation during the ordering process rather than validating the whole order.
2. Changes in VAPI
Tools Configured in VAPI:
ValidateItem Tool:
Purpose: Triggered each time a new item is added to the order. It validates that required options are fulfilled for each individual item.
Properties:
menuItemID
: The unique identifier for the menu item.selectedOptions
: A list of selected options to be validated against the required fields for the item.
Endpoint: Points to the ValidateItem workflow URL in Pipedream.
OrderObjectValidator Tool (Final Validation Tool):
Purpose: Performs the final validation of the entire order once all items have been added, ensuring all items have their required fields populated.
Properties:
orderItems
: A comprehensive list of all items in the order, including nested options.
Endpoint: Points to the OrderObject workflow URL in Pipedream.
Prompt Adjustments in VAPI:
Updated prompt to incorporate real-time validation and final validation steps:
- Step 3: Ask: "What would you like to order today?" and wait for the user's response.
- Step 3a: Analyze the user's response to match the closest {{ItemName}}. If there are multiple options, clarify with user.
- Step 3a1: If {{ItemName}} options = True, YOU MUST use the {{ItemName}} to retrieve the {{menuItemID}} and proceed to Step 3b.
- Step 3a2: If {{ItemName}} options = False, let the user know you are adding the requested {{ItemName}} directly to the cart and proceed to Step 4.
- Step 3b: Trigger the 'getMenuItemInfo' tool using {{menuItemID}} to fetch {{ItemName}} details and say: "I'm adding the {{ItemName}} now!"
- Step 3c: Strictly follow the instructions provided in the result to guide the user through any available options.
- Step 3d: Validate the item by calling the 'ValidateItem' tool after collecting options.
- If validation fails, ask clarifying questions based on missing requirements.
- Once validated, add the item to the order and proceed to Step 4.
- Step 4: Ask, "What else can I get for you?".
- If the user requests something else, proceed back to Step 3a.
- If the user is done, proceed to Step 4a.
- Step 4a: Perform a final validation for the entire order by calling the 'OrderObjectValidator' tool.
- If validation passes, proceed to Step 5.
- If validation fails, list missing required options and guide the user to correct them.
What's Left to Do
Testing and Validation:
Ensure both ValidateItem and OrderObjectValidator tools can handle deeply nested options and any
min
/max
requirements on options.Test both workflows for a variety of items to confirm they capture missing options accurately.
Error Handling and Re-prompts:
Finalize how VAPI handles responses with a 400 status:
Guide the user to add missing required options based on Pipedream’s response.
Implement retries in VAPI if validation fails multiple times.
Confirm Storage in Temporary Order Object:
Confirm that validated items are stored properly after passing ValidateItem checks to allow seamless use by OrderObjectValidator for the final validation.
Final End-to-End Test:
Complete a comprehensive end-to-end test, from item addition through order recap and final confirmation, to ensure the flow is intuitive and error-free for users.
Let me know if you'd like to proceed with testing or if there’s a specific step you'd like to revisit!
Here's a detailed approach to implementing error handling in the order validation flow. We'll focus on handling errors both during individual item validation with ValidateItem and during the final order check with OrderObjectValidator.
Error Handling in the ValidateItem Tool
Purpose:
ValidateItem ensures each item’s required fields are met as it’s added. When an error (400 status) occurs, we need to prompt the user to provide any missing information.
Steps for Error Handling:
Receive the Error Response from Pipedream:
If the ValidateItem workflow in Pipedream returns a 400 status, the response will include a list of
missingFields
that were not fulfilled.
Extract and Interpret Missing Information:
Extract the
missingFields
list from the response.Based on the fields missing, structure a user-friendly prompt. For example:
If the missing field is
"sauce"
, the prompt could be: "Could you please specify the sauce you’d like for your item?"
Re-prompt the User:
Return to the specific option prompt for each missing field, asking the user to select or specify the missing information.
Ensure the prompt is clear, mentioning the exact field needed (e.g., "It looks like I need the sauce choice for your Philly Cheesesteak to proceed. Could you provide that?").
Repeat Validation Check:
After collecting the required options, call ValidateItem again to confirm if all required fields are now present.
If validation passes (200 status), add the item to the order.
If validation fails again (still a 400 status), repeat the re-prompt and re-validation until all requirements are fulfilled.
Set a limit (e.g., 3 attempts) to avoid an infinite loop if the user does not provide the needed information. After three attempts, consider an escalation prompt like: "I’m having trouble collecting the required details. Would you like help with this item or to skip it?"
Error Handling in the OrderObjectValidator Tool
Purpose:
The OrderObjectValidator workflow validates the entire order’s completeness at the end. If it detects any missing fields, we’ll prompt the user to finalize missing details.
Steps for Error Handling:
Receive the Final Validation Error Response:
If OrderObjectValidator returns a 400 status, the response will contain a list of errors detailing each item with missing fields.
The structure of the response would look like:
json
Copy code
{ "status": 400, "message": "Validation failed", "errors": [ { "itemName": "Philly Cheesesteak", "missingFields": ["sauce", "side"] }, { "itemName": "Coca-Cola Freestyle Machine", "missingFields": ["flavor"] } ] }
Parse and Generate Re-prompts for Missing Fields:
For each item with missing fields, generate a prompt to gather the missing information.
Example: If the OrderObjectValidator response shows missing options for
"sauce"
and"side"
on the Philly Cheesesteak, the prompts could be:"To complete your Philly Cheesesteak, please select a sauce."
"Could you also choose a side for your Philly Cheesesteak?"
Re-validate the Order:
After re-collecting all required fields for each item, run OrderObjectValidator again to confirm if the order now meets all requirements.
If validation passes (200 status), proceed with the order confirmation.
If validation fails again (400 status), provide a more direct message or escalate as needed, such as: "I’m still missing some information to complete your order. Would you like to review your items with me?"
Implementing a Response Structure in VAPI
To ensure the validation process and error handling flow smoothly:
Response Handling Logic:
Create response-handling logic within VAPI to distinguish between a 200 (success) and a 400 (error) status from Pipedream.
For a 400 status, parse the
missingFields
to format user-friendly prompts.
Retry Count and Escalation:
Set a retry counter to limit the number of re-prompt attempts to the user. If a user reaches the retry limit without fulfilling the missing fields, escalate the prompt or offer to skip the item.
Example logic:
javascript
Copy code
let retryCount = 0; const maxRetries = 3; while (response.status === 400 && retryCount < maxRetries) { // Re-prompt for missing information // Collect user input and re-validate retryCount++; } if (retryCount === maxRetries) { // Escalate or offer alternative options }
Confirmation and Completion:
Once all items are successfully validated, confirm with the user that their order is complete and ready for processing.
At this point, proceed to the final summary and SMS confirmation if all fields are validated successfully.
Testing Recommendations
Test Scenarios for ValidateItem:
Test with various items, some with missing fields and some complete, to ensure it prompts correctly based on missing fields.
Test multiple validation failures and observe if the tool escalates or prompts as expected.
Test Scenarios for OrderObjectValidator:
Test with full orders where some items have incomplete fields.
Ensure re-prompts collect and update information correctly for final validation.