Optimize AI Agent based on insights from your ticketsUpdated 2 days ago
You can improve AI Agent’s performance and increase its ability to successfully automate tickets by reviewing the Optimize page.
On the Optimize page, you can explore tickets grouped by intent (the reasons your customers contact you). For each intent, you can see AI Agent’s success rate, its average CSAT score, and review previous tickets that the AI either automated or handed over to your team.
You can then use these insights to identify gaps in AI Agent’s knowledge and improve its setup to better answer common inquiries from customers. As you make improvements, you can return to the Optimize page to see how your changes improve the AI’s ticket coverage and success rate.
Requirements
- You must have an active Automate subscription
- You must have Lead or Admin permissions
Filtering and reading data
On the Optimize page, you can filter data by date range and interact with various metrics to review tickets or drill down for more detail.
- Open the Optimize page → select AI Agent from the main menu, then select Optimize under one of your connected stores
- Filter by date → use the Date filter to adjust the results on the page
- Choose a preset date range (either Past 7 days or the Last week starting on Sunday or Monday)
- Or use the calendars to select custom dates within a 7 day period
- Review Tickets → select metrics like Coverage rate to see a list of tickets including their intent and outcome
- Next to each intent, select Tickets to see all AI Agent tickets associated with the intent
- Drill down on intents → select any intent to see more granular ticket topics detected by AI Agent
Review AI Agent’s overall performance
You can access the Optimize page by going to AI Agent from the main menu, then selecting Optimize. At the top of the page, you can review key metrics to understand AI Agent’s performance.
Over time, you can use the performance section to measure how improvements to AI Agent’s knowledge sources and setup affect its ticket coverage, the volume of automated interactions, success rate and CSAT.
Here are details about each of the 4 performance metrics:
- Coverage rate → the percentage (%) of your store’s total tickets that AI Agent attempted to respond to
- This metric can include tickets that AI Agent directly responded to, as well as tickets that the AI immediately handed over because of a listed handover topic in your settings.
- Connect AI Agent to Email and Chat to increase your coverage rate
- Automated interactions → the number of interactions that AI Agent fully automated without agent intervention
- learn about Automated interactions
- Success rate → of the tickets that AI Agent has covered, the percentage (%) that were fully automated
- Add knowledge, Guidance, and connect AI Agent to other apps to increase the the number of tickets AI Agent can fully automate
- Customer satisfaction → the average CSAT score for tickets that AI Agent handled and for which shoppers gave a rating
- this metrics include any tickets for which a survey was sent within your selected timeframe
- CSAT surveys are sent after a ticket has been closed
Explore AI performance by ticket intent
Exploring intents helps you assess how AI Agent performs on each of the reasons your customers contact you.
From here, you can identify opportunities to improve AI Agent’s coverage (the % of total tickets it handles), as well as its success rate (the % of tickets for each intent the AI successfully automates).
For each intent in the table, you can review:
- Success rate uplift opportunity → an estimate of how much AI Agent’s success rate could increase if you improve how it responds to shoppers with a specific intent
- Example: if AI Agent has 100 tickets total and the
order/status
intent has 15 tickets that have not been automated, then the uplift opportunity is 15%
- Example: if AI Agent has 100 tickets total and the
- Tickets → the number of tickets AI Agent handled with the intent
- Click on the number of tickets to open an expanded list of all the tickets AI Agent handled with the intent
- Select Download all tickets to export a
.csv
file and review ticket data in a spreadsheet
- Success rate → the % of tickets with the intent that AI Agent fully automated
- learn about Automated interactions
- Average CSAT → the average CSAT score given to AI Agent for tickets with the intent
- Drill down for details → select any intent to see more granular ticket topics detected by AI Agent
- For example, you may have a lot of
Return/Request
tickets, but you want to understand what topics are driving returns - Here you can see detailed ticket topics like “I ordered the wrong size” or “product description is wrong”
- Some tickets may initially be classified as
Other
. Over time, they may be grouped into more specific topics as AI Agent learns from past tickets
- For example, you may have a lot of
Intents detected by AI Agent
AI Agent uses the AI Intent managed ticket field to automatically detect and assign an intent to each of the tickets that it handles. You can find the full list of intents below:
Intent category/subcategory | Description |
Account/Deletion | Requests to delete an account and associated data |
Account/Login | Problems accessing an account |
Account/Registration | Issues related to account creation, welcome emails, or initial setup problems |
Account/Update | Requests to change or update account information such as email, name, address, or other personal details |
Account/Other | Miscellaneous account-related inquiries not covered by other subcategories |
Exchange/Request | Requests to initiate a product exchange |
Exchange/Status | Questions about ongoing exchange progress |
Exchange/Other | Miscellaneous exchange-related inquiries not covered by other subcategories |
Feedback/Negative | Negative comments about products or services |
Feedback/Positive | Positive comments about products or services |
Feedback/Other | General feedback or comments that don't clearly fall into positive or negative categories |
Marketing/Advertising | Promotional content or advertising proposals |
Marketing/Collaboration | Partnership or influencer collaboration proposals |
Marketing/Unsubscribe | Requests to change marketing communication settings, including opting out of mailings or emails |
Marketing/Other | Miscellaneous marketing-related inquiries not covered by other subcategories |
Order/Canel | Requests to cancel an order |
Order/Damaged | Reports of damaged or broken items received |
Order/Edit | Requests to modify order details |
Order/Missing Item | Reports of items missing from delivery |
Order/Payment | Issues or questions about order payment |
Order/Replacement | Assistance with placing a new order |
Order/Refund | Requests for refunds on orders or products |
Order/Status | Questions about order status or tracking information |
Order/Wrong Item | Reports of wrong items in the delivery |
Order/Other | Miscellaneous order-related inquiries not covered by other subcategories |
Product/Availability | Inquiries about product stock or restocking |
Product/Customization | Inquiries about options for personalizing or modifying the product |
Product/Details | Inquiries about product details, features, materials, or technical information |
Product/Quality Issues | Reports of product defects, malfunctions, or performance issues |
Product/Usage | Requests for information on how to use, maintain, or get the most out of the product |
Product/Other | Miscellaneous product-related inquiries not covered by other subcategories |
Promotion & Discount/Information | Questions about current promotions or discounts or coupons |
Promotion & Discount/Issue | Problems applying promotions or discounts or coupons |
Promotion & Discount/Other | Miscellaneous promotion or discount-related inquiries not covered by other subcategories |
Return/Information | Questions about return policies |
Return/Request | Requests to initiate a product return |
Return/Status | Questions about ongoing return progress |
Return/Other | Miscellaneous return-related inquiries not covered by other subcategories |
Shipping/Change Address | Requests to update delivery address |
Shipping/Delay | Concerns about delayed package arrival |
Shipping/Delivered Not Received | Questions about orders marked as delivered but not received by customers |
Shipping/Information | Questions about shipping policies, pricing or processes |
Shipping/Other | Miscellaneous shipping-related inquiries not covered by other subcategories |
Subscription/Cancel | Requests to end a subscription service |
Subscription/Information | Questions about subscription terms, benefits, or processes |
Subscription/Modification | Requests to change subscription details |
Subscription/Other | Miscellaneous subscription-related inquiries not covered by other subcategories |
Warranty/Claim | Requests to make a warranty claim |
Warranty/Information | Questions about warranty terms or coverage |
Warranty/Other | Miscellaneous warranty-related inquiries not covered by other subcategories |
Wholesale/Information | Questions about wholesale processes, pricing, or policies |
Wholesale/Other | Miscellaneous wholesale-related inquiries not covered by other subcategories |
Other/No Reply | Messages from customers not requiring a response |
Other/Spam | Spam messages |
Other/Other | Inquiries not fitting other categories |