Ticket deflection means helping someone get an answer without opening a support ticket. AI can do that through useful self service, product answers, and supported automated conversations. Hiding the contact button also reduces tickets, but it does not mean customers got help.
For an ecommerce business, the useful goal is fewer avoidable contacts and less repeated work while customers still get the help they need. Measure the outcome, not just the size of the inbox.
What should you automate first?
Start with questions that have a current, approved answer. Shipping coverage, product use, sizing guidance from a real chart, and basic policy explanations are common candidates. Order status needs a working lookup and an appropriate private channel.
Policy exceptions, unresolved complaints, and requests requiring judgment need a route to your team. Deflection is not the goal for every request. A well handled escalation is useful support.
Deflection, automation, and resolution are different counts
Agree on definitions before comparing results
- Self service completion
A practical definitionA customer finds a useful answer without contacting support
What it does not establishA page view alone does not establish completion
- Automated handling
A practical definitionAn agent handles a defined part of a conversation
What it does not establishThe request may still need a person
- Resolution
A practical definitionThe customer's request is completed under your agreed rule
What it does not establishA vendor's billing definition may use different criteria
- Repeat contact
A practical definitionA customer returns about the same unresolved issue within a defined period
What it does not establishA new question should not automatically count as a failure
| Measure | A practical definition | What it does not establish |
|---|---|---|
| Self service completion | A customer finds a useful answer without contacting support | A page view alone does not establish completion |
| Automated handling | An agent handles a defined part of a conversation | The request may still need a person |
| Resolution | The customer's request is completed under your agreed rule | A vendor's billing definition may use different criteria |
| Repeat contact | A customer returns about the same unresolved issue within a defined period | A new question should not automatically count as a failure |
Choose a review period that fits the issue. A delivery question and a product care question may need different follow up windows. Record the rule so a later report uses the same definition.
How SmartReply fits the workflow
SmartReply can answer supported questions where they arrive, including social conversations and Shopify website chat. That can help before a shopper opens a separate support request. Start with the product or policy facts the agent needs and test the complete exchange.
A public question may need a short answer. An account specific issue may need private support and a supported lookup. A return request may need an approved action or a person. Configure these paths deliberately rather than treating every message as another FAQ.
Use the knowledge base preparation guide for answer sources and WISMO guide for order status work. The Control Panel guide explains how SmartReply's automation controls affect execution.
A simple way to review the result
Take a sample of eligible conversations and label each one: resolved by automation, escalated appropriately, answered incorrectly, or outcome unknown. Count unknown outcomes separately. Silence after a reply is not always evidence of satisfaction.
For a hypothetical sample of 100 eligible questions, suppose 60 are confirmed complete without a person, 25 are handed off, 10 remain unknown, and 5 are wrong. You can report 60 confirmed automated completions. Calling all 75 conversations without a handoff successful would include unknown and wrong answers.
This is an example of measurement, not a SmartReply performance claim. Use your own conversation review and include the staff time spent checking and correcting results.
Reduce the reason people need help
If the same sizing question keeps coming up, improve the size information. If customers cannot find tracking, improve the notification and tracking route. Your support conversations can reveal a fix that prevents the question entirely.
Compare similar request types before and after a change. Keep an eye on repeat contacts and complaints. Lower ticket volume is useful when it accompanies better customer outcomes and less work for the team.
Try one repeated question in SmartReply. Use the trial checklist to test accuracy and handoffs before expanding.