70–80% of complaints are identical
Think about the last 50 complaints your store received. How many of them are asking the same thing?
- "When will my order arrive?"
- "I want to swap this for a different size."
- "How do I return the item?"
- "I didn't get a confirmation email."
- "I received the wrong product — what do I do?"
Research in e-commerce shows that between 70 and 80% of all complaints fall into a handful of routine categories. Answering them doesn't require judgment, experience, or empathy. It takes information — and the right action.
This is exactly where an AI agent makes the decisive difference.
How the AI agent works in practice
An AI agent isn't a regular chatbot with pre-set answers. It connects in real time to your order management, warehouse, and logistics systems to:
Check and inform automatically: "Order #4821 was shipped on 06.06 and is expected on 08.06. Here's the tracking link."
Initiate a swap or refund: The customer wants size L instead of M — the agent checks availability, generates a return label, and confirms the exchange. All automatically, without a staff member involved.
Answer routine questions: Return policy, deadlines, payments — the agent gives the exact answer instantly, 24/7, with no queue and no waiting.
Escalate when needed: When a situation is non-standard — damaged goods, an unhappy VIP customer — the agent recognizes the complexity and hands the case to a live agent with the full context of the conversation.
Real-world example
A clothing store: A fashion store with 800+ orders a month receives an average of 120 complaints. Of those, 90 are about sizes, late deliveries, or invoices. With an AI agent, those 90 cases are handled within minutes. The team focuses only on the 30 non-standard cases.
Result: 65% less load, 40% faster resolution, zero lost customers from long waits.
Is your store ready?
pragma-lab builds AI agents configured specifically for online stores — integration with your platform (Shopify, WooCommerce, or custom), training on your products and policies, live in days, not months.
Get in touch for a free demo and see what automated support looks like for your specific store.