How an AI assistant actually answers: real dialogues from different stores
All examples are real customer conversations, anonymized. How the assistant understands intent, consults, tells the truth and carries customers to an order across very different niches.
Looma Team10 min read
There are a lot of promises written about AI assistants for online stores, and very little proof. So instead of a long description — just examples of how the assistant actually answers customers. Every dialogue below is a real chat conversation from recent weeks, only anonymized (no store names, phone numbers or personal data), across stores in very different niches.
Look not at "how nicely the AI sounds", but at the concrete: does it understand intent, does it consult on substance, does it tell the truth, and does it carry the customer to an order — across completely different product categories.
Understands what people mean
Matches the need, not just keywords
Customers rarely phrase a query "correctly". They name a budget, a weight, a situation — and a good assistant has to get it. An auto-tools store, where the customer types literally three digits and one word:
Auto-tools store
6200 narva
Looks like you need a Narva tool with a budget around ₴6,200. I've picked powerful brushcutters of that brand for intensive work on grass and weeds — in different power levels and kits. Show them with prices and availability?
A furniture store — the customer describes a sleep scenario, not product specs:
Furniture store (mattresses)
Not firm, but comfy for two people. Weight 80 and 55
For sleeping as a couple and without excess firmness, a medium-firm mattress suits you — the golden middle. At 80 and 55 kg you don't need an extra-firm one. If it matters to feel your partner's movements less, better a model with an independent spring block. Shall I pick 2–3 options in 160×200?
A children's-goods store — selection by age and material, step by step with clarifying questions:
Children's goods store
Looking for a desk and chair for a child aged 5+
Here are desk + chair sets for a child aged 5+ — with height adjustment and an ergonomic design, so they "grow" with the child. Show options with prices?
Do you have anything in wood?
Yes, there are sets in natural wood — with a storage drawer and a lift-up desktop.
Up to what height does the yellow set fit?
The yellow set is designed for ages 2–6: desk height 50 cm, chair 56 cm, desktop 60×60 cm.
Consults like an expert
Explains on substance, not just reads out the product card
The best test is a technical question with no answer in the product name. A contact-lens store, a parameter even experienced buyers get confused about:
Contact-lens store
What's the difference between the DK types?
DK (Dk/t) shows how much oxygen the lens material lets through to the cornea. The higher — the more "breathable" the lens: — High DK (80–150) — silicone-hydrogel, for extended wear and dry/sensitive eyes. — Low DK (20–40) — classic hydrogel, lets through less oxygen. Show high-DK models?
An auto-tools store — the customer describes a problem, and the assistant corrects a misconception and explains the mechanics:
Auto-tools store
A puller for an MF 70 disc. Do I screw it into the disc to pull it off?
For an MF 70 disc you do not screw the puller into the disc — its hole has no thread. How it works: the arms grip the edge of the disc, the central screw rests against the shaft, and by turning that screw you gradually push the disc off the shaft. Clean the seat of dirt and rust first.
And technical specifics — when the customer asks about one narrow characteristic. A pool-equipment store:
Pool-equipment store
Does this pump have overheat protection?
Yes, it has built-in motor overheat protection — insulation class F. Also: a housing of chemical-resistant thermoplastic, a stainless-steel motor, and protection class IPX5 (resistance to water jets).
Trust > the sale
Tells the truth, even when it could have made a sale
The key thing in an AI salesperson is that it doesn't oversell. Here's a dialogue many chatbots would fail: the customer wants to use a product for the wrong purpose, and it could just be sold to them:
Pool-equipment store
Can this heat pump be used as auxiliary heating for a room?
No. This model is not intended for heating rooms — its heat exchanger is designed only for pool water. There's no fan to heat air, so for warming a room it's technically inefficient and may void the warranty.
But why exactly can't it?
Because it's built to heat water: a water circuit instead of an air one, heat goes only through the exchanger into water, and there's no indoor unit for air. Its logic is optimized for pool circulation.
Honesty about stock — when the item isn't available in exactly the form needed:
Auto-tools store
I need a 5-step ladder with a tray on top. Aluminium.
An aluminium one with a tray and 5 steps, unfortunately, isn't in stock right now — the tray is only on the steel model. The closest aluminium options are classic 5-step ladders without a tray. Show them, or is the tray essential?
And protecting the customer from misinformation — when a buyer "heard a rumour":
Contact-lens store
I read that these lenses are supposedly being discontinued.
There's no information in the store's data that this model is being discontinued — it's still active in the catalog. A different product is being discontinued, with a recommended replacement. That doesn't apply to your model.
Dispels doubts
Answers "is this really the original?"
In electronics the main barrier to a purchase is doubt about authenticity. The assistant doesn't just say "yes, it's the original" — it teaches the buyer to verify it themselves:
Electronics store
How can I be sure the gamepad is genuine, not a copy or refurbished?
Signs of a genuine Sony DualShock 4 V2: — on the box, the Sony logo and version code CUH-ZCT2E/ZCT2U; — the serial number on the back label starts with "ZCT2"; — matte plastic, quality moulding, solid USB ports; — in the PlayStation menu it shows as "Wireless Controller (DUALSHOCK 4)". The card lists the condition as "New", with no mention of refurbished.
Can I check it at the post office on delivery?
Yes — at the pickup point you can inspect the packaging and contents before paying. If everything's fine, you pay and take it.
Drives the result
Carries from a question to a placed order
A good assistant doesn't drop the customer at "here's the product". It carries them to an order right in the chat. An electronics store, the full path:
Electronics store
Place an order
Great! Please write your phone number for confirmation.
0XX XXX XX XX
Thank you! Which delivery method — Nova Poshta (city + branch) or Rozetka Delivery?
Nova Poshta, Kyiv, 71
Got it ✅ Your order is placed, a manager will call to confirm. Add anything else to the order?
A consultation that naturally turns into a sale — a lens store, from need to checkout:
Contact-lens store
Which lenses are best for working at a computer all day and dry eyes?
For screens and dry eyes — silicone-hydrogel with high oxygen permeability: Biofinity Energys (Digital Zone Optics reduces screen strain) and Bausch+Lomb ULTRA (MoistureSeal, up to 16 hours without dryness).
Order them for me
Great! Please leave your phone number — a manager will confirm the parameters and availability.
In the customer's language
Answers in the language it was written in
We translated all the examples above into English for readability. But in reality the assistant answers in the language of the request — with no separate settings. The same lens store, a real exchange in Bulgarian:
Contact-lens store — automatic language detection
Кои лещи са най-подходящи за работа на компютър цял ден и сухи очи?
За продължителна работа пред екрани и сухи очи най-подходящи са силикон-хидрогелните лещи с висока кислородна пропускливост — Biofinity Energys (Digital Zone Optics) и Bausch+Lomb ULTRA (MoistureSeal, до 16 часа комфорт).
And in the electronics store a customer starts in Russian and switches to Ukrainian — the assistant adapts within a single dialogue without missing a beat.
Knows its limits
Hands off to an operator when it doesn't have the answer
A smart assistant doesn't make things up. When a question is beyond the store's data, it honestly admits it and passes it to a human — with context:
Electronics store — a clean handoff
I ordered 20 minutes ago. Can I still cancel?
There are no documented cancellation windows in the store's data. So you don't lose time, I'm passing your request to a manager — they'll check the status while the order hasn't been dispatched. Please leave a contact.
No invented policy and no false promises — only what's in the data, and the rest goes to a live operator.
Under the hood
How it works — briefly and without magic
Behind each of these answers is not "one big neural network you threw a question at", but a controlled pipeline:
Understands intent — figures out what the customer wants: product search, details, comparison, a delivery question, or an operator.
Gathers the facts — semantic search over the catalog on OpenSearch + the store's knowledge base + structured attributes of every product.
Forms the answer — concise, on substance, based only on the facts it found (nothing invented), with product cards and links.
Carries it forward — offers the next step, collects a contact, or hands off to an operator with the full conversation context.
And one more principle we tune separately: the invisible "grunt" work (search, gathering facts) runs on a cheaper, faster model, while the final answer to the customer is written by a premium one. Quality where the customer sees it — savings where they don't. So one AI answer doesn't cost the store as much as an operator's salary.
Conclusion
Across completely different stores the assistant did the same thing: understood intent, consulted on substance, told the truth, and carried the customer to an order — in the language they used. That's what separates an AI consultant from a scripted chatbot.
