Examples
Seven AI use cases for online and in-store retail. Each shows what the AI does and, where a source backs it, what changed.
Updated 5 min read
The short answer
AI retail success stories come from repetitive work done faster: answering shoppers, writing product content, forecasting stock, screening returns and asking for reviews. Below are AI in retail examples, with results shown only where we can verify them.
Key points
Examples
A figure appears only when a published source or a client project backs it.
Customer support
Walmart describes a support assistant that recognizes the customer, finds orders and manages returns instead of only answering questions.
Read the case →Paid acquisition
A home goods brand spending $40K a month on ads now contacts every lead by SMS, email or voice call, day or night.
+34%conversion rate
Read the case →Merchandising
AI drafts product descriptions and page copy for a person to review, so new items reach the store faster.
Read the case →Shopping experience
Shoppers increasingly ask AI for ideas. Retailers use it to suggest items matched to what each customer wants.
Inventory
AI reads past sales and seasonal patterns to suggest how much to reorder, so shelves match demand.
Read the case →Returns
AI flags return requests that look unusual and sends them to a person. Routine returns move on without delay.
Read the case →Reputation
After an order arrives, an automatic message asks the buyer for an honest review and points to the right page.
Read the case →Using or testing AI
89% of surveyed retailers, up from 82% in 2023
Higher revenue
87% report a positive effect
Lower costs
94% report operating savings
In NVIDIA's survey of retail and consumer goods companies, 89% were using or assessing AI, compared with 82% in 2023.
The same survey reports that 87% saw higher annual revenue and 94% saw lower operating costs. A vendor ran that survey, so read it as a direction of travel.
Pick a repeated task
Choose work your team does daily
Count the hours
Add up monthly time spent
Put a dollar figure on it
Hours times hourly cost
Automate the biggest cost
Start with the highest yearly cost
The best examples of AI in ecommerce target tasks that repeat many times a day, as our guide to AI in e-commerce shows. Support questions, order status and lead replies are typical.
A good test is simple: count the hours the task takes each month, then multiply by the hourly cost. See our AI in e-commerce guide for the wider picture.
Before
After
In one AI in ecommerce case study, a home goods brand with a $40K monthly ad budget replaced a 6 to 12 hour wait with contact in under 20 seconds.
Conversion rose 34% and customer acquisition cost fell 28%. The AI handles first contact, and the sales team picks up the conversation from there.
AI can do
Stays with a person
NRF and Happy Returns estimate that 19.3% of online sales will be returned in 2025, and that 9% of all returns are fraudulent.
AI can flag odd requests, but a person decides. For review requests, the FTC bars rewards tied to a positive or negative opinion, so ask for honest reviews only.
Many ecommerce automation examples need no new platform. Store tools can react to events such as a paid or fulfilled order and trigger the next step.
See also business automation examples.
Our data
We asked ChatGPT, Gemini and Perplexity 10 buyer questions about AI for e-commerce brands. They named 130 companies, and 82% appeared in only one of the three.
| Criterion | ChatGPT | Gemini | Perplexity |
|---|---|---|---|
| Companies named | 45 | 52 | 64 |
| Sites cited most | shopify.com (5 of 10) | vellum.ai (4 of 10) | pearllemonai.com and aiagencyradar.com (2 of 10) |
Nexum measurement, October 20, 2026, via DataForSEO: 10 buyer questions to each AI, US English, 30 answers in total. 7 companies appeared in all three. Google showed an AI Overview for 8 of the 10 questions.
FAQ
Final step
You leave knowing which processes to automate first and what each one costs you today, whether we work together or not.
You can keep paying for manual work, or find out this week exactly what it costs you.
What happens on the call
Before
You answer 3 quick questions when you book, so we come prepared.
On the call
We find the manual work that costs you most and put a number on it, live.
Decide
An honest read on whether we're the right fit. If we're not, you'll hear it on the call.
Once you book, we look at your site and tools before the call, so the 30 minutes go to your numbers, not introductions.
Prefer to write first? Email us directly: contact@nexumautomations.com
