ChatGPT Ads in Poland – how to prepare your store for ads in AI chat
ChatGPT Ads are now available in Poland. It's the first new channel in years where the customer doesn't type keywords but has a conversation – and it's in that very conversation that they can come across your product.
For online stores, it’s an opportunity – but also a risk of burning budget if they treat the new channel the same way as search campaigns.
In this article:
- what ChatGPT ads are and who sees them,
- how they differ from Google Ads,
- how to prepare your feed and offer before launch,
- how to calculate whether a campaign pays off.
So what actually changed?
After testing in the United States, OpenAI rolled out ChatGPT ads in more countries – Poland was part of the first European wave. Advertisers also got tools familiar from other platforms: conversion optimization, performance measurement, geotargeting and custom audiences.
The most important change, though, is different: the ad doesn’t respond to a typed keyword, but to the context and intent of the conversation.
Where and to whom are ads shown?
Ads are shown to adult users on the free plan and the Go plan. The paid Plus, Pro and business plans remain ad-free.
Ads appear at decision moments – when someone asks about a purchase, compares products or plans spending. They're clearly labeled and – according to OpenAI – don't affect the model's answer itself.
Example:
A user asks: “What vacuum cleaner for a flat with a dog, under 1,000 PLN?”. Instead of a list of links, they get an answer – and below it, they may see an offer from a store that has a matching product at a good price.
How do ChatGPT Ads differ from Google Ads?
- No keyword bidding – what matters is matching the product to the need, not the keyword.
- Longer decision path – customers often ask follow-up questions before clicking, so they arrive on the page better prepared.
- A bigger role for product data – the description, specs and price must clearly answer the customer’s questions.
- Different measurement – some decisions are made in conversation, which is why reliable tracking is more important than ever.
In ChatGPT, success isn't simply about placing the highest bid; it's about matching the customer's needs with the right product.
How to prepare your store before your first campaign.
- Clean up your product feed – full names, specs, variants, current prices and stock levels.
- Write descriptions that answer questions – “who it’s for”, “what it’s for”, “how it’s different” instead of bare keywords.
- Choose products with margin – start by promoting the ones that make money, not just the ones that sell.
- Get your tracking right – server-side tracking will help attribute sales from new traffic sources too.
- Check the product page – a customer coming from a conversation expects specifics: delivery, returns, reviews.
What it costs and how to calculate profitability.
ChatGPT ads are billed using models familiar from other platforms – per impression (CPM) or per click (CPC). The real cost depends on competition in the category and ad quality.
Instead of looking only at cost per click, calculate:
- profit after ad costs, not just revenue,
- ROAS relative to the margin of a specific product,
- share of new customers in sales from this channel.
Most common mistakes at the start.
- copying Google Ads campaigns one-to-one,
- promoting the entire catalog without selection,
- launching without checking tracking,
- judging a campaign after 2–3 days,
- no profitability threshold below which a campaign shouldn’t drop.
In Senvio, ChatGPT Ads is just another channel in the same data model – the system shows campaign results alongside sales and margin, and manages the budget to your profitability threshold.
Summary.
ChatGPT Ads is a new channel with big potential for e-commerce – especially for stores with well-described products and a clear price or quality advantage. Early movers will gain the most, but only with a prepared feed and measurement in place.
Start with a few products with good margin – and measure profit, not clicks.