The tag view groups articles by a concrete operational problem or implementation type, without exposing hundreds of raw frontmatter labels.
You prepare a store for AI agents when an agent finds in your data everything it needs to compare: the variant, the price with delivery, availability and returns. Add access for ChatGPT's bots to the site and measurement of traffic from chats. The automation costs from €3,000 net at Syntalith and, with 400 product cards a month at 6 minutes each, pays back in 3.1 months.
ChatGPT helps choose a product: it shows cards with the price, a photo and reviews, compares offers and sends the customer to the store, where the purchase is completed. OpenAI ended purchases made entirely in the chat on 24 March 2026. So sales depend on whether ChatGPT finds the product, describes it correctly and gives a link. A product data audit costs from €600 net at Syntalith, and feed automation from €3,000.
UCP, the Universal Commerce Protocol, is an open standard from Google and Shopify through which an AI agent finds a store's products, builds a basket and runs the purchase. According to Google, buying through UCP in AI Mode and Gemini today covers eligible products in the US, Canada and Australia, for selected merchants. A store in the EU prepares its product data and measurement now.
An AI agent buys the right variant when the product page describes the features, the unit and the availability without ambiguity. The test checks seven cases, from two near-identical variants to an interrupted purchase. In a scenario of 500 orders placed by agents with 3% wrong variants, the store loses €472.50 a month on returns.
From 28 September 2026, Shopify gives agents in the browser four WebMCP tools for checkout: reading the state, updating fields, placing the order after the buyer confirms and returning to the store. They work with no setup by the merchant, and the store stays responsible for the product data the agent reads earlier.
Order-level margin report automation combines sales with costs assigned later, such as freight and returns, and updates the result after accepted corrections. Transparent rules do the calculations, and the person responsible for the report approves the margin definition. At Syntalith the automation costs from €3,000 net, and with 20 margin reports a month at 240 minutes each it pays back in 1.5 months.
An automated comparison of the supplier's file with the Allegro listings file, by variant code, shows differences before a listing goes on sale: another colour, another size or an empty required field. The employee sees both values and the source, and approves the fix. At Syntalith the automation costs from €3,000 net, and with 2,000 listings a month at 3 minutes each it pays back in 1.0 month.
An AI agent for complaints logs the case, tells a complaint apart from a return or a question, gathers the order and the photos, tracks the reply deadline (14 days under Polish law) and writes a draft according to your policy. A person approves the substantive answer. The agent costs from €3,000 net at Syntalith and, with 400 complaints a month at 12 minutes each, pays back in 1.5 months.
An AI agent for translation makes sense when translations form a repeated stream: hundreds of product descriptions in several languages with a company glossary, the brand's tone and a write to your systems. A ready-made tool translates a single text, and a person checks contracts. The automation costs from €3,000 net at Syntalith and, with 1,500 description translations a month at 8 minutes each, pays back in 0.7 months.
AI personalisation in an online shop matches products and content to how each customer behaves, and you measure its effect with an A/B test in your own shop, with no comparisons to Netflix. With 50,000 sessions a month, a 2% conversion rate and a €46 basket, 5% more sales bring €2,300 of revenue and €690 of margin a month. At Syntalith the rollout costs from €3,000 net.
A practical guide to an e-commerce agent that reads order state, prepares returns, collects complaint details and routes exceptions. Learn when a chatbot is enough and where human approval belongs.
Next step
Walk an engineer through it in 30 minutes. Within 2 business days you get, in writing, what it costs, what to do first and the starting price.
Times are shown in your own time zone. We work with clients across time zones.
See where to startOpenAI makes ChatGPT and Anthropic makes Claude. We belong to the partnership programs of both companies, so we work with their tools every day and learn from the creators themselves.
Claude Partner NetworkParticipation in programs does not mean that OpenAI or Anthropic endorses our services.