Turning thirty scrapers and messy product data into a clean, searchable deals site
Sale items from more than thirty brands are collected every night and classified consistently by a three-stage pipeline.

Industries
Online stores live or die on speed, product data and customer service. We build stores and automation that handle the busy work, so you can focus on products and customers.
Common challenges
Running an online store means much more than a nice storefront. Product data must be complete and consistent across hundreds or thousands of items. Customers ask where their order is, whether a size fits and how returns work. Competitors change prices daily. Orders, stock and payments must stay in sync across the store, marketplaces and the warehouse.
Platforms such as Shopify and WooCommerce cover the basics well. The gains come from what sits around them: clean product data, fast pages, integrations that remove manual work and support that answers quickly. That is where custom development and AI earn their place.
We build and improve stores, write integrations between your store and other systems, and add AI where it saves time. That includes support assistants that know your catalog and policies, tools that clean and enrich product data, and monitors that track competitor prices. You approve anything that reaches customers.
What we build
The services online retailers ask us for most often.
Online stores with clean product catalogs, simple checkout and the integrations that keep orders moving.
Website and messaging chatbots that answer common questions well and hand everything else to a person.
Stripe, PayPal and local gateways wired into your site or app, with receipts, refunds and reconciliation.
Make two systems share data reliably, with retries, logging and alerts when something goes wrong.
Solutions that fit
An assistant that answers routine questions from your own content, checks orders and hands anything else to a person.
Collect competitor prices automatically, match them to your products and alert you when something changes.
Forecast demand from your sales history and seasonality, and flag items to reorder before they run out.
Briefs, first drafts, edits and repurposing in a workflow where people set the angle and approve every word.
Case studies
Sale items from more than thirty brands are collected every night and classified consistently by a three-stage pipeline.
In practice
An illustrative walk-through, not a client story.
An online store sells outdoor gear across two thousand products. A product data tool reads supplier sheets, fills missing attributes, standardizes titles and drafts descriptions in the store's tone. A merchandiser reviews the drafts in batches and publishes the ones that are right.
A support assistant on the store answers questions about sizing, shipping and returns from the catalog and the policy pages. For order status, it looks up the order through the store API after the customer confirms their email. Requests for refunds or damaged items go to the support team with the order attached. Each morning, a price report shows where key products are priced above or below the main competitors.
None of this replaces the people who choose products, set prices and look after loyal customers. It removes the copying, checking and repeat answers that fill their day, and it gives them better information for the decisions that matter. The store owner sees the effect in faster replies, cleaner listings and fewer stock errors, and can measure each change against sales.
Where to start
Stores with many products often start with product content generation and data cleanup, because better data helps search, filters and conversion at once. Stores with a busy inbox start with AI customer support.
Next steps include price monitoring, demand forecasting and integrations between the store, marketplaces and warehouse. If the store itself is slow or dated, we start with ecommerce development. We agree on a clear measure for each step, such as reply time or conversion rate, before we build it.
Models and tools
These connect AI to the tools this industry already uses. We pick per project and test on real data first.
Keep exploring
FAQ
Have a question that is not here? Ask us directly.
Yes. We build and extend stores on both, and custom stores when a platform does not fit. See ecommerce websites.
It can draft consistent descriptions and fill attributes from supplier data in your tone. We recommend reviewing drafts before publishing. See content generation.
Yes, for order status, shipping and returns policy, with refunds and complaints handed to your team. See AI chatbots.
Yes, for sites that allow it, with daily reports and alerts. See price monitoring.
Start a project
Send a short brief. We reply with questions, a suggested plan and an estimate you can compare with other offers.
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