AI and software engineering for ecommerce
Most ecommerce businesses do not need a new storefront; they need the systems behind it to stop losing them money. Catalogue data, inventory accuracy, search quality, and the integrations between channels are where revenue actually leaks. We build the layer underneath, and the storefront when the platform genuinely has become the constraint.
What makes it hard here
- Catalogue quality sets the ceiling
- Inventory truth is distributed
- Traffic is spiky by design
Services this involves
Where ecommerce projects actually go wrong
There is a point where a hosted platform stops being leverage and starts being a ceiling — usually around catalogue complexity, bespoke pricing, or a channel the platform will not integrate with cleanly. Recognising that point matters, because migrating early is expensive and migrating late is worse.
Before that point, the highest-return work is almost never the storefront. It is the catalogue enrichment, the inventory sync that stops overselling, and the search that lets people find what you actually stock.
Catalogue quality sets the ceiling
Search, recommendations, and ad feeds all read the same product data. Bad attributes degrade every one of them at once, which is why enrichment usually outperforms a new front end.
Inventory truth is distributed
Stock lives in a warehouse system, a marketplace, and a storefront that each believe something slightly different. Reconciling that is what stops overselling.
Traffic is spiky by design
A campaign or a sale multiplies load in minutes. Capacity has to be provisioned for the spike, not the average, and tested before the campaign rather than during it.
Systems we build for ecommerce & retail
Catalogue enrichment and automation
Generating and normalising product attributes, descriptions, and categorisation across a catalogue too large to maintain by hand.
Search and recommendations
Search that understands what a shopper meant and merchandising logic that reflects margin and stock, not just popularity.
Inventory and order sync
One reconciled view of stock across storefront, marketplaces, and warehouse, with conflict handling that does not silently pick a winner.
Custom commerce platforms
When bespoke pricing, complex bundles, or B2B ordering rules have outgrown what a hosted platform will do.
The services this usually involves
- Web Application DevelopmentProduction React and Next.js applications with server-rendered performance, real auth, and accessibility built in.
- AI DevelopmentEnd-to-end AI systems — from deciding what is worth building through to operating it once real users depend on it.
- API DevelopmentREST and GraphQL APIs with versioning, auth, and docs from the first endpoint — plus the integrations you depend on.
- Cloud & DevOpsCI/CD, infrastructure as code, monitoring, and cost controls — infrastructure you can deploy to on a Friday.
Ecommerce & retail: common questions
Should I move off Shopify or WooCommerce to a custom platform?
Where does AI actually help in ecommerce?
Can you work with our existing store rather than replacing it?
Building something in this sector?
Tell us the constraint you are working against. If we have not solved that particular problem before, we will tell you.