LLM Application Development for E-commerce

Model choice is an engineering decision with a cost curve attached. We route across providers by task, so you are not paying frontier prices for work a smaller model handles perfectly.

In e-commerce, every change must be justified by a controlled experiment against revenue. That single fact reshapes how llm application development has to be built here, the guardrails, the approval points and the evidence trail are design inputs rather than things bolted on before go-live.

The workload we are most often asked to take on first is catalogue enrichment and attribute extraction, usually integrated against OMS. We start from the constraint, not the capability, what the system must never do, who signs off, and what happens when it is wrong.

Deployed across regulated and unregulated sectors, with audit trails where the regulator expects them. We hand over with runbooks, tests and a team that knows how it works, not a dependency.