
How serious they are about grounding the agents in the client's actual data instead of just wrapping an LLM. They started with a discovery on the client's orders, catalog, support history and lifecycle events, then designed the multi-agent setup around the real customer journey. They built the orchestration, the tool calls into Shopify and the client's backend, the memory layer, and an eval setup so we can actually see what each agent is doing in production and tell when a behavior regresses. Most AI agencies simply do not do that last part. Review collected by and hosted on G2.com.
Nothing major, all good from our side. They run a tight cadence, surface blockers early and do not disappear between meetings, so there is very little to complain about. Review collected by and hosted on G2.com.