Incorrect results
Agents are missing the inputs they need, so they guess.
Our fix
We give every agent the inputs it needs.
We build and fix AI agent systems for e-commerce websites and backends.
It’s easy to build an agent system that works in a demo and breaks once it scales.
Agents are missing the inputs they need, so they guess.
Our fix
We give every agent the inputs it needs.
Noise and duplication fill the input context.
Our fix
We trim the context to what matters.
Instructions are so restrictive the agent gets stuck.
Our fix
We rebalance instructions and guardrails.
The agent/subagent graph is tangled.
Our fix
We restructure and reroute the graph.
Good technology alone is never enough, and neither is a checklist of tricks.
We start with your business needs and work backwards, looking at the whole picture.
Instead of just patching surface problems, we fix their root causes so they don't just pop up again a week later.
We design for the people. A system only works if your team and your customers can rely on it.
Services
AI agents for each part of an online store: selling, support, catalog and operations. Each one is built around a result you can measure.
We build a conversational shopping assistant into your webpage, plus in WhatsApp and Instagram, that lets your customers explore your products in a more flexible and engaging way. It can also support sizing and fit questions, suggest bundles, and converse in the user's language.
We build agents that let customers resolve order problems, plus initiate exchanges and returns, by enabling the agents to actually perform allowed actions instead of merely responding from FAQs. When the agent can't fully resolve something itself, it can hand over to a human.
We build agents that create an accurate, comprehensive, appealing product catalog. This includes support for:
We build agents that handle the orders that don’t pass through the happy path. The agents can handle:
We analyze your system and determine how ready it is to support chatbots like ChatGPT, Claude, Gemini, and other agents, then build the systems to support integration with them, such as providing data that is structured best for AI and creating APIs to support AI-driven purchasing.
Questions
Discovery, pilot and rollout each have a fixed fee we agree together before work starts, so there are no surprises. The managed service is a monthly retainer.
We’re based in Portugal (Lisbon time) and work 10:00–19:00, with meetings possible until 21:00.
You tell us what you want to improve, or what your agents are getting wrong. We work out where an agent would help most, and you leave with a view on where to start.
Access to the systems the agents will touch, and someone who knows how your store runs day to day. The discovery and AI audit uses both to find the use cases with the highest return.
Yes. We work alongside your engineers through the pilot and rollout. Afterwards your team can run the agents, or we look after them as a managed service.
About

22 years in software, 8 at Amazon and 11 at Google

10+ years in enterprise e-commerce
A free 30-minute intro to work out where to start.