By industry
AI Transformation for Ecommerce Brands
Ecommerce at $3M to $10M has a specific problem. Support volume grows in step with revenue, and supplier communication lands entirely on the founder. Returns eat the margin in between without ever showing up as a line item.
Growth makes each of them worse, which is why the busiest quarter is often the least profitable one.
Where the money goes
| Operation | What it costs you now |
|---|---|
| Customer support | Headcount that has to grow in step with order volume |
| Returns and exceptions | Case-by-case decisions made inconsistently under time pressure |
| Supplier and 3PL communication | Chasing, confirming, and reconciling, usually by the founder |
| Product data and listings | Copy, attributes, and translations re-done per channel |
| Post-purchase follow-up | Generic sequences that ignore what the customer actually bought |
What changed after we built it
| Measure | Before | After |
|---|---|---|
| Support headcount | Grows in step with order volume | Flat through the next thousand orders |
| First reply time | Hours | Minutes |
| Returns decisions | Three agents, three answers | One rule applied the same way, exceptions escalated |
| Founder hours on suppliers | Several a week | Exceptions only |
Every row above comes from one build in one company, linked at the foot of this page. It is not an average. Your numbers will land somewhere else, which is the reason the assessment comes first.
Support cost scales with revenue unless you break the link
Every additional thousand orders brings a predictable number of where is my order, can I change the size, and it arrived damaged. Most brands answer that by adding people, so support cost tracks revenue instead of falling per order.
Trained on your real replies and your actual policy, a support system carries the repetitive load and escalates what is genuinely unusual. The measure of it working is whether the next thousand orders need another hire.
Returns are decided inconsistently, and that is the cost
Your policy says one thing. Under pressure at four in the afternoon, three different agents make three different calls. The inconsistency costs margin and it also teaches customers to push.
Encoding how you actually want these decided, and applying it the same way every time, is worth more than the labor saved. Exceptions still go to a person, on purpose.
The founder is the supplier communication layer
Chasing a shipment, confirming a spec change, reconciling what arrived against what was ordered. At this size that almost always sits with the founder. It is the most expensive hour in the company, and it is being spent on chasing a box.
It is also unusually replaceable. The work is bounded and repetitive, and years of it are already sitting in the founder's sent folder.
What an assessment looks at here
- Support contacts per hundred orders, and their composition
- How many contacts are answerable from data you already hold
- Return rate by reason, and how consistently the policy is applied
- Hours per week the founder spends on supplier and logistics threads
- Which post-purchase touches are generic and could be specific
Ecommerce is the one industry where the fastest win is almost always support. There is enough volume to matter and enough history to train on, and it shows up in contacts per order inside two weeks.
What this industry asks first
We use a helpdesk with an AI feature already. Why is this different?
Bundled features are trained on your help center. What we build is trained on the replies your team actually sent, which is where the difference between published policy and real practice lives.
What about peak season?
Peak is the argument for it. A system that carries the repetitive half of contacts is the difference between seasonal hiring and not.
Will it refund people it should not?
Refund authority is a rule you set, with a value ceiling above which a human decides. That is part of the build, not an afterthought.
What this looked like when we did it
What people here weigh us against
Find out what your most expensive operation is
The assessment covers every operation in the company, not only the one you would name. You get it in writing, and you can build from it with or without us.