Our Blueprint

What losing a customer taught us

We helped a 50M+ multi-country retailer automate thousands of daily messages, and then we lost them. Here's exactly why, and how that failure became the blueprint for everything we do now.

What we got right

A large health & supplements retailer with €50M+ in revenue, 30 countries, and 4,000+ messages a day across email and social.

We connected their backend systems and handled support at real scale, in every language, around the clock. On paper, it was a major technical success.

Why we lost them

1. The bill grew every time they succeeded

We charged per ticket. Every resolved message was another line on the invoice; the more we helped, the more it cost. The value we created was invisible; the cost was on every statement. When budgets tightened, we were the easy line item to cut.

2. It became a black box

The AI ran the front line and no one was truly watching it. When something went wrong, they heard it from their customers, not from us. No supervisor checking answers, no anomaly watcher catching problems, no morning briefing, no human standing behind the work. They'd handed their customers to a system they couldn't see into. That's a fair reason to leave.

What we changed

We don't sell the system that failed. We sell the one we wish we'd built the first time.

Then (What failed)
Now (What we built)
Per-ticket bills that punished growth
A capped monthly price. You know your maximum before you sign.
A black box nobody could see into
A supervisor cross-checks every answer before it reaches a customer.
Problems surfaced by their customers
An anomaly watcher flags refund/fraud patterns and silent failures, freezing risky actions.
No idea what the system was doing
A daily WhatsApp briefing: what happened, what we caught, what needs you. Ask it anything.
Deploy-and-walk-away software
Our team in Slovenia runs it, tunes it, and stands behind it every day.
Live right now

What it looks like now

We run operations like this for several retailers across the region. Two of them, same two weeks of July, real numbers from the value ledger:

Leading Slovenian
online retailer

Rollout in progress

2,206

of 2,359 conversations handled end-to-end

220+ h

of agent time given back, one and a half full-time agents

€2,500

of support capacity, priced by the value ledger from real ticket data

758

conversations outside business hours, in 6 languages

The anomaly watcher flagged three unusual volume spikes on their email channels the moment they started.

Two weeks into July, PandaChat has already handled more conversations than in the whole of June.

Major home
improvement retailer

Live

1,443

of 1,494 conversations handled end-to-end

1 FTE

the workload of a full-time agent, handled by the team that doesn't sleep

Seconds

typical first response, instead of an hour-long wait

648

conversations answered on evenings and weekends

A supervisor on every answer, and our team in Slovenia watching over the whole operation.

Nobody on call. Nights, weekends, and holidays covered without anyone's phone buzzing.

Ready to partner?

Book a 30-minute call. We'll look at your stack, your volume, and see if we're a fit.

Book a 30-min call with Mitja