Support chatbot
Toko Assistant
A shop assistant that answers order, stock, and shipping questions from the catalog — in Indonesian and English — and escalates gracefully.
- Chatbot
- Bilingual
- Escalation
Kumo Labs builds the quiet systems that work while you sleep — chatbots that answer like a teammate, automations that clear the busywork, and dashboards that make your data finally speak up.

Can you handle our order tracking?
Already watching the inbox — I'll tag, route, and summarize each one. Want a demo?
Kumo — Japanese for cloud — is the studio's mascot: a small cloud-headed robot that hovers beside every project. He is curious, literal, and delighted by efficiency. Exactly the traits we build into his systems.
Chatbots trained on your actual documents and tone — they say 'I don't know' when they don't, and hand over to a human when it matters.
Automations that run in the background: tagging, routing, summarizing, reporting. Your team keeps the judgment calls; Kumo keeps the rest.
Every system ships with a dashboard and logs you can actually read. No black boxes — you always see what the robot did and why.
Solutions
Six kinds of systems, each measured by hours returned to your team. If it's repetitive and rule-shaped, it belongs on this list.
Support and sales assistants grounded in your real content — website, docs, product catalogs — with human handoff built in.
Intake, routing, approvals, reminders — the invisible conveyor belt that moves work from done to next without anyone chasing it.
Live panels that turn scattered numbers into one calm screen — sales, operations, or project health at a glance.
Your tools finally talking to each other: CRM, invoicing, messaging, spreadsheets — wired together with error handling that tells the truth.
Drafting, translating, and summarizing at your volume — with review steps where they count and style rules baked in.
The specific thing your team keeps wishing existed — scoped, built, and handed over with documentation and training.
Selected builds
Original concept exercises by the studio — clearly labeled CONCEPT, not client work. Each one demonstrates a system end to end.
Support chatbot
A shop assistant that answers order, stock, and shipping questions from the catalog — in Indonesian and English — and escalates gracefully.
Ops automation
An intake robot for a small agency: every incoming form is tagged, routed, and summarized into the team's channel within a minute.
Live dashboard
A calm operations board for a logistics team — fleet status, SLA timers, and a morning digest written by the system itself.
Why Kumo Labs
Six principles that keep our systems trusted, useful, and refreshingly unmagical.
S-01
Assistants answer from your content with sources attached. When the material runs out, they say so — no confident fiction.
S-02
Automation handles the volume; people handle the exceptions. Every system defines which is which, up front.
S-03
The metric that matters: time your team gets back. We count it before building and report it after shipping.
S-04
When an API is down or a model is unsure, the system fails loudly, safely, and with a plan B.
S-05
Clear boundaries on what goes where, which provider sees what, and how to pull the plug. Documented, not implied.
S-06
Full documentation, exported prompts, and a walkthrough video. You own the system — even if you never leave.
Kumo's delivery flow is short and transparent. You see the map before the robot starts driving.
We watch how the work happens today — the tools, the steps, the exceptions — and write down what 'automated' should mean here.
A one-page diagram: inputs, robot steps, human touchpoints, and outputs. You approve the map before anything runs.
The system goes live in shadow mode first — doing the work where you can check it — before it's trusted to run alone.
Hours returned, accuracy, and edge cases in a monthly digest. Small refinements ship as they prove themselves.

He hovers over every launch. Proudly.
Tell PIXZ.DEV what eats your team's hours — support questions, data entry, chasing updates. Kumo Labs replies with a system sketch, a scope, and a quote.
