Skip to content
ParallelMinds L.L.C.
Concept ProjectAI Automation

VioletOps

An internal queue where the AI sorts the incoming work and drafts a reply, then waits for a person to approve it. The team checks instead of triages.

Overview

Support and operations teams lose a surprising share of the day to sorting. Read the request, decide whose problem it is, write more or less the same reply you wrote three times last week.

VioletOps takes that first pass. It reads what came in, routes it, drafts a response, and then stops. A person approves, edits, or bins it, and nothing reaches a customer without that step. That pause is deliberate. An AI queue that sends on its own fails far more expensively than it saves, and one bad automated reply costs more trust than a week of saved time is worth.

React and Node on the front, Python and FastAPI behind, with the model calls kept behind their own boundary so a provider can be swapped without unpicking the workflow. This one is an in-house build, not a client system.

Why there are no metrics here

This is a concept project built in-house, so there are no client results to report — and we are not going to invent any. It is here to show how we approach product thinking, structure, and craft. Real engagement outcomes will be published only once a client agrees to share them.

Next projectNova Commerce
ContactMonday – Friday · 09:00 – 18:00

Have an Idea? Let’s Build It Together.

Tell us what you want to create, improve, or automate. We’ll help you identify the right path forward.

Location
Ferizaj 70000 Kosovo XK
Response time
Replies within 2 business days

What you get when you send this

  • A reply within two business days

    Every enquiry gets read by one of the partners, not a sales queue. You will hear back either way.

  • A written plan before any invoice

    Scope, approach, timeline, and cost in writing first. You decide with the numbers in front of you.

  • You own everything we produce

    Code, designs, and accounts are yours. No lock-in, no licence you have to keep paying us for.

  • One point of contact throughout

    You talk directly to the people doing the work — no account manager relaying messages.