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AI Integration & Automation

AI Built Into The Work Your Team Already Does

ScopeConfigureAssistReview

We integrate AI into the processes your business already runs, from drafting and routing to summarizing and first-response support, inside your own systems or on WULOOJ AI. It is configured around your use case, and people stay in the loop where getting it wrong has a cost.

The starting point

Start from a process, not a buzzword.

The tasks worth handing to AI are the ones that are repetitive, language-heavy, or slow — and most teams can name them immediately. We begin by finding those, not by picking a technology first.

Team mapping its work in columns on a whiteboard
Mapping the work before choosing the tool

Waiting on a first read

  • WhatsAppWhere is my order? It was due yesterday.
  • EmailRe: Re: Re: correction to last month's invoice
  • Live chatNew conversation, not opened yet
  • Live chatCan I still return an item after two weeks?
  • Repetitive

    The same shape of task arrives again and again, and the response barely changes.

  • Language-heavy

    Reading, writing, and re-reading long threads takes most of the effort.

  • Slow to start

    Work waits because someone has to read it before it can move anywhere.

A use case that fits none of these is usually better solved without AI — and we will say so.

Assistive workflows

AI that helps with the first pass, not the final word.

Each workflow is scoped to a task your team already owns. The platform produces a first pass; the person who owns the work decides what happens to it.

  • Drafting

    Produce a first reply or summary from the thread and the customer record, ready for a person to edit and send.

    1. Incoming work
    2. Draft prepared
    3. Person edits
    4. Sent
  • Routing

    Read what arrived and put it in the right queue, with the right priority, instead of leaving it for manual triage.

    1. Incoming work
    2. Read and classified
    3. Queued
    4. Owned
  • Summarizing

    Condense a long conversation or ticket history so whoever picks it up next starts with the context.

    1. Long thread
    2. Summary drafted
    3. Attached to record
    4. Handover
  • First-response support

    Answer common questions over chat and messaging where the answer is well defined, and hand over the moment it is not.

    1. Customer asks
    2. Answered or escalated
    3. Agent picks up
    4. Resolved
People stay in control

Every workflow has a person attached to it.

Automation without a review path is how small errors reach customers at scale. In every workflow we deliver, each workflow is configured with what it may do on its own and what has to be seen by someone first.

Colleagues reviewing work together on a laptop
The person who owns the work has the final say
  • Assist

    The platform prepares the work. A person reviews and sends it.

    Nothing reaches the customer unseen.

  • Supervise

    The platform acts on well-defined cases and flags the rest for a person.

    The boundary is set by you, per workflow.

  • Hand over

    The platform steps back and passes the conversation to an agent with its context intact.

    The customer does not start again.

Where a mistake has a cost, the workflow is configured so a person sees it first.

Configured, not templated

Shaped to your use case, in your own workspace.

WULOOJ is customized to specific use cases rather than forced into a template. An AI workflow is no different: it is defined against your processes, your records, and your teams.

  1. Scope the use case

    Identify the task, who owns it today, and where AI can help without removing human control.

  2. Configure the workflow

    Set what the workflow reads, what it produces, and which cases it may handle on its own.

  3. Connect the systems

    Point it at the modules the work already lives in, so it reads and writes the same records your team does.

  4. Refine in use

    Adjust the boundaries and the outputs based on how the team actually works once it is running.

Start with one workflow. Add others module by module as they prove out.

Workflow settings

Reads from

Chosen modules

Produces

A first pass

May act alone on

Defined cases

Reviewed by

The work owner

Add another workflow

  • Summarize long tickets before handover
  • Route WhatsApp messages by topic
  • Draft replies to common questions
Inside your operations

It works on the same records your team does.

The AI layer is not a separate tool with its own copy of the data. It runs against the shared WULOOJ record — the same contacts, order history, and conversation history every other module reads.

AI workflow

Reads and writes the shared record

Build on top of it, not just inside it

Every module is reachable through REST APIs, so a workflow can trigger a third-party system mid-process or be triggered by one in return. The app builder deploys custom admin, customer, or vendor portals on the same underlying database.

  • REST APIs on every module
  • App builder for custom portals
  • One shared database
Visibility

See what the platform did, and what people changed.

Output lands in the same data warehouse as the rest of the platform, so an AI workflow is measured next to the operation it belongs to rather than in a tool of its own.

Data Warehouse

Analytics dashboard with charts open on a laptop screen

Workflow activity

  • Routed to the delivery queuePlatform
  • First pass edited before sendingReviewer
  • Handed over to an agentPlatform
  • Common question answeredPlatform
  • What came in

    The work each workflow handled, by channel and by queue.

  • What it handled

    Which cases were answered, routed, or passed to a person.

  • What people changed

    Where reviewers edited the first pass before it went out.

  • What escalated

    The cases the workflow handed over, and where they went next.

Next step

Bring us the process, not the prompt.

Tell us which task is slowing your team down and who owns it today. We will scope whether an AI workflow helps, where the review path belongs, and what it would take to run it inside your WULOOJ workspace.