AI AUTOMATION, WITH A HUMAN PURPOSE

A customer asks.
Your AI answers.

Turn everyday product questions into helpful conversations. We build AI assistants that use your business information, reply to customers, capture useful details, and bring in your team when a person is needed.

Your tools. Your rules. Your team in control.

Arc Studio

AI shopping assistant Demo
Customer:
Arc desk lamp

Is this desk lamp available in black?

AI assistant:

Yes! Black and white are both available. 😊

Customer:

Do you deliver outside Dhaka?

AI assistant:

We do! Share your area and I’ll help you with the delivery options.

Seen
DESIGNED AROUND THE WAY YOU WORKA simpler way to work
+Customer conversations+Lead operations+Content workflows+Connected systems

LET'S MAKE IT SIMPLE

What does AI automation actually do?

It takes a repeatable task, understands the information that arrives, and moves the work to the next step. Your team decides what the system can do and when it should ask for help.

01

A trigger starts the work

A customer message, a form submission, a new row, or a scheduled event tells the workflow to begin.

Example: someone asks about delivery in your inbox.
02

Rules and AI handle the context

Business rules check what is allowed. AI can interpret the question, summarize information, or draft an answer from approved material.

Example: the system recognizes a delivery question and checks your shipping information.
03

An action moves it forward

The workflow sends an approved answer, updates a record, alerts a teammate, or requests a human decision.

Example: a routine question gets a reply; an exception reaches your support team.

01 / WHAT WE BUILD

Less friction.
More forward.

From answering customers to moving data between tools, we build AI automation around the work that matters to your business.

WORKFLOW EXAMPLE01 / 05

AI customer support

Give customers useful, on-brand answers across supported messaging channels, with clear escalation to your team when human judgment is needed.

ReceiveA customer sends a question
UnderstandFind an answer in approved knowledge
ActReply, or hand over with context
Knowledge-grounded repliesMultilingual conversationsHuman handoff rules

Illustrative flow. Each implementation is scoped to your tools and policies.

Explore this service

FOLLOW A REALISTIC SCENARIO

One message.
A clear path forward.

Follow an illustrative customer question through the system. Scroll to see what happens at each stage—and where your team steps in.

EXAMPLE / CUSTOMER CONVERSATION01 / 04

Hi, do you deliver outside Dhaka?

01
New message capturedChannel + message + available context
Ready to understand

Illustrative scenario. Responses and actions depend on your business rules and project scope.

01 / Receive

A customer sends a message.

A question arrives through a supported messaging channel or website form. Instead of leaving it scattered across tools, the workflow captures the message and the context it is allowed to use.

  • Identify the source
  • Capture the original message
  • Keep the conversation connected

The starting point is an ordinary customer conversation.

02 / Understand

The system checks what the customer needs.

The workflow identifies the topic and looks for an answer in your approved business information. It follows your language and response rules. Missing or unclear information becomes a reason to ask a person.

  • Classify the question
  • Retrieve approved information
  • Check for uncertainty or exceptions

The answer comes from your information and the behavior agreed for the workflow.

03 / Act

A useful answer reaches the customer.

For a routine question within the approved scope, the system can send the answer and record the interaction. If the conversation becomes a sales opportunity, a separate rule can capture the lead and route it to your team.

  • Use the approved response path
  • Record the action
  • Capture relevant follow-up details

The exact answer and action depend on your policy and connected systems.

04 / Hand over

An exception goes to the right person.

A refund request, policy exception, uncertain answer, or other sensitive moment pauses the automated response. Your teammate receives the original message, a short summary, and the context needed to continue.

  • Recognize a decision boundary
  • Pause the automated action
  • Hand over with context

Your team keeps control over decisions that need judgment.

WHAT CHANGES IN THE DAY-TO-DAY?

Less manual movement.
Clearer next steps.

These examples show the kind of operating change a workflow can support. Actual results depend on the process, tools, and implementation.

The taskCommon manual processWith a defined workflow

Answering repeat questions

Before

A teammate types the same information again and again.

With automation

Approved answers handle routine questions; a person reviews exceptions.

Following up on inquiries

Before

Lead details stay in separate inboxes and someone has to copy them.

With automation

The workflow collects useful details and routes them to the right owner.

Keeping tools up to date

Before

People move information between sheets, forms, and internal tools by hand.

With automation

A defined event starts validation and updates the connected systems.

Reviewing content

Before

Drafts, feedback, and publishing decisions get lost between tools.

With automation

A structured pipeline moves drafts through clear human approval steps.

CONNECTED BY DESIGN

Smart systems.
Grounded in your reality.

The right automation should feel like a natural extension of your team. Clear inputs, useful actions, and a person in the loop when it matters.

Your tools, connected.

Build around your current systems, data, and operating reality.

Your rules, respected.

Set clear boundaries, approval steps, and human handoffs.

Your team, in control.

Keep workflows visible, documented, and easy to operate.

02 / HOW WE GET THERE

From a recurring task
to a reliable system.

We work through the details with you, from the first workflow map to launch and handover.

01

Discover

Map the workflow, bottlenecks, systems, risks, and measurable success criteria.

02

Design

Define the AI behavior, data flow, guardrails, approvals, and fallback paths.

03

Build & validate

Connect systems, test real scenarios, and review edge cases with your team.

04

Launch & improve

Deploy, monitor outcomes, and refine the system as your operation evolves.

WHAT YOU RECEIVE

A working system.
And the clarity to run it.

A project includes more than an automation diagram. The final scope defines the system, the checks, and the information your team needs to operate it.

01

A map of the workflow

A clear description of what starts the work, the decisions involved, the systems it touches, and who owns the result.

02

A connected working system

The integrations, business rules, and AI behavior included in the agreed scope, brought together as one workflow.

03

Real-scenario validation

Review of normal cases, missing information, repeated events, exceptions, and handoffs before launch.

04

Controls and visibility

The approval points, permissions, activity records, and failure notifications appropriate to the project.

05

Operating notes and handover

An explanation of how the system works, who looks after it, and what to do when a dependency or requirement changes.

06

An agreed support boundary

A written understanding of launch support, maintenance responsibilities, provider costs, and any ongoing work.

Deliverables are confirmed in your written proposal. Provider subscriptions, hosting, and ongoing maintenance are identified separately where relevant.

IS YOUR WORKFLOW A GOOD FIT?

You do not need to automate everything.

Start with a process people understand and repeat. A small, well-defined workflow gives you a clearer way to review the result before expanding.

Find the right first workflow
01

Start with repetition

Choose work that happens often enough for the improvement to matter. A task repeated every day is easier to evaluate than an unusual one-off request.

02

Look for clear information

Document the answers, rules, data, and permissions the system needs. Missing information should be made visible before automation is introduced.

03

Name the responsible person

Someone should own exceptions, approvals, and the final outcome. Automation works best when responsibility is clear.

04

Decide what better means

Agree how you will review the result: fewer manual steps, clearer follow-up, better visibility, or another practical outcome for your team.

A LITTLE MORE CLARITY

Good questions.
Straight answers.

Still wondering where to start?

Talk it through with us
What can Subnex automate?

We focus on customer conversations, lead handling, social engagement, content operations, notifications, reporting, and custom workflows that connect your existing tools.

Will the AI replace our team?

The goal is to remove repetitive work and help your team respond faster. We design explicit human handoffs and approval steps for decisions that require context or judgment.

Can the system work in English, Bangla, and Banglish?

Yes. Multilingual behavior can be designed and tested for your use case, knowledge base, tone, and customer vocabulary.

How long does implementation take?

Timing depends on workflow complexity, data readiness, and integrations. After discovery, we provide a written scope, milestones, and delivery estimate before implementation begins.

How is access to our systems handled?

We prefer official APIs, least-privilege access, and separate credentials. Required permissions, storage, retention, and revocation are documented during solution design.

Do you offer fixed packages?

Every workflow has different systems and risk. We use three engagement models as a starting point, then provide a custom scope and quote after an initial automation review.

YOUR NEXT CHAPTER STARTS HERE

Let's make room
for better work.

Show us what keeps repeating. We will help you find the flow.

Start a conversation