AI Enquiry AgentRun demo

Automation / AI / Business system

Enquiries should not disappear inside your inbox.

An automated lead-handling workflow that understands enquiries, collects missing details, updates the lead system, alerts the owner and follows up automatically.

Portfolio project by AdamSofi · Demo mode

Enquiry workflow

Running
  1. Customer enquiry

    Hi, saya nak buat website untuk company renovation…

  2. AI understands request

  3. Collect information

  4. Update lead system

  5. Notify owner

  6. Automatic follow-up

Owner action needed

—

Manual vs automated

Seven manual steps become one workflow.

The enquiry itself was never the hard part. The repetitive work that follows it is what costs the owner a day.

Before

7 manual steps
  1. Read enquiry
  2. Ask questions
  3. Wait for reply
  4. Copy details
  5. Update spreadsheet / CRM
  6. Notify owner / team
  7. Remember to follow up
  • Slow first response
  • The same questions, every time
  • Incomplete information
  • Messages buried in chats
  • Forgotten follow-ups

After

1 automated flow
  1. Enquiry
  2. Qualification
  3. Structured lead
  4. Owner alert
  5. Automatic follow-up
  • Reply starts immediately
  • Only the missing details are asked for
  • Every lead arrives structured
  • Important leads surface first
  • Follow-ups are scheduled, not remembered

The workflow

Six stages, none of which need the owner.

Select a stage to see what goes in, what comes out, and which manual step it removes.

Stage 02

AI understands request

Keyword and pattern rules read the message and detect what the customer is actually asking for, along with the type of business behind it.

Input
Enquiry text
Output
Intent · business type · features · budget · timeline
Manual step removed
Manually interpreting every message

Core capabilities

What the system takes off the owner's desk.

Each capability maps to a step that would otherwise be done by hand after every single enquiry.

Enquiry understanding

Detects the service, business type, requested features, budget and timeline from a message written in plain Malay or English.

Structured customer information

Every enquiry becomes the same shaped record, so leads can be compared, filtered and searched instead of scrolled through.

Fewer repetitive questions

The system asks only for what is actually missing. The customer answers three or four short questions, not a form.

Clear lead priority

A transparent points rule assigns Hot, Warm or Cold — and the lead page always shows why that score was given.

Owner notifications

High-priority leads reach the owner immediately, with enough context to act without opening anything else.

Follow-ups that are scheduled

A follow-up is created the moment a lead qualifies, and stays on the dashboard until it is done or cancelled.

Owner visibility

One dashboard shows what needs attention now, what is in the pipeline, and what the automation has been doing.

Owner dashboard

The owner opens one screen and knows what to do.

Not vanity analytics — a short list of decisions, ranked. Leads created in the live demo appear here immediately.

Overview

Demo data
New leads

12

last 7 days

Hot leads

4

open

Follow-ups due

3

today or overdue

Actions today

28

by automation

Needs attention

  • Amir Renovation

    Hot

    Website · RM3k–RM5k

    Follow-up due today

  • Klinik Pergigian Seri

    Hot

    AI Agent · RM5,000+

    Follow-up overdue

  • Warisan Katering

    Warm

    Automation · RM1k–RM3k

    Contact number not provided

Example enquiry journey

One message in. A qualified lead out.

This is the default scenario in the live demo — a renovation contractor asking about a website, in the way people actually write.

01 · The message

“Hi, saya nak buat website untuk company renovation. Nak tahu anggaran harga.”

No name, no budget, no timeline, no contact number. Typical, and unusable as it stands.

02 · What the system extracted

Intent
Website
Business type
Renovation
Features
Company profile, services, gallery, WhatsApp
Budget
RM3,000 – RM5,000
Timeline
Within 2 Weeks
Contact
012-345 6789

03 · What happened next

Hot
  1. Lead score calculated: 92
  2. Lead marked HOT
  3. Lead saved · #L1041
  4. Owner notification created
  5. Follow-up scheduled · WhatsApp

Owner steps requirednone

Case study

Problem, approach, system, result.

The full write-up covers how the workflow was designed and where real providers plug in.

Problem

The enquiry was not the problem. Everything after it was — reading, asking, copying, recording, notifying, remembering.

Approach

Turn an unstructured message into a structured lead first, then let rules handle the steps that always follow.

System

An enquiry interface, a deterministic processor, a qualification engine, a lead store, notifications and a follow-up scheduler.

Result

Enquiries arrive structured, important leads become visible, and follow-ups stop depending on memory.

A customer enquiry enters once, and the system handles the repetitive work that comes after it.

Run the automation yourself. It takes about seven seconds, and the lead it creates lands in the dashboard.