Industries

High message volume, repetitive questions, and systems that already hold the answer. That's where an agent earns its keep first — and these are the sectors where we see it most.

F&B & Retail

Every outlet answering the same questions, every day

Reservations, "are you open on public holidays?", menu and allergen questions, stock checks across branches, loyalty balances, catering enquiries — handled instantly on WhatsApp in whichever language the customer writes.

Agents used
Customer Support · Sales & Lead Qualification (catering, bulk orders) · Operations (supplier ordering)
Connects to
POS, reservation systems, delivery platforms, loyalty, inventory
E-Commerce

Where-is-my-order, before it becomes a ticket

Order status with live courier tracking, returns and exchanges within policy, size and stock questions, promo code issues, and abandoned-cart follow-up — across Shopify, marketplaces and WhatsApp.

Agents used
Customer Support · Sales (cart recovery, upsell) · Operations (order exceptions)
Connects to
Shopify / WooCommerce, marketplace APIs, courier tracking, payment gateway, helpdesk
Logistics & Distribution

Shippers, drivers and consignees all asking "where is it?"

Shipment status, ETA changes, proof-of-delivery requests, booking amendments, driver instructions and consignee notifications — coordinated across parties without a dispatcher on the phone all day.

Agents used
Customer Support · Operations (booking entry, exception handling) · Finance (delivery-linked invoicing)
Connects to
TMS / WMS, GPS tracking, e-POD apps, customer portals, ERP
Financial Services & Insurance

Tight scope, full audit trail, no guessing

Policy and product questions from approved documents only, claim status lookups, document collection and checklist chasing, appointment booking with advisors — with identity checks and hard hand-off rules for anything advisory or transactional.

Agents used
Knowledge & Document (approved-source answers) · Customer Support · Operations (document intake)
Deployment
Dedicated Malaysia-hosted or on-premise; full audit log; custom DPA
Property & Real Estate

Respond to every listing enquiry in two minutes, in the right language

Availability, pricing, viewing appointments, financing basics, and tenant maintenance requests — qualified and booked before the agent on duty even sees the notification. For property managers: fault reporting, contractor dispatch and rent reminders.

Agents used
Sales & Lead Qualification · Customer Support (tenants) · Finance & Collections (rent)
Connects to
Listing portals, CRM, calendars, property management systems, accounting
Manufacturing & Trading

Orders arrive on WhatsApp. They shouldn't be re-typed by hand.

Dealer and distributor orders captured from chat and email straight into the ERP, stock and lead-time queries answered from live data, PO acknowledgements and supplier ETA chasing automated, statements and payment reminders sent in the customer's language.

Agents used
Operations & Back-Office · Customer Support (B2B dealers) · Finance & Collections
Connects to
SAP B1, AutoCount, SQL Account, Odoo, custom ERP; supplier portals; spreadsheets
Professional Services

Firms sell expert time. Agents protect it.

For law, accounting, consulting and agencies: intake and qualification of new enquiries, document collection with checklists, first drafts from your templates and precedents, internal knowledge questions answered with citations, and billing follow-up.

Agents used
Knowledge & Document · Sales & Lead Qualification · Finance & Collections
Connects to
Practice management, document management, email, calendars, accounting
Education & Training

Enquiry season shouldn't need a temporary call centre

Course and intake questions, fee and scholarship information, application status, document submission chasing, and parent communication — in three languages, at the volumes that arrive in the weeks before every intake.

Agents used
Customer Support · Sales & Lead Qualification (admissions) · Finance (fee reminders)
Connects to
Student information systems, application portals, CRM, payment systems

Your industry not listed?

If your team answers the same questions every day, or moves data between systems by hand, there's an agent for it.