Lulu Hypermarket

Lulu Oman

DeployOne

Decision canvas · 9 sections

Reactivating the Happiness base against non-food.

Non-food revenue is under pressure across the group while food holds. The cheapest demand available is the customer who already shops at Lulu, already gave a phone number to join Happiness, and has stopped buying a category they used to buy. This canvas sizes that base in Oman, defines the conversation, values it, and lays out a ninety-day test on real numbers.

Prepared for Shabeer K.A., Director, Lulu Hypermarkets Oman · September 2026.

Measuredpublished by Lulu or independently reportedModelleda DeployOne assumptionNot claimeddeliberately not asserted
04Mechanism

Six agents, two channels, one human gate.

Detection runs nightly. Voice and WhatsApp carry the conversation in the member's registered language; uncertainty and high value stop at a named person.

520,000

Records scanned

601

Flagged today

421

Voice calls

331

WhatsApp

24

Human handovers

108

Suppressed

Native stack, not translated output

The group serves more than 695,000 shoppers daily across 130 nationalities. In Oman, Arabic, English, Malayalam, Hindi, Urdu, Bengali and Tagalog all appear in volume. Native intelligence is the difference between a call that completes and one that ends in ten seconds.

A note on scope. India’s 74-language figure applies to text-to-speech. The conversational stack covers about 32 languages, including every Oman language listed here.

Agent roster

Live operating design

Expiry watcher

System

Ranks expiring balances by value at risk.

Lapse detector

System

Holds the lost department, not only the lapse.

Reactivation caller

Voice

Calls in the member's registered language.

Follow-up agent

WhatsApp

Sends price, nearest store and expiry date.

Store handover

Human gate

Routes value and uncertainty to a named manager.

Consent & suppression

System

Blocks opt-outs, excess frequency and restricted hours.

Conversation feed

One day of the reactivation layer in Oman

Illustrative run

Every line ends in an action, a human handover, or a documented refusal to act.

System

Overnight scan complete

Balances ranked by value at risk; members below the 40-point redemption floor excluded.

Queued for contact · Done

Voice · Malayalam · 2m 48s

Expiring balance; appliance lapse

The member learned the points expire. The agent introduced the changed small-appliance range and current member price.

Price, store and expiry sent · Done

Voice · Arabic · 1m 12s

Stock question at Al Qurum

With no verified stock position, the agent made no claim, offered a checked callback, and logged the gap.

Routed to store · Human

WhatsApp · Bengali

Two-day follow-up

The member asked whether points combine with member pricing; programme terms supported a direct answer.

Answered from terms · Done

Human gate

Top-quintile member, quiet for 63 days

Spend history, dropped departments, and expiring balance went to the store manager. Contact was made by a person.

Store acknowledged · Done

System

Contacts blocked before dialling

Opt-outs, frequency-cap breaches, and calls outside permitted hours were suppressed with auditable reasons.

Suppressed and logged · Done