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Case Study

The E-Commerce Operator's Command Centre

3 AI agents across 3 countries for a single Shopify brand — synced to local warehouse operations in real time.

0
Oversell Incidents
<4 min
Customer Response Time
3 min
Daily Ops Briefing

Groov

groov.nzNew Zealand
groov.storeThailand
groov.hkHong Kong

About Groov

Groov is a lifestyle and consumer goods brand operating across three markets through three independent Shopify storefronts. Each store has its own product catalogue, pricing (NZD, THB, HKD), promotions calendar, and customer base.

Behind each storefront sits a warehouse operation in the associated country — with its own inventory system, shipping partners, and fulfilment workflows. The founder was running all three stores from Christchurch. Manually.

Industry
Lifestyle & Consumer Goods
Headquarters
Christchurch, NZ
Markets
NZ, Thailand, Hong Kong
Platform
3× Shopify Storefronts

The Challenge

Multi-region e-commerce looks clean from the outside. Three Shopify stores, three domains, three currencies. Behind the scenes, it's a nightmare of context-switching.

— The situation before Agenti NZ

Inventory Drift

Each warehouse managed stock independently. Flash sales on one store would burn through SKUs while other stores remained unaware — leading to ~8 overselling incidents per week.

Customer Service Fragmentation

Hong Kong customers in Cantonese, Thai customers in Thai, NZ customers in English — all landing in the same inbox with different policies, different context, different tone required.

Warehouse Coordination Lag

Emailing a warehouse in Thailand at 4pm NZ time means waiting until the next morning for a response. Orders sitting in limbo, multiplied across dozens of daily orders across three regions.

Promotion Conflicts

Running Black Friday campaigns across three stores with different discount structures, different hero products, and different stock levels — all managed via spreadsheets.

The Solution: Three Agents, One Brain

We built three dedicated AI agents — one per Shopify store — each connected to its local warehouse system via API. They share a coordination layer that keeps all three in sync.

NZ

Agent 1: Groov NZ (groov.nz)

Connected to the New Zealand warehouse and fulfilment partner. Validates every new order against live NZ stock before confirmation, pauses listings when inventory hits critical thresholds, automates customer comms in brand voice, and triggers restock alerts with cross-regional stock checks.

ORDER TRIAGERESTOCK ALERTSNZ POST INTEGRATION
TH

Agent 2: Groov Thailand (groov.store)

Handles Thai and English customer service with authentic tone (polite particles, correct register). Monitors NZD/THB exchange rates and alerts when margins erode below threshold. Routes orders through Kerry Express, Flash Express, or Thailand Post EMS based on destination and weight. Aggregates Thai-language reviews into weekly sentiment digests.

THAI-LANGUAGE CXFX MONITORINGLOCAL 3PL ROUTING
HK

Agent 3: Groov HK (groov.hk)

Handles English and Traditional Chinese customer service. Ensures product listings meet Hong Kong Consumer Goods Safety Ordinance requirements and cross-border shipping documentation into Mainland China. Tracks HK market seasonal patterns (gifting seasons, festival-driven demand) and feeds signals back to the coordination layer.

BILINGUAL CXLOCAL COMPLIANCEDEMAND SIGNALS
SYNC

The Coordination Layer

The three agents don't operate in isolation — they communicate through a shared sync layer that polls for state changes every 60 seconds. This is what makes the system greater than the sum of its parts.

Unified inventory ledger

Real-time stock counts across all three warehouses

Cross-region transfer logic

Recommends stock moves when one region is oversupplied

Consolidated daily briefing

One 3-min summary covering all three stores at 7am NZT

Promotion conflict detection

Flags pricing undercuts and stock cannibalisation before launch

System Architecture

┌─────────────┐     ┌─────────────┐     ┌─────────────┐
│  groov.nz   │     │ groov.store │     │  groov.hk   │
│  Shopify    │     │  Shopify    │     │  Shopify    │
└──────┬──────┘     └──────┬──────┘     └──────┬──────┘
       │                   │                   │
       ▼                   ▼                   ▼
┌──────────────┐   ┌──────────────┐   ┌──────────────┐
│   Agent NZ   │   │   Agent TH   │   │   Agent HK   │
│ Orders       │   │ Thai lang    │   │ Bilingual    │
│ Stock sync   │   │ THB/FX       │   │ Compliance   │
│ NZ Post      │   │ Local 3PL    │   │ Demand intel │
└──────┬───────┘   └──────┬───────┘   └──────┬───────┘
       │                  │                  │
       └──────────┬────────┴──────────┬───────┘
                  │                  │
          ┌───────▼──────────────────▼───────┐
          │        Coordination Layer         │
          │  Unified inventory · Transfers    │
          │  Daily briefing · Promo guards    │
          └───────────────────────────────────┘

Before & After

Before Automation

After Automation

Oversell incidents (weekly)

~8

Oversell incidents (weekly)

0

Avg. customer response time

6–18 hours

Avg. customer response time

< 4 min

Daily ops time (founder)

2+ hours

Daily ops time (founder)

3 min briefing

Missed restock windows/month

5–6

Missed restock windows/month

0

Cross-region stock transfers

Manual, rare

Cross-region stock transfers

Automated

Results & ROI

0

Overselling incidents per week (down from ~8)

34%

of HK store's Q1 revenue from one agent-detected demand spike

400

units cross-region transfer recommended & executed in one click

Month 1

Overselling → 0

Real-time inventory sync eliminated the root cause entirely.

Response: <4 min

Down from 6–18 hours depending on time zone.

2 hrs → 3 min

Daily store check routine replaced by a single morning briefing.

Restock: 0 missed

Automated threshold alerts and cross-region stock checks.

By Month 3

The HK agent identified a demand spike for a specific product line two weeks before Chinese New Year — allowing the team to pre-position stock and run a targeted promotion. That single move generated 34% of the HK store's Q1 revenue.

The Thailand agent flagged that NZD/THB exchange rate movement had eroded margins on 12 products below the 40% threshold. Prices were adjusted within the hour.

A cross-regional stock transfer — 400 units from HK to Thailand — was recommended by the coordination layer, approved by the founder in one click, and saved what would have been a stockout on the best-selling Thai market SKU.

Why This Matters

This isn't a story about one Shopify store getting a chatbot. This is a multi-agent system operating across three countries, three currencies, three languages — coordinated through a shared intelligence layer that keeps one founder in control without being buried in operations.

You don't need a regional operations manager in every country. You need an agent in every country, and a coordination layer that makes them work as one.

Running Multi-Region E-Commerce?

If you're operating across multiple markets and drowning in operational complexity, we build agent systems like this. Get in touch.