Consumer ElectronicsAnonymized case

A global PC & smart-device brand

Without a single flight, HQ began hearing real store-floor voices from 15 countries — daily.

Products usedezChatezData
Challenge

About 75% of growth came from overseas, yet frontline promoters were dealer employees — HQ never heard the store floor. Flying in was expensive and partial; dealer relays were slow and distorted. The most important growth engine was also the darkest information blind spot.

Approach · Evidence chain

Every step reproducible

  1. 01

    Zero-friction daily input

    ezChat async interviews let promoters in 15 countries report by text, voice or store photos — whichever is easiest mid-shift.

    ezChat
  2. 02

    Multimodal AI normalization

    Multilingual voice notes and shelf photos convert into one readable text pool, regardless of language or format.

  3. 03

    Cluster the deal-drivers

    ezData and AI clustering distilled cross-market deal-drivers (young buyers, accessory completeness, gaming-meets-work) and per-country nuances.

    ezData
  4. 04

    Make it a standing channel

    The pilot hardened into infrastructure: daily frontline feedback flows in and is parsed centrally — HQ hears 15 markets directly.

Measurable results
✦ 15-country frontline channel
Each tile = one country's frontline feed, lighting up daily
"We used to guess what happened in overseas stores. Now we read it every morning."
Next caseA major food & beverage brand · new-concept screening — Not just the highest-scoring concept: directions worth building, with a clear answer for what to change next. →

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