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The challenge: labor-intensive and costly

Helion works with thou­sands of mys­tery shop­pers who vis­it stores for major brands like Torfs, Q8, and Pra­da. They fill out sur­veys and sub­mit pho­tos and reviews that feed into their plat­form, Shop­met­rics.” This data is crit­i­cal: lux­u­ry brand licens­es depend direct­ly on it.

But the process was extreme­ly labor-inten­sive and cost­ly. Mys­tery shop­pers sub­mit­ted pho­tos, after which employ­ees man­u­al­ly filled out and assessed sur­veys. Helion’s ques­tion was clear: Can AI speed up this process while still guar­an­tee­ing reliability?

The solution: AI as mediator

Togeth­er with Neme­on, a solu­tion was devel­oped in which an AI mod­ule fills out sur­veys based on pho­tos. The human role did­n’t dis­ap­pear, it changed. Employ­ees start­ed using AI as a kind of sec­ond opin­ion, or mediator:

The AI says the store is dirty. Is that accurate, or was there just one full trash bin? The human makes the final call.”

The result?

  • Bet­ter effi­cien­cy: employ­ees can process more accounts in the same amount of time.
  • Cost sav­ings: AI part­ly replaces off­shore inter­pre­ta­tion, with­out los­ing quality.
  • High­er reli­a­bil­i­ty: by train­ing mod­els on data from the best review­ers, accu­ra­cy improved significantly.

Data infrastructure as the foundation

One key les­son: with­out a sol­id data ware­house, AI remains a dis­con­nect­ed tool. That’s why Microsoft Fab­ric was cho­sen as the mod­ern data infra­struc­ture. This made it pos­si­ble to plug in the AI mod­els in a scal­able, reli­able way, with room to expand into oth­er domains.

The future: from mystery shopping to broader applications

While this case cen­ters on mys­tery shop­ping, the insights apply far more broad­ly. Think retail audits, field ser­vices, or even facil­i­ty man­age­ment. Any­where pho­tos, obser­va­tions, and eval­u­a­tions come togeth­er, AI can act as an accelerator.

Losing your job to AI?

Helion Research’s case shows how AI and data don’t sim­ply replace jobs, they enable new forms of col­lab­o­ra­tion between humans and machines. By invest­ing smart­ly in infra­struc­ture and mod­els, a future emerges where mys­tery shop­ping becomes faster, more reli­able, and more valuable.

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