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Analyzed case · Shopify DTC · 15k agentsDemonstration simulation

“The creative worked. Just not with the customers who mattered most.”

Stride North was launching a €129 daily running shoe. This demonstration simulates 15,000 profiles across four audience cohorts to surface an objection hidden by the aggregate.

A realistic scenario built to show the level of detail of the final report.

Format: Meta Ads · 4:5 → ShopifyPanel: 15,000 synthetic agentsAudience: Urban runners · ages 28–44Goal: First purchase · €129
STRIDE/NORTH€129

The daily trainer that keeps your rhythm.

Daily trainer · 268 g

15,000 simulated profiles

The signal hidden by the average

Returning runners · 31%42
Everyday comfort · 27%66
Progression · 24%71
First pair · 18%78
Overall average62/100

The context

Stride North, a fictional DTC brand, is preparing to launch an everyday running shoe. Its target is not one homogeneous block: it includes people returning to running, comfort-led runners, progression-focused profiles, and newer runners drawn in by style.

The demonstration models a realistic target structure — running frequency, online purchase history, choice criteria, and objections — without using personal data. It shows how to assess not only whether an ad is liked, but who it would actually move toward purchase.

The launch creative

“Get back to running. Keep the rhythm.”

A premium lifestyle photograph, an emotional promise, and a highly visual Shopify product page. The product is desirable, but stability, sizing, and trial information sit below the fold.

Protocol

Each reaction is generated in the target audience context, then aggregated without hiding minority objections.

Test briefMeta Ads · 4:5 → Shopify
01Image: urban runner at sunrise, shoe dominating the foreground
02Promise: lightness, energy, and a return to a regular routine
03Product page: colors, price, and reviews visible on arrival
04Stability proof, size guide, and outdoor trial positioned lower down

What a 15,000-agent panel simulates

The simulated overall score of 62 hides a 36-point gap. Style-led new runners score the creative 78. Returning runners — the segment with the strongest pre-existing intent — fall to 42 because they cannot validate stability or fit.

In this demonstration, 15,000 synthetic profiles represent four behavioral cohorts in the target audience proportions. The scenario exposes every cohort to the same ad followed by the same product page.

Primary score

62/100

A misleading average

Cohort view

Audience share

Returning runners

Stability and sizing cannot be verified

31%

42/100

Everyday comfort

Cushioning appeals; outdoor trial is hard to find

27%

66/100

Progression

Weight and intended use expected before purchase

24%

71/100

Style & first pair

Highly desirable creative with little friction

18%

78/100

Critical signal

The overall average hides a 36-point gap: 78/100 among new runners, 42/100 among returning runners.

Product desirability82
Shoe recognition91
Sizing confidence44
Stability proof47
Purchase intent58

Panel reactions

I like the shoe, but I cannot tell whether it is stable enough for my regular runs.

Synthetic agent

I only order running shoes online when the size guide and post-trial return policy are completely clear.

Synthetic agent

The image makes me want to run. At €129, I still need more concrete proof before buying.

Synthetic agent

The decision

Build a returning-runner variant and move fit proof above the price.

Optimizing the average would have reinforced the lifestyle angle, which already worked. The cohort view shows the opposite priority: reassure the segment most ready to buy with heel stability, shoe weight, sizing guidance, and trial terms on the first screen.

The segmented re-test

The revised variant keeps the visual energy but adds four immediate proofs: heel stability, shoe weight, sizing recommendation, and a 30-day outdoor trial.

Returning runners · initial

42

/100

Returning-runner variant

86

/100

Simulated improvement

+44 pts

Changes tested

  • Hook centered on returning to a routine rather than style alone
  • Heel stability and daily use made explicit in the ad
  • Size guide moved above the add-to-cart button
  • 30-day outdoor trial terms shown before the price

I understand what kind of runs it is made for, I know how to choose my size, and I can test it outside. Now I can decide.

Synthetic agent, returning-runner variant

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