ChatGPT

All figures measured.

#ProductRecommended in
1 Growave 3 of 3
2 Smile.io 3 of 3
3 LoyaltyLion 2 of 3
4 PerkStack 2 of 3
5 Toki 2 of 3
6 BON Loyalty 1 of 3
7 Yotpo Loyalty & Rewards 1 of 3
8 Yuko 1 of 3

Scanned 12 October 2026. 3 samples from ChatGPT, round 9. 8 products recommended. Methodology v2026-09-29.1.

Perplexity

All figures measured.

#ProductRecommended in
1 Growave 3 of 3†
2 LoyaltyLion 3 of 3†
3 Smile.io 3 of 3†
4 Appstle Loyalty 2 of 3†
5 Rivo 2 of 3†
6 Yotpo 2 of 3†
7 Appstle Loyalty Program Reward 1 of 3†
8 Love Loyalty & Rewards 1 of 3†
9 Yotpo Loyalty & Referrals 1 of 3†

† Corrected 12 October 2026: incomplete_round. Some of this round's samples had failed when it was first published. They were collected afterwards with the same questions and settings, and the figures marked † were recomputed. How corrections work

Scanned 12 October 2026. 3 samples from Perplexity, round 9. 9 products recommended. Methodology v2026-09-29.1.

Counts, not percentages: with three samples a percentage would imply a precision the sample size cannot carry. “2 of 3” means the assistant recommended that product in two of its three answers to this question.

Sources the assistants cited

  • apps.shopify.com 12
  • community.shopify.com 4
  • shopify.com 3
  • loyaltylion.com 2
  • reddit.com 2
  • milkbottlelabs.com 1
  • oxify.app 1
  • buildwithtoki.com 1
  • growave.io 1
  • perk-stack.com 1
  • yuko.so 1
  • ecommercetech.io 1

Scanned 12 October 2026. 6 samples across ChatGPT and Perplexity, round 9. Methodology v2026-09-29.1.