Research | MESA Blog

Research How to translate "automate my Shopify store" into something that ships

Open-ended Shopify automation requests shipped at 34% in Q1 2026. The most specific pattern shipped at 94.6%. The difference is scope: here's what that means in practice.

Research Tagging is the #1 thing Shopify merchants automate: 1 in 4 asked for it in Q1 2026

Of 238 workflow prompts Shopify merchants typed into MESA in Q1 2026, 24.8% requested tagging automation: the #1 category, ahead of exports and fulfillment.

Research AI-powered Shopify workflows ship at 70% vs 45% for non-AI workflows: a Q1 2026 benchmark

Of 897 Shopify workflows built in MESA in Q1 2026, those with an AI step shipped at 70.3%, vs. 45.2% without. The 25-point gap, in data and detail.

Research What Shopify Merchants Actually Automate: A Q1 2026 Analysis of 1,374 Workflows

Of 1,374 workflows Shopify merchants built in MESA in Q1 2026, only 50.1% shipped. But workflows with an AI step shipped at 70.3%. The full Q1 benchmark.