Start 30 days free, no card. Full Pro access for a month, then decide. Start free
Analyst
Paul Treiber
Period: Reporting periods mapped to calendar 2024 Q4 – 2025 Q4 (5 quarters; questions recorded in 2).
- Questions
- 2on tracked calls
- Challenge rate
- 0%none of 2 questionsLimited sample
- Companies
- 1questioned at least once
- Reporting periods
- 2with questions
These figures cover the whole profile: every tracked question, all reporting periods.
How to read these numbers
Challenge rate is the share of questions that pushed back, pressed for specifics or questioned management’s assumptions. It describes how questions were asked on the calls tracked here; it does not measure whether any view turned out to be right.
Rounding. Rates are rounded to whole percentages, so a small share can show as 0% even when some questions were challenging. The count beside each rate is exact; “none of N questions” means no question was challenging.
No questions recorded. “—” means there is nothing to calculate: no questions were recorded for that period on the calls tracked here. It does not mean there was no activity.
Fewer than 3 questions. A company-level rate is withheld when fewer than 3 questions were recorded for that company; the questions are still counted everywhere else.
Small samples. Profiles with fewer than 10 questions are marked Limited sample.
Reporting periods. Questions are grouped by the calendar quarter each company’s fiscal reporting period maps to, not by the date of the call. Periods without a calendar mapping are listed separately under their fiscal label.
Questions asked
Grouped by company, most questions first. Open a company to read its questions, newest reporting period first.
Showing 2 of 2 questions from 1 company
SHOPShopify2 questions · 2 reporting periods · 0 of 2 challenging
Calendar 2025 Q4
AI, are you -- the feedback that you're getting from companies in terms of the AI road map, is that -- I imagine it's influencing decisions
Show response
Harley cited conversations with GM, L'Oreal, Suit Supply, and Amer Sports, enterprises are coming to Shopify because they want to stop maintaining 400-engineer teams for e-commerce and instead return to their core business, with agentic commerce adding urgency to the platform migration conversation.
Calendar 2024 Q4
Where are you seeing it operationally having the most impact? And then what has been the magnitude of productivity gains that you've seen?
Show response
Harley highlighted developer productivity and AI-deflected support queries as key operational gains but did not quantify specific productivity metrics.
Challenge rate by company
Every company this analyst questioned, most questions first. A company-level rate is shown from 3 questions; below that it is withheld.
| Company | Questions | Challenge rate |
|---|---|---|
| SHOP Shopify | 2 | —Rate withheld: fewer than 3 questions |
- SHOPShopify · 2 questions—rate withheld: under 3 questions
Activity by reporting period
Questions recorded for each calendar quarter that companies’ reporting periods map to (not the call date), with the challenge rate for that period. Periods inside the range with no questions are shown as “No questions recorded”.
| Calendar period | Questions | Challenge rate | Companies |
|---|---|---|---|
| 2024 Q4 | 1 | 0%none of 1 question | 1 |
| 2025 Q1 | No questions recorded | — | — |
| 2025 Q2 | No questions recorded | — | — |
| 2025 Q3 | No questions recorded | — | — |
| 2025 Q4 | 1 | 0%none of 1 question | 1 |
- 2024 Q41 question · challenge rate 0% (none of 1 question) · 1 company
- 2025 Q1No questions recorded
- 2025 Q2No questions recorded
- 2025 Q3No questions recorded
- 2025 Q41 question · challenge rate 0% (none of 1 question) · 1 company
Topics
Topics tagged on this analyst’s questions.
- Cloud & AI2
- Competitive Dynamics1
- Innovation & R&D1