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Analyst
Benjamin Black
Period: Reporting periods mapped to calendar 2024 Q4 – 2026 Q2 (7 quarters).
- Questions
- 33on tracked calls
- Challenge rate
- 3%1 of 33 questions
- Companies
- 7questioned at least once
- Reporting periods
- 7with 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 33 of 33 questions from 7 companies
RDDTReddit, Inc.10 questions · 7 reporting periods · 0 of 10 challenging
Calendar 2026 Q2
So I guess the question really is, why not spend more? You know, what are you seeing in terms of the retentiveness
Show response
Vollero answered candidly that retention is the constraint on scaling user acquisition spend and acknowledged Reddit sits below peers on that measure.
where do you see the largest remaining opportunity for operating leverage over the next few years?
Show response
Vollero was explicit that leverage comes from incremental revenue flow-through rather than cost takeout, and named the long-term 50% margin goal.
Calendar 2026 Q1
can you maybe talk about the contribution rates on the platform. How those have been trending? What are you doing to support growth there?
Show response
Steve described the content flywheel and post-success work, and said licensing partners are chosen for citations, mind share and mission fit beyond dollars.
Calendar 2025 Q4
how do you think about the impact to users, you know, contribution rates, and certainly the ad side of the business?
Show response
Jen said Reddit owns the trusted-recommendation point of decision, which agents can't commoditize, positioning it well for agentic commerce.
I'll be curious to hear your thoughts on AI-generated content on the platform.
Show response
Steve said AI content can be additive if transparent and well labeled, but bot-like behavior belongs in the developer program.
Calendar 2025 Q3
your incremental margins are sort of hovering around the 60% range. How should we think about potentially sort of updated margin targets?
Show response
Drew lifted the long-term adjusted EBITDA-margin North Star toward 50% but said it won't rise every quarter given reinvestment.
can you talk a little bit about the operating environment you're seeing as we head into the 4Q holiday shopping season? And what assumptions have you baked into the guide from a macro perspective?
Show response
Jen described the ad market as broadly stable but with low visibility, with tariffs on some customers' minds.
Calendar 2025 Q2
you highlighted being the most cited domain on the Internet for LLM models. How is that translating into user trends.
Show response
Steve said the licensing deals proved how essential Reddit's Corpus is to LLMs, leaving Reddit in a strong strategic position.
Calendar 2025 Q1
And investors are starting to think about the renewal process. Can you maybe talk about your and also your partners' appetite to renew?
Show response
Steve said it is too early on renewals but partners value the data, reiterating the ongoing-supply thesis for licensing.
Calendar 2024 Q4
Have you seen an impact on retention, on engagement, or even on sort of logged-in conversion?
Show response
Steve said it was too early to measure retention effects since Answers is English-only and just launched.
SPOTSpotify Technology S.A.9 questions · 6 reporting periods · 1 of 9 challenging
Calendar 2026 Q2
Benjamin Black had a question about some initiatives to drive MAU growth in the future as well
Show response
Folded into the MAU answer: Alex described the emerging-market growth curve maturing into a LatAm-like conversion path over time, but gave no distinct future-initiative list.
Calendar 2026 Q1
First quarter Premium gross margin was very strong despite only 1 month of U.S. pricing.
Show response
Alex attributed margin strength to a healthy core across music, podcasts and audiobooks; Christian added only qualitative color on Q2 reinvestment, no specific driver.
Yesterday, you announced a partnership with Peloton. Could you highlight the strategic rationale?
Show response
Alex declined to disclose deal specifics but positioned the ad-free premium content as similar to the audiobooks/SBP playbook.
Calendar 2025 Q3
You've now struck deals with all major labels from a high level. What do you think you've achieved?
Show response
Alex disclosed new modernized deals with all top-5 U.S. publishers securing long-needed broader video rights, framed as win-win that unlocks new products and features. Direct.
Calendar 2025 Q2
Could you help us understand the implied FX-neutral ARPU trends for the third quarter?
Show response
Christian guided flat constant-currency ARPU in Q3 with developed-market uplift offset by emerging-market dilution, and declined to comment on Q4.
This quarter, your gross margins didn't beat your guidance for the first time in a while.
Show response
Christian said the guidance philosophy is unchanged; they calibrate to a certain level and this quarter simply landed on target rather than above.
Calendar 2025 Q1
Do you still think it's achievable? And if so, what gives you the confidence to reaccelerate growth?
Show response
Daniel declined to reaffirm the 20% constant-currency target as linear, stressing execution speed and past reacceleration via price increases and subscriber growth.
Can you elaborate on that a little? What should investors be braced for financially?
Show response
Daniel clarified 'near-term noise' referred to broader markets, not Spotify's business, which he said shows no cause for concern short or long term.
Calendar 2024 Q4
Gross margins came in above expectations this quarter. Could you dig into the drivers of variability here?
Show response
Christian guided to full-year margin improvement over 2024 but with more quarterly variability due to targeted investments.
APPApplovin Corp5 questions · 3 reporting periods · 0 of 5 challenging
Calendar 2026 Q1
the difference you're seeing across those who are having success and those who are not yet having success on Axon?
Show response
Adam explained success depends on advertisers creating creative specific to Axon's 30-second format rather than porting social ads. Demand density improvement will help conversion rates over time.
Calendar 2025 Q4
how far along the automation curve are we now and where could be in the next, call it, 12 to 18 months?
Show response
Adam said generative AI interactive page tools are in pilot with 100+ customers, video model coming soon. Goal is to help ecommerce advertisers bridge the gap from hundreds of creatives to gaming-like volumes.
could you perhaps sort of reflect on the self-service launch? What were some of the key learnings, what worked? What didn't?
Show response
Adam described strong prior-year cohort growth and positive referral trends but declined to break out ecommerce revenue, arguing vertical disclosure in a unified auction would be misleading.
Calendar 2025 Q3
Is there any reason to think that the take rate or revenue margin from your e-com spend should be any different to that of the core gaming business?
Show response
Adam said unified auction means take rates are consistent across categories; ad credits for new advertisers are immaterial.
your sort of compute capacity requirements are likely scaling. So sort of how does that play into sort of your expense outlook
Show response
Adam said GPU purchases planned a year ahead, expensed through P&L not capitalized; disciplined to not overinvest ahead of revenue.
SNAPSnap Inc.3 questions · 3 reporting periods · 0 of 3 challenging
Calendar 2025 Q4
the decision to moderate infrastructure spending at a time when others are ramping spend to drive ad performance?
Show response
Evan said AI/ML spend continues while infra is being calibrated to monetization potential and converted to revenue-generating uses; direct.
Calendar 2025 Q2
how do you think about the interplay between pricing and subscription to drive growth within Snapchat+?
Show response
Evan said Lens+ is early but promising, with room to run pricing experiments while building subscriber value; direct.
Calendar 2025 Q1
what is potentially not working and what gives you confidence that those trends can reflect positively again?
Show response
Evan said NA DAU is stabilizing near 99-100 million with no further Q2 declines expected, citing snapping and content freshness; direct.
RBLXRoblox Corporation2 questions · 2 reporting periods · 0 of 2 challenging
Calendar 2025 Q3
does the Discovery model just get increasingly smarter at recommending content?
Show response
Baszucki said the 3D interaction data set deepens the Discovery moat; Chopra attributed the hours-versus-bookings divergence to geographic mix shift.
Calendar 2025 Q2
Could you maybe talk about why you're seeing such a high rotation in the top 10 experiences?
Show response
Baszucki attributed top-10 rotation and virality to discovery, infra quality and Studio tooling, plus growth all the way down to the top 1,000 creators.
UUnity Software Inc.2 questions · 2 reporting periods · 0 of 2 challenging
Calendar 2026 Q1
capital allocation priorities and how you think philosophically about supplementing the business
Show response
Management prioritized paying the 2026 convert and organic investment, with a high M&A bar; direct.
Calendar 2025 Q3
is there anything you're seeing in the performance of Vector and the Unity ad network today that may change your strategy
Show response
Management cited a programmatic Audience Hub push while staying focused on gaming; direct.
Show 1 more company
UBERUber2 questions · 1 reporting period · 0 of 2 challenging
Calendar 2025 Q2
can you just dig a little bit deeper into your comments around externalizing your technical capabilities in the letter
Show response
Dara described separating advertising from fulfillment (delivery direct) and the Uber AI Solutions business for data labeling, translation, and algorithm tuning as examples of platform externalization.
where do you see the greatest incremental opportunity for Mobility in the U.S.? Is this more sort of on the lower-priced offering
Show response
Dara said premium is easier and more profitable near-term, while low-cost has greater long-term TAM potential. Uber for Business growing over 30% year-over-year.
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 |
|---|---|---|
| RDDT Reddit, Inc. | 10 | 0%none of 10 questions |
| SPOT Spotify Technology S.A. | 9 | 11%1 of 9 questions |
| APP Applovin Corp | 5 | 0%none of 5 questions |
| SNAP Snap Inc. | 3 | 0%none of 3 questions |
| RBLX Roblox Corporation | 2 | —Rate withheld: fewer than 3 questions |
| U Unity Software Inc. | 2 | —Rate withheld: fewer than 3 questions |
| UBER Uber | 2 | —Rate withheld: fewer than 3 questions |
- RDDTReddit, Inc. · 10 questions0%none of 10 questions
- SPOTSpotify Technology S.A. · 9 questions11%1 of 9 questions
- APPApplovin Corp · 5 questions0%none of 5 questions
- SNAPSnap Inc. · 3 questions0%none of 3 questions
- RBLXRoblox Corporation · 2 questions—rate withheld: under 3 questions
- UUnity Software Inc. · 2 questions—rate withheld: under 3 questions
- UBERUber · 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 | 2 | 0%none of 2 questions | 2 |
| 2025 Q1 | 4 | 25%1 of 4 questions | 3 |
| 2025 Q2 | 7 | 0%none of 7 questions | 5 |
| 2025 Q3 | 7 | 0%none of 7 questions | 5 |
| 2025 Q4 | 5 | 0%none of 5 questions | 3 |
| 2026 Q1 | 5 | 0%none of 5 questions | 4 |
| 2026 Q2 | 3 | 0%none of 3 questions | 2 |
- 2024 Q42 questions · challenge rate 0% (none of 2 questions) · 2 companies
- 2025 Q14 questions · challenge rate 25% (1 of 4 questions) · 3 companies
- 2025 Q27 questions · challenge rate 0% (none of 7 questions) · 5 companies
- 2025 Q37 questions · challenge rate 0% (none of 7 questions) · 5 companies
- 2025 Q45 questions · challenge rate 0% (none of 5 questions) · 3 companies
- 2026 Q15 questions · challenge rate 0% (none of 5 questions) · 4 companies
- 2026 Q23 questions · challenge rate 0% (none of 3 questions) · 2 companies
Topics
Topics tagged on this analyst’s questions.
- Margin8
- Demand8
- Competitive Dynamics8
- Cloud & AI8
- Subscriber Growth6
- Innovation & R&D4
- Pricing4
- Revenue Growth4
- Capital Allocation3
- Product Launch3
Show all 17 topics
- Guidance Reliability3
- Capex Investment2
- Macroeconomic2
- Cost Pressure1
- Geographic Expansion1
- M&A1
- Fx1