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Analyst
Ken Gawrelski
Period: Reporting periods mapped to calendar 2024 Q4 – 2026 Q2 (7 quarters).
- Questions
- 61on tracked calls
- Challenge rate
- 10%6 of 61 questions
- Companies
- 15questioned 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 61 of 61 questions from 15 companies
METAMeta Platforms, Inc.11 questions · 6 reporting periods · 1 of 11 challenging
Calendar 2026 Q2
Is that a demand or supply comment? Meaning, are you suggesting that META plans for internal use of all the capacity
Show response
Li answered both halves: demand constrained today including the core business, with 2028 planning deliberately kept to land and power.
Is there an opportunity if open-weight models proliferate, that you don’t have to develop your own frontier models?
Show response
Zuckerberg answered no unambiguously, then argued full-stack model ownership is a durable advantage Meta will not outsource.
Calendar 2026 Q1
You talked about health and wellness and shopping. Can I dive a little bit -- ask you to dive a little deeper into the latter on the shopping and commerce side.
Show response
Zuckerberg framed shopping as one element of personal super intelligence, empowering individual goals, and noted no other labs focus on AI for shopping, positioning Meta's consumer approach as differentiated.
how much visibility do you think you have to kind of the growth trajectory on the core business? You continue to grow at basically double the pace of the industry
Show response
Li highlighted the ROI-based budgeting process for ads initiatives as providing good visibility into the investment opportunities ahead, with continued confidence in the growth road map.
Calendar 2025 Q4
how critical is it for Meta to have a leading general-purpose model or is there a sufficient capability in a model that really excels at specific use cases?
Show response
Zuckerberg framed frontier-model capability as strategically critical, citing likely API gating by competitors for both competitive and safety reasons.
Could you talk about are you seeing any signs of diminishing returns to those investments? And do you think do you have visibility beyond '26 into further opportunities there?
Show response
Susan Li did not address diminishing returns directly and redirected to the 2026 budget process, noting Q1 benefits will moderate later in the year as currency tailwinds fade and EU LPA rollout headwinds begin.
Calendar 2025 Q3
as you think about with the -- hopefully, a leading frontier model next year in hand, could you talk about where you think the value will accrue in this evolving ecosystem? Will it be with the plat...
Show response
Zuckerberg framed Meta's distribution advantage as a key value-capture moat, expecting multiple winners across hardware, cloud and apps.
Calendar 2025 Q1
How should we think about the timing of AI capabilities necessary to drive WhatsApp for business adoption in higher cost -- higher labor cost labor markets?
Show response
Susan Li detailed the business AI pilot scope and customer-funnel tools in development.
What does the revised CapEx outlook for this year for '25 mean about future years? Does it mean anything, or you talked about this being an acceleration
Show response
Susan Li explicitly deflected on 2026 CapEx, saying it is too early, a conspicuous non-answer given the $7B mid-point raise.
Calendar 2024 Q4
Could you talk a little bit about the constraints you're seeing or where you're seeing constraints, either internally resources planning or externally
Show response
Susan Li flagged GPU supply as a factor but declined to provide specifics, and reiterated it is too early to call long-run capital intensity.
as we think about future needs for hiring, could you just give us a sense of how we should think about that? You announced the performance-related reductions earlier
Show response
Susan Li confirmed priority-area technical hiring remains the focus but did not quantify 2026-27 headcount envelope.
ABNBAirbnb8 questions · 7 reporting periods · 0 of 8 challenging
Calendar 2026 Q2
talk a little bit more about your hosts and their reception as you continue to roll out new cities with hotel supply
Show response
Chesky likened hotels to Amazon adding categories that lift the whole marketplace and said trip planning will roll out and be tested globally.
Calendar 2026 Q1
can you talk about early learnings from the AI search experience? What are the early learnings?
Show response
Brian outlined four problems with chatbots for travel: too much text, no direct manipulation, poor comparison, and single-player design.
Will it look more like Booking where you're searching for lodging and there will be both homes and hotels all co-mingled?
Show response
Brian said inventory is currently co-mingled but they are testing carousels and may add more tabs. The ultimate paradigm is deep personalization.
Calendar 2025 Q4
could you talk a little bit about your vision for loyalty and how that spans across the different products and services
Show response
Brian said loyalty testing different benefit tracks before packaging program. Won't do traditional points program, wants something unique. Product releases shifting to continuous shipping instead of holding for biannual releases; May events become marketing showcases. In age of AI, giant launches replaced by consistent iteration.
Calendar 2025 Q3
I wanted to just press a little bit more, Brian, on the idea of reaccelerating the business
Show response
Brian outlined reacceleration thesis: more supply in top 300 markets drives lower prices which drives more bookings. TAM far larger than current penetration. Open to third-party app integrations case by case but 90% of traffic remains direct/unpaid. Specialization will win in travel.
Calendar 2025 Q2
do you anticipate -- there's -- it seems like there's going to need to be a choice made whether to be open to agents
Show response
Brian said AI agents could be interesting for lead generation but Airbnb is not a commodity booking. On hotels: going significantly more aggressively, especially independent/boutiques in Europe.
Calendar 2025 Q1
Do you expect maybe more flexibility in ADRs and room night prices on Airbnb's relative to hotels in a period of weaker consumer spending
Show response
Brian explained host pricing flexibility vs hotels: supplemental income model means any price is upside. 4 of 5 hosts use pricing tools. Ellie added price elasticity testing shows lower prices more than offset by volume.
Calendar 2024 Q4
How should we think about that fixed versus variable component in 2026 and beyond?
Show response
Ellie confirmed most tech stack investment is behind them, freeing resources for consumer-facing features. Brian outlined four-pillar urban strategy: usability, reliability, services, affordability.
GOOGLAlphabet Inc.8 questions · 7 reporting periods · 0 of 8 challenging
Calendar 2026 Q2
how would you assess the forecasted returns on compute capacity investments in '27 compared to prior years
Show response
Sundar: disciplined ROIC framework with strong demand and renewals; dynamics look healthier than a year ago. On Waymo, focused on scaling within Alphabet's bet structure.
Calendar 2026 Q1
could you speak about how your verticalized capabilities enable you to navigate a complicated supply chain
Show response
Pichai said scale and vertical integration help deepen supply chain partnerships, and that supply chain complexity is factored into all CapEx commentary.
do you see future use cases where certain consumer use cases are more effectively monetized via subscriptions
Show response
Pichai confirmed that premium AI model access via subscription tiers is already gaining traction, pointing to a robust quarter for AI subscription growth.
Calendar 2025 Q4
how you are evolving your views on the monetization of AI search activity
Show response
Schindler said acceleration from many parts working together. Vertical perspective showed retail finance health driving greatest contribution with nearly every vertical accelerating. AI Overviews and AI Mode driving query growth including commercial queries. Gemini understanding of intent expanded ability to deliver ads on longer complex searches previously difficult to monetize. AI Max unlocking billions of net new queries. Strength with SMB advertisers adopting automation tools. Gemini generating millions of creative assets in Q4.
Calendar 2025 Q3
what gives you confidence that it will also grow the addressable market for marketing activity
Show response
Pichai said dynamic moment meeting people where they are with AI Overviews and AI Mode providing range of experience. Over time will make experiences simpler like universal search evolution bringing text image and video together. Gemini allows more personal proactive powerful AI assistant. Having two surfaces serves users across breadth of needs. Consistently saying this is expansionary moment with people engaging more and commercial journeys naturally following.
Calendar 2025 Q2
clarify your back half outlook
Show response
Ashkenazi said working hard to bring more capacity online with more increase towards back end of year. Increasing capacity every quarter as growth rates show. Investment made previously now translating to capacity but not linear quarter to quarter depending on timing of capacity delivery. Pichai on agentic experiences said not just technology play but must solve business models for varying players involved. Savvier players will lean into experiences to grow. Elements of expanding access similar to early web days.
Calendar 2025 Q1
should we think of these as distinct experiences
Show response
Pichai said Search and Gemini expose very different use cases and will remain distinct. Within Search AI Overviews scales to full user base while AI Mode pushes advanced AI forward. Innovations from AI Mode will flow to AI Overviews over time. User experience is true north. Ashkenazi said gross margin benefiting from TAC mix shift as Search grows and high-TAC network revenue declines. Some headcount efficiency but depreciation headwind increasing.
Calendar 2024 Q4
how should we think about the future monetization opportunity of Gemini
Show response
Pichai said strong Gemini momentum in H2 2024 driven by iOS app launch improved accessibility and 2.0 series models. Gemini Live and Deep Research driving usage. Samsung partnership contributing. Currently focused on free tier and subscriptions for 2025. Have good ideas for native ad concepts but leading with user experience. Will give options over time similar to YouTube model.
RBLXRoblox Corporation7 questions · 7 reporting periods · 1 of 7 challenging
Calendar 2026 Q2
when you expect to see some of these longer-term benefits-- the longer term retention benefits filtering into
Show response
Baszucki said discovery now directly measures long-term retention; Chopra said long-term margin potential is intact but AI/training infra costs pressure the near term.
Calendar 2026 Q1
Ninety days ago you had bookings guidance of 22% to 26%, and you gave the first-quarter guide
Show response
Chopra said engagement/monetization/retention held; the shortfall is top-of-funnel sign-ups from comms friction, with sequential DAU growth expected to return in Q3.
Calendar 2025 Q4
how much visibility do you have kind of beyond the first quarter into content schedules and releases?
Show response
Chopra cited increasing content diversity and freshness outside the top 10 and that Q3/Q4 new users behave like core users as the basis for 2026 conviction.
Calendar 2025 Q3
are you worried at all a little bit about more concentration in certain types of genre games
Show response
Baszucki said Discovery optimizes long-term ecosystem health and surfaces new genres/creators via recommendation, sponsored tiles and curated sort.
Calendar 2025 Q2
Could you talk about where you are with the Google partnership on the advertising side, the implementation time line
Show response
Baszucki said Rewarded Video is now live with strong pickup but not being sized; Chopra added almost 100 publishers onboarded with more third-party demand to come.
Calendar 2025 Q1
could you talk a little bit about the status of the Shopify partnership
Show response
Baszucki called the Shopify/e-commerce integration early but strategically important on the path to 1 billion DAUs and full ad attribution.
Calendar 2024 Q4
what are you hearing from developers about the cost and the time to develop new game features
Show response
Baszucki said AI tools like Assistant are being increasingly adopted and expects creation jobs to grow, not shrink, with AI.
DASHDoorDash5 questions · 3 reporting periods · 0 of 5 challenging
Calendar 2025 Q4
Any early take you could give us on the balance between investments and margins beyond '26
Show response
Ravi said redundant tech stack costs mostly 2026, smaller in 2027. Biggest value driver will be feature development velocity. Focus on overall profit dollar production, not incremental margin percentages.
could you provide some color on what you see in the cohort data that gives you the confidence in continued robust core U.S. restaurant growth
Show response
Ravi cited all-time high MAUs, strong order frequency, record subscribers. Both mature and newer cohorts engaging strongly. 2025 grew faster than 2024 at larger scale.
Calendar 2025 Q1
could you just talk a little bit more about entering into some of these markets in a number two or number three position
Show response
Tony argued scale matters more than relative positioning. Deliveroo has strong leading positions in profitable Western European markets. Proof point from Wolt integration success.
Calendar 2024 Q4
how you see the Dasher supply environment and how you think it may evolve throughout the year?
Show response
Tony confirmed healthy supply. Different Dashers self-select different delivery types. Maximum flexibility maintained with 90% driving fewer than 10 hours per week.
Could you speak, please, to the roadmap for the next 10, 12 to 24 months?
Show response
Tony emphasized balancing advertiser ROI with consumer experience. Challenged assumption about aggressively scaling ads, prioritizing marketplace health.
EXPEExpedia Group4 questions · 4 reporting periods · 0 of 4 challenging
Calendar 2026 Q2
There's been some changes on the search side, SEO has been called out from many companies in the consumer landscape. Could you just talk about what you're seeing there first
Show response
Ariane Gorin said organic search is stable to slightly up, with AEO among the fastest-growing channels and SEO soft but stabilized after a dedicated team increased testing velocity. Derek Andersen said H2 assumes healthy demand led by the U.S. but tougher comps that decelerate growth, more on bookings than room nights.
Calendar 2026 Q1
were there any meaningful changes in customers or partners either in 1Q or as you look into the second quarter?
Show response
Ariane noted B2B was more impacted than consumer due to 2/3 international exposure. Elevated promotional activity from Q4 partners moderated. API remained largest growth contributor with template and TAAP each at mid-teens.
Calendar 2025 Q4
Could I want to stick on the B2B side. You talk about any kind of concentration or any specific drivers that is driven that continues to drive the robust growth you see there?
Show response
Scott noted B2B investments will weigh on near-term margins but are factored into 2026 guide. Ariane detailed wallet share gains, supply improvements flowing through to B2B, TAP growth, expanded loyalty program, and new assurance product.
Calendar 2025 Q3
could you talk about the evolving kind of competitive dynamics, maybe as some would characterize it as a bit more mature.
Show response
Ariane described three-pronged VR strategy: Vrbo as pure play, Brand Expedia integrating VR into lodging flow with measured rollout, and distributing VR through B2B partners. VR owners excited about multi-channel demand.
Show 9 more companies
BKNGBooking Holdings3 questions · 2 reporting periods · 0 of 3 challenging
Calendar 2026 Q2
as you consolidate your B2B operations, what opportunities to invest might emerge in B2B?
Show response
Glenn explained combining the three brands' B2B units into one best-in-class platform to win larger customers; Ewout stressed disciplined focus on incrementality.
Calendar 2025 Q1
if you're seeing that behavior already and you expect that throughout the year
Show response
Ewout confirmed suppliers in the US are already seeking additional help to fill capacity, creating partnership opportunities in performance marketing and alternative accommodations.
would you expect to see maybe more volatility or more variability in ADRs on alternative accommodations relative to hotels
Show response
Ewout argued alt-accom mix shift has had no negative impact on ADRs, margins, or other metrics, and noted BKNG's post-SBC EBITDA margins are about 50% higher than the largest alt-accom competitor.
RDDTReddit, Inc.3 questions · 3 reporting periods · 0 of 3 challenging
Calendar 2025 Q3
can you speak to whether self-serve has become a meaningful part of that advertiser count expansion yet or when it may become meaningful?
Show response
Jen said self-serve exists but is small; Reddit focuses on managed advertisers, with automation as the path to more self-serve.
Calendar 2025 Q1
Could you just give us a -- please -- a bit more color on both U.S. versus international and kind of logged out versus log in.
Show response
Steve said search traffic skews logged-out and U.S. but declined specific splits, deferring detail to next quarter.
Calendar 2024 Q4
could you talk about the progress you've made maybe in the back half of '24 and initiatives maybe you have in place in '25 and '26 to grow that advertiser count
Show response
Jen cited healthy advertiser growth from easier onboarding, automation and top-of-funnel acquisition, not self-serve.
AMZNAmazon.com, Inc.2 questions · 1 reporting period · 1 of 2 challenging
Calendar 2026 Q2
How does that RPO number and the massive expansion there impact your outlook for future capacity?
Show response
Jassy said backlog is already reflected in CapEx projections but gave no quantified 2028 capacity outlook.
Could you talk about how your pricing strategy at AWS incorporates future cost inflation?
Show response
Jassy explained signed contracts lock pricing for their duration while new agreements price in current costs, and acknowledged inflated memory, hard drive and SSD prices.
CARTMaplebear Inc.2 questions · 2 reporting periods · 1 of 2 challenging
Calendar 2026 Q1
Could you talk about the factors impacting incremental margins in the 2Q guide?
Show response
Emily attributed Q1's margin benefit to the late-quarter Canada DST repeal that won't recur in Q2 and a tougher transaction-revenue comparison, reiterating that 2026 margin expansion will moderate versus 2025.
Calendar 2025 Q3
as digital grocery delivery becomes more ubiquitous, are you seeing any changes to shopper behavior?
Show response
Maher said large baskets stay 75% of the market and smaller baskets add incremental use cases; Rogers said NYC is a small share of GTV and navigable. Direct.
PINSPinterest, Inc.2 questions · 2 reporting periods · 0 of 2 challenging
Calendar 2025 Q4
how much tech investment beyond just kind of sales and go-to-market, but more tech investment might be necessary
Show response
Bill said SMB growth nearly doubled in 2025 and framed engagement as ahead of the ad platform, which is ahead of sales capability.
Calendar 2025 Q1
could you talk about the trends there, what you're seeing from an impression basis?
Show response
Julia attributed the global pricing decline to international mix shift; UCAN-only trends are far less pronounced.
SNAPSnap Inc.2 questions · 2 reporting periods · 1 of 2 challenging
Calendar 2025 Q1
any particular categories that you're seeing or geographies that you're seeing changes in performance?
Show response
Derek acknowledged early-quarter headwinds (de minimis) but declined category-level detail given it is early; partial.
Calendar 2024 Q4
on the upper funnel brand side, continued weakness there. Could you talk a little bit about from a category perspective?
Show response
Derek said brand weakness stays concentrated in a few large advertisers and pointed to Sponsored Snaps and VideoAmp as reignition levers; direct.
UBERUber2 questions · 1 reporting period · 0 of 2 challenging
Calendar 2025 Q1
When do you see software-enabled AV solutions as a scale commercial option
Show response
Dara described the shift from heuristics to large transformer models in AV, citing Waymo-Toyota partnership as indicative of software/hardware separation, with next-gen players like Wayve and Waabi showing promise.
could you talk about the impact potentially on mobility margins in the second half of this year and beyond
Show response
Prashanth declined to guide 2H specifically but affirmed steady year-over-year margin improvement, cautioning against extrapolating Q1's strong sequential mobility margin expansion.
EBAYeBay1 question · 1 reporting period · 1 of 1 challenging
Calendar 2026 Q2
How do you -- could you talk a little bit about ongoing marketing intensity.
Show response
Pressed on Depop marketing intensity and lessons from Europe; Peggy said investment centers on full-funnel marketing and shipping affordability, partly funded by reallocating existing eBay spend.
SHOPShopify1 question · 1 reporting period · 0 of 1 challenging
Calendar 2025 Q4
can you talk about the key milestones maybe over the next 12 to 18 months to really accelerate adoption
Show response
Harley outlined a three-part agentic strategy: UCP for standardization, agentic storefronts for merchant syndication to AI platforms, and the agentic plan as an on-ramp for non-Shopify brands. Business model remains aligned with merchant success, when merchants sell more, Shopify makes more.
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 |
|---|---|---|
| META Meta Platforms, Inc. | 11 | 9%1 of 11 questions |
| ABNB Airbnb | 8 | 0%none of 8 questions |
| GOOGL Alphabet Inc. | 8 | 0%none of 8 questions |
| RBLX Roblox Corporation | 7 | 14%1 of 7 questions |
| DASH DoorDash | 5 | 0%none of 5 questions |
| EXPE Expedia Group | 4 | 0%none of 4 questions |
| BKNG Booking Holdings | 3 | 0%none of 3 questions |
| RDDT Reddit, Inc. | 3 | 0%none of 3 questions |
| AMZN Amazon.com, Inc. | 2 | —Rate withheld: fewer than 3 questions |
| CART Maplebear Inc. | 2 | —Rate withheld: fewer than 3 questions |
- METAMeta Platforms, Inc. · 11 questions9%1 of 11 questions
- ABNBAirbnb · 8 questions0%none of 8 questions
- GOOGLAlphabet Inc. · 8 questions0%none of 8 questions
- RBLXRoblox Corporation · 7 questions14%1 of 7 questions
- DASHDoorDash · 5 questions0%none of 5 questions
- EXPEExpedia Group · 4 questions0%none of 4 questions
- BKNGBooking Holdings · 3 questions0%none of 3 questions
- RDDTReddit, Inc. · 3 questions0%none of 3 questions
- AMZNAmazon.com, Inc. · 2 questions—rate withheld: under 3 questions
- CARTMaplebear Inc. · 2 questions—rate withheld: under 3 questions
Show all 15 companies
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 | 9 | 11%1 of 9 questions | 7 |
| 2025 Q1 | 13 | 0%none of 13 questions | 10 |
| 2025 Q2 | 3 | 0%none of 3 questions | 3 |
| 2025 Q3 | 7 | 0%none of 7 questions | 7 |
| 2025 Q4 | 10 | 0%none of 10 questions | 8 |
| 2026 Q1 | 9 | 22%2 of 9 questions | 6 |
| 2026 Q2 | 10 | 30%3 of 10 questions | 8 |
- 2024 Q49 questions · challenge rate 11% (1 of 9 questions) · 7 companies
- 2025 Q113 questions · challenge rate 0% (none of 13 questions) · 10 companies
- 2025 Q23 questions · challenge rate 0% (none of 3 questions) · 3 companies
- 2025 Q37 questions · challenge rate 0% (none of 7 questions) · 7 companies
- 2025 Q410 questions · challenge rate 0% (none of 10 questions) · 8 companies
- 2026 Q19 questions · challenge rate 22% (2 of 9 questions) · 6 companies
- 2026 Q210 questions · challenge rate 30% (3 of 10 questions) · 8 companies
Topics
Topics tagged on this analyst’s questions.
- Competitive Dynamics21
- Demand18
- Cloud & AI15
- Revenue Growth12
- Capex Investment10
- Innovation & R&D10
- Product Launch9
- Pricing8
- Margin7
- Supply Chain5
Show all 19 topics
- Capital Allocation3
- Subscriber Growth3
- Cost Pressure2
- Guidance Reliability2
- M&A1
- Regulation Policy1
- Geographic Expansion1
- Macroeconomic1
- Labor Market1