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Analyst
Deepak Mathivanan
Period: Reporting periods mapped to calendar 2024 Q4 – 2026 Q2 (7 quarters).
- Questions
- 47on tracked calls
- Challenge rate
- 2%1 of 47 questions
- Companies
- 9questioned 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 47 of 47 questions from 9 companies
DASHDoorDash12 questions · 7 reporting periods · 1 of 12 challenging
Calendar 2026 Q2
how we should broadly think about AI spend at Dash over the next 12 to 18 months?
Show response
Tony framed AI as customer-experience-first (DoorDash Ask, merchant catalog automation, Dasher routing); Ravi noted restaurant growth accelerated Q1 to Q2.
Calendar 2026 Q1
Dasher Fulfillment Service is also another big area of focus this year. Where does it currently stand
Show response
Tony described DFS as inventory management partnership with select grocers. Emphasized getting experience right before scaling broadly.
Can you talk about the trends in the business broadly—maybe in terms of penetration, how use cases have evolved
Show response
Tony detailed grocery at record highs with volume share leadership. Ravi added new verticals expected gross profit positive in H2.
Calendar 2025 Q4
Can you elaborate on the reasons why the unit economics improvement in the core U.S. restaurant business will be lower this year
Show response
Ravi attributed slower margin improvement pace to DashPass impact: subscribers retain/order more producing more GP dollars but at lower margin. Restaurant business grew faster in 2025 than 2024 at larger scale.
Can you talk about the strategy with the autonomous delivery platform. What do you think this platform looks like in 2 to 3 years
Show response
Tony described fleet orchestration as the key value: managing handoffs between Dashers and AVs, land and air vehicles, in-house and partner-built. Real live AV deliveries happening now in select markets.
Calendar 2025 Q3
how much of this is towards tech platform initiatives versus perhaps more direct product and expansion efforts
Show response
Tony outlined three investment areas: global tech platform rebuild, new products (DashMart Fulfillment, Going Out, autonomy), and existing business scaling. Ravi said ex-Deliveroo margins up slightly in 2026.
Calendar 2025 Q2
Can you talk about some of the ways Dash is planning to use these larger AI models to both improve user experience and also find additional pockets
Show response
Tony outlined three AI areas: consumer product redesign (search/personalization/ranking), physical operations automation, and engineering productivity gains from LLMs.
how meaningfully is new verticals now contributing to kind of new customer growth to the platform?
Show response
Ravi detailed new verticals strength: new cohort sizes larger than last year, mature cohort engagement higher, all-time highs in users and order frequency. Over a quarter of MAUs ordering from both categories.
Calendar 2025 Q1
Has the philosophy on how you generally think about M&A has now changed at all?
Show response
Tony emphasized M&A bar remains high. Deliveroo adds European scale; SevenRooms adds marketing-as-a-service to commerce platform. Both fit existing investment criteria.
can you discuss on the factors that's accelerating the spend per customer?
Show response
Ravi cited growing cross-category usage, expanding selection with majority of top 20 grocers on platform, and improving product quality driving retention and frequency.
Calendar 2024 Q4
can you give an update on Wolt? What are you seeing in some of the fast growing markets?
Show response
Ravi detailed strong international results: growing faster than peers, gaining share, all-time high MAUs, Wolt+ growing faster than DashPass in early years.
How are you thinking about the potential opportunities and risk for Dash? And how are you preparing for an AV world?
Show response
Tony articulated that autonomous delivery has different challenges from robotaxis (last 10 feet, lower hardware cost). Studying for years but nothing to announce yet.
EXPEExpedia Group10 questions · 7 reporting periods · 0 of 10 challenging
Calendar 2026 Q2
Seems like there is some nice margin expansion there this quarter. Can you just give some more color on the drivers of margin expansion here?
Show response
Question asked by Cameron on behalf of Deepak Mathivanan. Ariane Gorin attributed B2C margin expansion to 8% bookings growth against marketing spend up only 1%, driven by the fastest U.S. growth in 15 quarters, product and funnel improvements, supply footprint growth, and strong top-tier loyalty performance plus agentic ad tooling.
Calendar 2026 Q1
can you expand on the efforts to capture this traffic and potentially make them into repeat customers?
Show response
Ariane described integrations with ChatGPT and Claude as early-stage experiments focused on seamless landing into apps. Goal is converting AI-channel users into direct returning customers, similar to performance marketing funnel.
can you expand on the drivers of B2C bookings growth, perhaps share additional color on the trends by brand
Show response
Scott highlighted all brands contributing. Brand Expedia was primary driver. Vrbo benefited from supplier-funded promotions now over 1/3 of bookings. Margin dynamic will shift in H2 as they lap 2025 marketing cuts.
Calendar 2025 Q4
can you talk a little bit more about the development efforts on the AI experiences side?
Show response
Ariane described two AI vectors: enhancing existing flows (personalization, recommendations, ranking) and natural language engagement (still early). No big platform transformation needed but continual investment. Scott said CapEx roughly in line with 2025.
Calendar 2025 Q3
how are you sort of approaching it strategically to ensure that you get the best opportunity for branding and driving repeat traffic back to Expedia assets
Show response
Ariane described two-prong approach: Answer Engine Optimization for brand presence, plus direct integrations driving traffic back. Emphasized fast-moving space requiring front-foot experimentation. Scott deferred 2026 detail to February but confirmed same 3 strategic priorities.
Calendar 2025 Q2
Can you expand on what the drivers of higher conversion is? Is it because the traffic is having a higher intent than other channels?
Show response
Ariane confirmed AI traffic has higher intent, further down discovery funnel. Working with OpenAI, Google, Microsoft on integrations. Said it's early days but exciting area.
Calendar 2025 Q1
how much of this is already from the efforts that you have done compared to more things that you can do over the next few quarters
Show response
Scott attributed part of 75-100bps margin expansion to employment actions already taken, with more to come from discretionary cost optimization and marketing balance.
can you discuss Expedia's opportunity to kind of manage maybe macro headwinds if it gets worse? How do you think about the sensitivity
Show response
Ariane highlighted B2B's geographic and segment diversification as resilience factor. Described suite of tools for hotel partners including member rates, packaging, and geo-targeted rates.
Calendar 2024 Q4
What's driving the strength in APAC? Can you also talk about kinda, like, the roadmap of new partnerships
Show response
Ariane explained APAC B2B strength driven by new partnerships, deep existing relationships, and market growth. Also testing new products and signing new deals.
what is the high level strategy beyond, you know, achieving fixed cost leverage? Maybe also in terms of how you're thinking about marketing investments
Show response
Ariane declined to break out specific margin drivers but emphasized balancing investment for long-term growth with discipline on costs.
SPOTSpotify Technology S.A.7 questions · 6 reporting periods · 0 of 7 challenging
Calendar 2026 Q2
Can you discuss what types of benefits you're seeing in the KPIs such as listening hours, conversion rates or churn?
Show response
Gustav gave adoption metrics (~1/4 of actives on AI experiences, Prompted Playlist at 14M of 100M) and said the Large Taste Model is moving active days, the hardest metric.
Calendar 2026 Q1
Can you talk about what type of traffic you're seeing and how consumers are using Spotify in AI applications
Show response
Gustav tied the ubiquity strategy (ChatGPT, Claude) to a new plain-language data advantage feeding the proprietary large personalization model.
Calendar 2025 Q3
Can you talk about the elasticity and consumer behavior you're seeing after recent price increases
Show response
Alex declined to discuss elasticity specifics, reiterating that price increases are part of the strategy, applied thoughtfully based on value-to-price and market dynamics. Deflected.
do you see opportunity for Spotify to help artists with AI tools for their music creation process?
Show response
Gustav said Spotify wants to enable AI creation tools responsibly so artists can participate and choose, extending to podcasters and authors, but declined specifics. Partial.
Calendar 2025 Q2
how should we think about expense growth for the next few quarters?
Show response
Daniel answered philosophically on the headcount-vs-compute trade-off and SAC-to-LTV discipline rather than giving specific expense-growth numbers.
Calendar 2025 Q1
Can you give us an update on video podcasts on the consumption side?
Show response
Gustav cited strong video upload and consumption growth (44% YoY time spent, Gen Z +81%); Alex offered little new on unit economics.
Calendar 2024 Q4
Do you see opportunity for sharing crackdown in the family plan?
Show response
Alex gave a general answer about iterating on family-plan usage without committing to a crackdown.
MELIMercadoLibre6 questions · 4 reporting periods · 0 of 6 challenging
Calendar 2026 Q2
Can you comment about the sustainability of margins at these levels in second half?
Show response
Martin addressed margin sustainability (credit improvement plus OpEx dilution reinvested elsewhere) and detailed roughly $80M of incremental YoY AI spend with productivity gains.
Calendar 2026 Q1
Can you talk about the competitive intensity in Brazil? Amazon has made several changes recently. Are you seeing any impact on the seller side
Show response
Ariel noted every engagement metric strengthening, record NPS, conversion +1pp YoY. Competition brings offline consumers online expanding the pie. Martin reiterated investment philosophy unchanged, not managing to a margin level.
Calendar 2025 Q1
The penetration as a percent of GMV seems to have kind of gained a few more basis points quarter-on-quarter than we typically see
Show response
Ariel highlighted brand ads and display (growing >100% YoY) as key drivers, with Mercado Play TV launch expanding inventory beyond the marketplace.
should we still expect some of the investment plans that you have constrained full year margin expansion? Can you give us an updated view
Show response
Martin attributed margin expansion to Argentina's increased revenue share (14% to 34%) while investments in Brazil and Mexico continue creating pressure. Focus remains on growth over short-term margins.
Calendar 2024 Q4
Can you provide some color on the drivers maybe in terms of how user behavior is changing or any certain categories that's incrementally contributing
Show response
Ariel attributed buyer acceleration to compounding effects of 25 years of platform improvements, free shipping, and strong growth in essentials, apparel, and beauty.
on NIMAL improvements that we're seeing quarter-to-quarter, can you expand on that a little bit maybe between products
Show response
Martin attributed sequential NIMAL expansion primarily to better spreads from decreased bad debt as percentage of portfolio, improved by better collections and seasonal factors.
CARTMaplebear Inc.5 questions · 5 reporting periods · 0 of 5 challenging
Calendar 2026 Q2
can you talk about the adoption of AI shopping assistant? I mean, you talked about some use cases.
Show response
Chris said the pilot was strong with a North America launch coming and larger baskets; Emily tied AOV strength to deeper engagement and club retailers.
Calendar 2025 Q4
Are you seeing meaningful change in how consumers are doing grocery shopping
Show response
Rogers said AI-driven consumer behavior will shift but is very early, with Cart Assistant rolling out on marketplace by end of Q1.
Calendar 2025 Q3
Can you talk about the strategy to kind of merchandise the tools more extensively in front of consumers
Show response
Rogers cited Smart Shop, virtual aisles, and personalized replacements; Maher tied small-basket profitability to order density and batching. Direct.
Calendar 2025 Q2
How do you think this affects marketplaces like Instacart as maybe agents take a more prominent role
Show response
Directly argued Instacart's selection and 13 years of data position it well for agents; industry delivery acceleration reflects underpenetrated grocery.
Calendar 2025 Q1
Are you seeing any common theme on maybe the type of retailers you are seeing these orders go towards
Show response
No retailer concentration; small baskets skew to fill-in items, and restaurant users order groceries more frequently and spend more.
EBAYeBay3 questions · 3 reporting periods · 0 of 3 challenging
Calendar 2026 Q2
Any incremental color you can provide on penetration in terms of seller or buyer participation?
Show response
Asked about eBay Live seller/buyer penetration and marketing reallocation to Depop; Jamie cited 7-8x growth and the shift to self-service onboarding.
Calendar 2025 Q3
how are you currently strategically approaching partnerships with AI assistants and agents
Show response
Jamie described the unified agentic commerce platform combining hybrid cloud, proprietary LLMs, MCP servers, and 30 years of data to enable collaboration between first-party and third-party agents, with agentic capabilities being brought into core search.
Calendar 2025 Q1
does it make sense to leverage this competitive advantage that you currently have during this time
Show response
Jamie described aggressive push on both buy and sell marketing, noting average household has $3-4K of saleable inventory with less than 20% online.
Show 3 more companies
SHOPShopify2 questions · 2 reporting periods · 0 of 2 challenging
Calendar 2026 Q2
the recent advancements that we've seen with the Fable and GPT 5.6 series are enabling pretty good product improvements
Show response
Harley described AI as baked into operations (best model for the job, frontier where it matters, distilled teacher/student models) rather than naming specific product improvements tied to those models.
Calendar 2025 Q2
Can you give more color on how traffic is shifting towards AI assistant? And what are you thinking are kind of the gating factors right now for commercial use cases to grow
Show response
Harley acknowledged it's too early to measure AI shopping channel shift but emphasized Shopify is building infrastructure (Catalog, Universal Cart, Checkout Kit) to be the first to serve wherever commerce emerges next.
GDDYGoDaddy1 question · 1 reporting period · 0 of 1 challenging
Calendar 2024 Q4
can you just talk broadly about the Mac trends in early 2025? How is the top of the funnel trends, you know, particularly in the context of new business formation
Show response
Aman gave brief response due to time constraints, noting business formation data doesn't fully correlate to GoDaddy. Partial due to time pressure.
SNAPSnap Inc.1 question · 1 reporting period · 0 of 1 challenging
Calendar 2024 Q4
Can you talk about the go-to-market strategy this year for Sponsored Snap?
Show response
Evan said Sponsored Snaps will scale starting with Pixel Purchase bidding while holding a high relevance bar; direct.
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 |
|---|---|---|
| DASH DoorDash | 12 | 8%1 of 12 questions |
| EXPE Expedia Group | 10 | 0%none of 10 questions |
| SPOT Spotify Technology S.A. | 7 | 0%none of 7 questions |
| MELI MercadoLibre | 6 | 0%none of 6 questions |
| CART Maplebear Inc. | 5 | 0%none of 5 questions |
| EBAY eBay | 3 | 0%none of 3 questions |
| SHOP Shopify | 2 | —Rate withheld: fewer than 3 questions |
| GDDY GoDaddy | 1 | —Rate withheld: fewer than 3 questions |
| SNAP Snap Inc. | 1 | —Rate withheld: fewer than 3 questions |
- DASHDoorDash · 12 questions8%1 of 12 questions
- EXPEExpedia Group · 10 questions0%none of 10 questions
- SPOTSpotify Technology S.A. · 7 questions0%none of 7 questions
- MELIMercadoLibre · 6 questions0%none of 6 questions
- CARTMaplebear Inc. · 5 questions0%none of 5 questions
- EBAYeBay · 3 questions0%none of 3 questions
- SHOPShopify · 2 questions—rate withheld: under 3 questions
- GDDYGoDaddy · 1 question—rate withheld: under 3 questions
- SNAPSnap Inc. · 1 question—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 | 9 | 0%none of 9 questions | 6 |
| 2025 Q1 | 9 | 0%none of 9 questions | 6 |
| 2025 Q2 | 6 | 0%none of 6 questions | 5 |
| 2025 Q3 | 6 | 0%none of 6 questions | 5 |
| 2025 Q4 | 4 | 25%1 of 4 questions | 3 |
| 2026 Q1 | 6 | 0%none of 6 questions | 4 |
| 2026 Q2 | 7 | 0%none of 7 questions | 7 |
- 2024 Q49 questions · challenge rate 0% (none of 9 questions) · 6 companies
- 2025 Q19 questions · challenge rate 0% (none of 9 questions) · 6 companies
- 2025 Q26 questions · challenge rate 0% (none of 6 questions) · 5 companies
- 2025 Q36 questions · challenge rate 0% (none of 6 questions) · 5 companies
- 2025 Q44 questions · challenge rate 25% (1 of 4 questions) · 3 companies
- 2026 Q16 questions · challenge rate 0% (none of 6 questions) · 4 companies
- 2026 Q27 questions · challenge rate 0% (none of 7 questions) · 7 companies
Topics
Topics tagged on this analyst’s questions.
- Cloud & AI19
- Demand16
- Innovation & R&D11
- Product Launch9
- Margin9
- Revenue Growth5
- Competitive Dynamics5
- Subscriber Growth4
- Capex Investment3
- Cost Pressure3
Show all 17 topics
- Pricing2
- Macroeconomic2
- Geographic Expansion2
- Supply Chain1
- M&A1
- Capital Allocation1
- Credit1