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Analyst

Alex Zukin

Wolfe Research · covers Technology

Period: Reporting periods mapped to calendar 2024 Q3 – 2026 Q3 (9 quarters).

Questions
106on tracked calls
Challenge rate
5%5 of 106 questions
Companies
16questioned at least once
Reporting periods
9with 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 106 of 106 questions from 16 companies

TWLOTwilio Inc.14 questions · 7 reporting periods · 0 of 14 challenging
TWLO company page →

Calendar 2026 Q2

Dollar-Based Net Expansion, biggest run-up we've seen. Maybe just touch on that and gross profit dollar growth

Revenue GrowthMarginTranscript · FY2026 Q2 →
Show response

Aidan said carrier fees added about 5 points to DBNE, which still rose about 1 point ex-fees, and gross profit should keep growing at a similar rate to organic revenue.

what is happening in the messaging business? Because it seems like it's coming in ahead of expectations now

Show response

Khozema said AI tailwinds are still early in Messaging and concentrated in Voice; Thomas cited two AI-native customers now at $6 million and $9 million scale.

Calendar 2026 Q1

Messaging, extremely strong growth, again, almost surprising, I think, for Q1.

Show response

Aidan said Messaging grew about 25% with 7 points from fees, broad-based across the U.S. and international; Thomas cited self-service Voice up 45% and Voice add-ons in the mid-30s.

Calendar 2025 Q4

if you look at the Q1 guide organically, it's actually a little bit more aggressive than this time last year

Guidance ReliabilityMarginTranscript · FY2025 Q4 →
Show response

Aidan called the 10% to 11% Q1 guide the highest in over 3 years, cited usage-based prudence for the year, and tied gross profit to mix and carrier savings.

How much were voice AI-driven use cases versus traditional voice? And maybe the outlook for 2026 on that front?

Show response

Thomas cited broad voice adoption across self-service, ISVs and enterprise but did not split voice AI from traditional voice or give a 2026 voice outlook.

Calendar 2025 Q3

between the large cloud service provider deal, nine figures that you signed, maybe kind of double-click on that.

DemandRevenue GrowthTranscript · FY2025 Q3 →
Show response

Khozema credited self-serve accounts graduating into large ISV relationships but declined to give financial details on the record renewal.

And if it is voice, why not -- when do you expect to see some of the positive gross margin benefits of that attach?

MarginSubscriber GrowthTranscript · FY2025 Q3 →
Show response

Aidan said the adds were largely e-mail after the free tier ended and that high-margin non-messaging growth should help margins, but gave no timing.

Calendar 2025 Q2

kind of like an almost non-GAAP adjustment for gross margins with -- from an FX and from an A2P perspective

Show response

CFO said gross margin excluding fees and FX would have been roughly flat versus Q1, with fees about 30 basis points of headwind and FX most of the rest.

Khozema, maybe on voice first, kind of how did it perform relative to your expectations in the quarter?

Cloud & AIRevenue GrowthTranscript · FY2025 Q2 →
Show response

CEO said voice is performing well on voice AI and other customers plus new products, but messaging's size and growth will keep weighing on margin mix.

Calendar 2025 Q1

And just any trends to kind of walk through in terms of how to shape that for the rest of the year?

MarginGuidance ReliabilityTranscript · FY2025 Q1 →
Show response

CFO declined to forecast gross margin, saying it depends on messaging and termination mix and will vary quarter to quarter.

maybe just double down or double click on some of the gross margin headwinds that you saw in the quarter

Show response

CFO cited non-repeat of year-ago hosting credits and a higher international messaging mix, adding messaging mix will drive gross margin near term.

Calendar 2024 Q4

just anything on the competitive environment and the competitive front, as you go forward

Competitive DynamicsTranscript · FY2024 Q4 →
Show response

CEO said Twilio is the market leader in key categories and growing faster than peers, and plans to reinvest that strength in R&D.

how you've thought about conservatism baked into both Q1 and as we get through the year.

Guidance ReliabilityRevenue GrowthTranscript · FY2024 Q4 →
Show response

CFO said usage-based revenue limits visibility so planning stays prudent, while the Q1 guide sits a point above the prior quarter's guide.

just a quick question about that debt expense, the operating income seemed one time that impact in Q4.

Show response

CFO detailed a $17 million charge to fully reserve Brazilian telecom customer OI after its payments slowed, a 140 basis point margin hit.

ADBEAdobe Inc.12 questions · 8 reporting periods · 1 of 12 challenging
ADBE company page →

Calendar 2026 Q3

can you provide a little more color in terms of you know, how much of the headwind came from each of these 2?

PricingSubscriber GrowthTranscript · FY2026 Q3 →
Show response

Shantanu declined to split the freemium vs deferred-pricing headwinds, defending the choice to prioritize new-user growth over short-term pricing relief.

Calendar 2026 Q2

what is the payback period on that? So $500 million, let's say, that you are investing in this motion

Capital AllocationRevenue GrowthTranscript · FY2026 Q2 →
Show response

Shantanu gave second-half phasing color and said the payback plays out over 2027 rather than a specific payback period.

just why now to accelerate the freemium MAU motion I think before, we were thinking that the previous messaging

ChallengingSubscriber GrowthDemandTranscript · FY2026 Q2 →
Show response

Shantanu reframed the timing around early freemium success and surging adobe.com traffic giving conviction to lean in now.

Calendar 2026 Q1

can you maybe just unpack exactly why it was dampened. And as consumption trends improve, how do we think about that kind of impact as we head through Q2, Q3, Q4

Revenue GrowthSubscriber GrowthTranscript · FY2026 Q1 →
Show response

Shantanu explained traffic routing to freemium rather than immediate ARR creates a phase shift. Reaffirming FY2026 targets implies double-digit ending book growth for remaining three quarters. David added acceleration expected in back half as freemium users hit paywalls and convert.

Calendar 2025 Q4

what was the strategic rationale, a little more color on that, and maybe how we should think about the synergies from the deal for next year

Competitive DynamicsCloud & AITranscript · FY2025 Q4 →
Show response

Anil explained brand visibility is top of mind for marketers especially with LLM channels. Adobe and SEMrush together would offer a comprehensive solution across owned media, earned media like LLMs, and search engines. Shantanu added it enables unified spend optimization across search and generative engine channels.

Calendar 2025 Q3

How do you see yourself the role in which you're helping CMOs adapt, which parts of your portfolio are best positioned

Show response

Anil described the full LLM-to-purchase funnel consolidating. AEP and Apps positioned for direct consumer relationships, GenStudio for content velocity.

Can you help bifurcate like how much of this is just better adoption of the AI-first products versus for PxQ

Revenue GrowthCloud & AITranscript · FY2025 Q3 →
Show response

David said growth was top-to-bottom: CC Pro migration, 20%+ of Firefly growth from new-to-Adobe users, strong AI Assistant contribution, and GenStudio enterprise automation.

Calendar 2025 Q2

coopetition with vendors like Meta where it at least it's a little harder for some investors to understand

Competitive DynamicsCloud & AITranscript · FY2025 Q2 →
Show response

Shantanu said every ad platform wants Adobe partnership for GenStudio. Anil noted ad platforms' primary goal is growing ad revenue, which requires optimized creative from Adobe's marketing stack.

comment on the competitive environment that you're seeing down market with some of the disruptors

Competitive DynamicsSubscriber GrowthTranscript · FY2025 Q2 →
Show response

David highlighted data-driven operating model applied to web journeys and enterprise adoption. Express onboarded 8,000 new businesses in Q2 with logos like Cisco, NFL, Premier League.

Calendar 2025 Q1

if you look at the $125 million and you think about the segmentation between Assistant, Firefly, GenStudio

Cloud & AIRevenue GrowthTranscript · FY2025 Q1 →
Show response

David gave tenure-based color (AI Assistant ~4 quarters, Firefly Services ~4 quarters, GenStudio launched late Q4). Shantanu added creative represents the majority so far.

how you are thinking about your approach towards organic versus inorganic innovation here

Innovation & R&DCloud & AITranscript · FY2025 Q1 →
Show response

Shantanu said Adobe will have own commercially safe Firefly models plus support third-party models in Firefly app and Photoshop, similar to plug-in ecosystem.

Calendar 2024 Q4

Can you maybe talk about how you're thinking about the growth driver from Fireflies from Gen Studio and when kind of how will we see that percolate through the year

Cloud & AIRevenue GrowthSubscriber GrowthTranscript · FY2024 Q4 →
Show response

David explained the p×q+v growth algorithm and noted FY2025 will tilt toward new users and new products over pricing. Dan said the company changed to ARR book of business growth methodology, viewing quarterly profiles as less important.

TYLTyler Technologies12 questions · 7 reporting periods · 1 of 12 challenging
TYL company page →

Calendar 2026 Q2

Were there some timing impacts that led to there being a bit less recognized in the quarter?

ChallengingRevenue GrowthGuidance ReliabilityTranscript · FY2026 Q2 →
Show response

Miller attributed the gap to the structural bookings-to-revenue lag, denied unusual slippage, and reaffirmed the full-year outlook.

on the AI ACV contribution as a percentage of your new SaaS ACV this quarter

Cloud & AIRevenue GrowthTranscript · FY2026 Q2 →
Show response

Miller was candid that AI is still a very small share of ACV and repeated the 12 to 18 month materiality horizon.

Calendar 2026 Q1

what's driving the strength competitively here? Were there any onetime items?

DemandCompetitive DynamicsTranscript · FY2026 Q1 →
Show response

Brian said nothing pulled forward or unusual. No multi-million SaaS deals - just solid volume breadth. Separately, statewide digital titling deal worth $20M+ transaction ARR at ramp not in SaaS bookings. Good rebound from easier Q1 2025 comp but strong regardless.

Calendar 2025 Q4

contextualize the free cash flow margin guide. I think there's still a cash tailwind from no incremental cash tax payments.

Capital AllocationMarginTranscript · FY2025 Q4 →
Show response

Brian said FCF margin range a point higher than prior year, earnings growth is primary driver, cash taxes slightly higher than previously expected. Lynn said balance sheet and FCF strongest ever at Tyler, enabling both M&A and buybacks.

are you seeing any accelerating sales cycles driven by you know, either increased want for AI adoption

DemandGuidance ReliabilityTranscript · FY2025 Q4 →
Show response

Lynn said sales cycles back to normal after earlier 2025 delays. Not seeing meaningful AI impact on current sales acceleration or deceleration. Brian noted FTR acquisition not in current guidance, will update after close.

Calendar 2025 Q3

understanding and helping us bridge the decline in kind of net new annual SaaS bookings year-to-date in the quarter on tough comps from last year, but the confidence in SaaS revenue growth for next...

Revenue GrowthCloud & AITranscript · FY2025 Q3 →
Show response

Brian built up 2026 SaaS growth from backlog (prior year bookings still phasing in), growing flips (both number and size), add-on sales to existing customers (majority of new SaaS bookings), and annual renewal price increases.

how much should we anticipate from an organic -- from a total top line contribution maybe for fiscal '26 and beyond?

M&ACapital AllocationTranscript · FY2025 Q3 →
Show response

Lynn said M&A contribution for 2026 likely around 1%. Signal is about balance sheet and management bandwidth now supporting more proactive approach versus reactive broker-driven deals, returning to pre-NIC M&A posture.

Calendar 2025 Q2

is there kind of maybe gauge the level of conservatism still embedded in the outlook for those events just given the kind of maybe lower macro impacts

Guidance ReliabilityMacroeconomicTranscript · FY2025 Q2 →
Show response

Lynn said no conservatism embedded in H2 outlook despite improving macro backdrop. Alex followed up on FCF raise mechanics vs Section 174 benefit.

200 basis points add from the bill, you increased it by 100. Maybe what's that delta tied to?

Capital AllocationMarginTranscript · FY2025 Q2 →
Show response

Brian explained the 100bps delta beyond the 200bps tax benefit comes from higher earnings, especially strong transaction revenue cash flow characteristics.

Calendar 2025 Q1

is it should we assume that new SaaS deal ARR, versus last year is gonna be a little bit less around some of the pause and caution that you called or saw in Q1?

Cloud & AIRevenue GrowthTranscript · FY2025 Q1 →
Show response

Brian said current-year sales have less impact on current-year revenue due to implementation lag. Flips are biggest variability driver for SaaS revenue range.

Calendar 2024 Q4

How should we think about that R&D line even maybe beyond just this year taking on a different shape over the course of the next few years?

Innovation & R&DCloud & AITranscript · FY2024 Q4 →
Show response

Brian explained ~$100M of development in COGS will shift to R&D over 3-4 years as products complete SaaS transition, plus incremental AI investment.

go a little bit deeper on just the quality of the demand environment, the pipeline going into this year, because it seems like, again, specifically on the SaaS line, it continues to outperform

Show response

Lynn described a flywheel effect from healthy budgets, strong execution, and client references. Brian noted AI is not yet a big driver of flips or new business.

WDAYWorkday, Inc.9 questions · 7 reporting periods · 0 of 9 challenging
WDAY company page →

Calendar 2026 Q3

how many flex credits does an onboarding or procurement agent actually go through?

Show response

Gerrit said monetization is measured against customer labor spend, not software spend, but the focus is adoption; Zane cited ~$600M AI ARR growing into FY2028.

Calendar 2026 Q2

what do think is different from a Workday perspective that drove that, you know, incrementally better execution

Revenue GrowthDemandCloud & AITranscript · FY2027 Q1 →
Show response

Aneel acknowledged some Q4 deal slippage closed in Q1 but emphasized AI products as the primary growth driver, with organic agents gaining traction. Zane confirmed some DIA revenue recognized in Q1, expected to be spread through the year unlike last year's back-end loading.

Calendar 2026 Q1

I wanted to ask you specifically how you're thinking about monetizing third-party agents

Show response

Aneel framed Workday as an evolving layer on top of hyperscalers with consumption monetization for all API access. Gerrit detailed tiered pricing: basic API calls, richer data cloud context, and premium agent APIs that complete meaningful work. Third parties pay via Flex Credits regardless of approach.

Calendar 2025 Q4

how much do we think kind of comes from from inorganic, there

Revenue GrowthCompetitive DynamicsTranscript · FY2026 Q3 →
Show response

Zane estimated acquired revenue contributes roughly one point of FY27 growth, but noted significant broader portfolio synergy beyond just acquired revenue. High bar on M&A unchanged, evaluating technology, culture, people and integration fit.

since Analyst Day, is there anything that maybe you've seen that gives you even more confidence

Revenue GrowthDemandTranscript · FY2026 Q3 →
Show response

Carl cited momentum from acquired companies (Paradox, Sana), organic product innovation, new market entries (Middle East, India), and strong international performance as growth vectors into FY27.

Calendar 2025 Q2

where do you maybe see the potential for materiality for growth acceleration

Cloud & AIRevenue GrowthTranscript · FY2026 Q1 →
Show response

Garrett Katzmeyer (new President of Product & Technology) highlighted recruiting agent (54% increase in recruiter capacity), contract intelligence, and twelve agents covering hire-to-retire and procure-to-pay. Carl said adoption is broad across all market segments.

Calendar 2025 Q1

how you guys are framing it in terms of the ability to really monetize and add a tremendous level of new value to your existing customer relationships

Show response

Carl described multiple monetization vectors: platform AI, standalone SKUs (Recruiting Agent, Extend Pro, Evisort), and Agent System of Record for third-party agents. Both seat-based and consumption-based models.

Calendar 2024 Q4

Was that a -- was that a surprise in terms of you were able to sign these larger deals, and you knew you were going to sign them

Revenue GrowthGuidance ReliabilityTranscript · FY2025 Q3 →
Show response

Carl confirmed it is a timing element that does not change ACV. Some deals have accounting structures where revenue recognition comes later and cRPO cannot fully capture the deal value.

I'm wondering if the election either caused any kind of late minute deal slippage, or just incremental friction, in the quarter itself

MacroeconomicDemandTranscript · FY2025 Q3 →
Show response

Carl confirmed no election impact on Q3 execution, results were in-line with internal expectations with a good bookings quarter.

INTUIntuit8 questions · 6 reporting periods · 0 of 8 challenging
INTU company page →

Calendar 2026 Q2

whether the performance around taxes, if there is anything structural that is changing, it does not sound like it is AI

DemandCompetitive DynamicsTranscript · FY2026 Q3 →
Show response

Sasan separated the structural advantage in assisted (88% of TAM, 38% customer growth) from the DIY fix needed for price-sensitive <$50k filers. Emphasized the workforce reduction was done from a position of strength and is unrelated to DIY tax issues.

Can you highlight the traction around both attracting top sales talent to the org and the impacts on the outputs

Revenue GrowthSubscriber GrowthTranscript · FY2026 Q3 →
Show response

Sasan described two strategic pivots: treating accountants as customers (not just channel) on a unified platform, and expanding the sales aperture beyond existing base. Productivity improving, reflected in 37% QoQ IES contract growth.

Calendar 2026 Q1

I wanted to ask how durable are some of the trends that you're seeing over the course of the next few quarters and even beyond that?

Revenue GrowthCompetitive DynamicsTranscript · FY2026 Q2 →
Show response

Sasan cited three durable vectors: assisted tax disruption, mid-market acceleration (contracts up 50% QoQ, accountants contributing), and AI+HI pricing power. On Mailchimp, Sandeep said all options on the table including portfolio evaluation.

Calendar 2025 Q4

can you speak to some of the margin leverage and efficiencies that you're seeing from deploying some increasing AI leverage

MarginInnovation & R&DTranscript · FY2026 Q1 →
Show response

Sandeep cited AI-driven improvements across technology, sales, customer success, finance, legal, and HR. Not just AI efficiencies but broader spend discipline and scaling what works from marketing tests.

Calendar 2025 Q3

how much is it -- how much push is it versus pull? How does the agentic functionality unlock that opportunity for you?

PricingInnovation & R&DTranscript · FY2025 Q4 →
Show response

Sasan described both push and pull dynamics. Customers overspend on disparate apps with trapped data. 300% ROI from consolidation. Customers pay Intuit more but save money overall. Lineup evolution to motivate consolidation.

Calendar 2025 Q2

maybe just clarify the launch around these new agentic offerings, the opportunity set that this brings you into, what kind of pricing model you are contemplating?

Innovation & R&DPricingTranscript · FY2025 Q3 →
Show response

Sasan detailed interconnected AI agents (customer, payment, project management, accounting). Pricing includes value-based increases plus consumption-based modules for mid-market.

Calendar 2024 Q4

what you're seeing in your business right now from an SMB demand environment perspective

MacroeconomicDemandTranscript · FY2025 Q1 →
Show response

Sasan characterized SMB demand as stable with expected improvement from rates, jobs, and regulatory relief, not baked into guidance. AI monetization not yet in current year numbers.

is that just effectively mostly associated with the timing of incremental spend for some of your newer initiatives

MarginCapex InvestmentTranscript · FY2025 Q1 →
Show response

Sandeep confirmed spend timing. Revenue outperformance gave flexibility to lean into Q1 investment earlier, particularly Credit Karma campaigns showing strong ROI.

IOTSamsara Inc.8 questions · 8 reporting periods · 1 of 8 challenging
IOT company page →

Calendar 2026 Q3

are you kind of starting to see almost like a refresh cycle take place that creates another upsell opportunity?

Product LaunchDemandTranscript · FY2027 Q2 →
Show response

Sanjit framed AI Multicam as additive operational intelligence, not a refresh cycle replacing older products. Direct.

Calendar 2026 Q2

how are you going to be charging for these tools? When will we -- or these products, when will we start to see them

PricingProduct LaunchTranscript · FY2027 Q1 →
Show response

Sanjit said emerging products like waste intelligence are priced as additional SKUs alongside existing products, with agents likely moving to a consumption-based model over time.

Calendar 2026 Q1

help us understand a little bit of how you plan to monetize that within your customer base

Product LaunchPricingTranscript · FY2026 Q4 →
Show response

Partial answer: pricing model still being determined; management will share more with the summer Beyond launch.

Calendar 2025 Q4

The contribution from new products, that jumped to 20% of net new ACV from 8% last quarter.

Product LaunchDemandTranscript · FY2026 Q3 →
Show response

Sanjit attributed the emerging-product inflection to products launched at the customer conference gaining traction after a few months of trials, broadly across products.

Calendar 2025 Q3

when you stack rank some of the new product launches that are getting the most traction

Product LaunchDemandTranscript · FY2026 Q2 →
Show response

Sanjit cited broad traction across routing, commercial nav, maintenance and asset tags but did not stack-rank; pointed to 8% of net new ACV from new products.

Calendar 2025 Q2

with regards to the sales cycle elongation commentary, maybe just talk about

DemandTrade TariffsTranscript · FY2026 Q1 →
Show response

Dominic said deal construction did not change and deals closed in May, but declined to quantify the Q1-into-Q2 pull-forward given macro uncertainty.

Calendar 2025 Q1

is there any increased conservatism in the guide and given the continued traction internationally

ChallengingGuidance ReliabilityMacroeconomicTranscript · FY2025 Q4 →
Show response

Stand-in on for Alex Zukin. Dominic said the FY26 guidance philosophy is unchanged versus FY25's initial guide and factors in macro; Sanjit noted customers focus on domestic critical infrastructure.

Calendar 2024 Q4

I just maybe wanted to ask about the general sales cycles, demand environment.

DemandMacroeconomicTranscript · FY2025 Q3 →
Show response

Dominic called demand consistent; noted a few election-related deal delays that largely closed in Q4 with no material impact.

Show 10 more companies
NOWServiceNow8 questions · 5 reporting periods · 0 of 8 challenging
NOW company page →

Calendar 2026 Q1

what gives you the confidence to be that prudent in the guide?

Guidance ReliabilityRevenue GrowthTranscript · FY2026 Q1 →
Show response

Gina cited team execution and innovation pipeline. Bill added Armis operating margin headwind was halved from 100bp to 50bp thanks to internal AI efficiencies.

give us a characterization of the overall enterprise spending environment right now, and not just in the Middle East, but globally

MacroeconomicDemandTranscript · FY2026 Q1 →
Show response

Bill acknowledged customer confusion about AI deployment despite excitement, said ServiceNow's open platform and clarifying positioning is resonating strongly.

Calendar 2025 Q4

give us a flavor a little bit of the tailwinds and headwinds that you're seeing both in the demand environment, from a budgetary perspective, and also kind of how you're thinking about the monetiza...

Show response

Bill said pipelines have never been better. Customers consolidating legacy tools and looking for cross-functional platforms. Amit confirmed assist pack renewals happening at multi-seven-figure range as customers run out of tokens. Cross-functional deals with 7+ products driving strategic relevance.

Calendar 2025 Q3

Anything that stands out positive from this large renewal cohort that wasn't initially expected this quarter, like whether it's a greater willingness to expand with Pro Plus?

Show response

Gina said about half of the 250bp cRPO beat came from proactively pulling Q4 renewals into Q3, providing momentum into Q4. Plus attach rates continue to improve. Renewal rates remain strong at 97-98%.

Maybe demand trends as you progress through the quarter, linearity of bookings and kind of maybe talk to us a little bit about how the consumption and utilization of some of the AI credits is trend...

Show response

Bill said demand is the best he's ever seen, with oversubscribed forums globally (6,500 turned away in Japan for fire regulations). Linearity historically consistent. Sees 55x assist growth since May as clear indication of customer value.

Calendar 2025 Q2

Maybe you can you just talk about what's driving this seemingly better-than-expected execution. Is it something that's changed in the traction of the AI product? Is it something that's changed in t...

Show response

Bill attributed outperformance to agentic AI transforming business models, citing 450,000 agents in workflow internally and over 80% of support functions now done by agents. Customers consolidating onto ServiceNow with bigger business cases.

There's a lot of anxiety. I know from the investor community about DOGE, about federal activity in general in the public sector. It seems like it delivered to your expectations.

Regulation PolicyDemandTranscript · FY2025 Q2 →
Show response

Gina confirmed federal played out as expected with six new logos in Q2 despite uncertainty. Building prudence into H2 assumptions for US Fed navigating tightening budgets and shifting mission demands.

Calendar 2025 Q1

it's the first time that tech workflows dipped below 50% in the quarter and quite extraordinary that I think CRM and industry jumped up to 34%. How do you see those two trending as the year progres...

DemandCompetitive DynamicsTranscript · FY2025 Q1 →
Show response

Gina cautioned against over-reading quarterly mix shifts but confirmed CRM showed strong relative performance especially in EMEA, Japan, and US. Explicitly stated no material pull-forward in manufacturing or federal, results driven by execution.

SNOWSnowflake Inc.8 questions · 8 reporting periods · 0 of 8 challenging
SNOW company page →

Calendar 2026 Q3

what is the ambit of opportunity that you are now able to access and see in terms of budget dollars?

DemandCapital AllocationTranscript · FY2027 Q2 →
Show response

Sridhar described larger strategic conversations and the Frontier Engineering program's outcome-based, get-paid-on-delivery engagements on an open architecture.

Calendar 2026 Q2

What are you seeing in terms of the uplift on spend?

Show response

Sridhar said CoCo compresses migration timelines from years to a quarter or two and lets customers clear multi-year backlogs faster; on Natoma he explained MCP brings SaaS application context into the products, letting agents take governed actions across email, Slack, and other tools.

Calendar 2026 Q1

Maybe just talk specifically about kind of what you saw post holiday in January and specifically even coming out of February

Guidance ReliabilityTranscript · FY2026 Q4 →
Show response

Sridhar said the guide incorporates all available data via a strict historical-prediction process.

Calendar 2025 Q4

maybe better understanding the confidence and conviction around and maybe the direction of travel for the expansion rate

Show response

Sridhar described the virtuous cycle of deal, slack capacity, use-case expansion and rising conviction.

Calendar 2025 Q3

to what extent do you feel as though the outperformance was kind of a normalization of the demand environment

Show response

Sridhar said the core analytics business is strong while AI budgets increasingly get allocated on Snowflake.

Calendar 2025 Q2

You're seeing a change with how customers are either investing in their AI stack with Snowflake or building agents?

Show response

Sridhar said customers increasingly see investing in Snowflake data as the unlock for AI value.

Calendar 2025 Q1

maybe can you talk to how much of this is broader demand environment versus sales execution improvements versus confidence

DemandCompetitive DynamicsTranscript · FY2025 Q4 →
Show response

Sridhar credited product velocity, use-case discipline and better cross-team execution.

Calendar 2024 Q4

what you're seeing with some of the kind of first mover customers that are seeing an opportunity with Snowflake

Cloud & AICompetitive DynamicsTranscript · FY2025 Q3 →
Show response

Sridhar framed Iceberg as a big new opportunity opening historic data estates to Snowflake compute.

FIGFigma, Inc.5 questions · 5 reporting periods · 0 of 5 challenging
FIG company page →

Calendar 2026 Q2

remind us what are you seeing on both top of funnel and upsell dynamics and cross-sell?

Competitive DynamicsDemandTranscript · FY2026 Q2 →
Show response

Dylan said teams double down on Figma's professional-grade canvas, product context and creative control after exploring AI tools.

Calendar 2026 Q1

what surprised you the most in the quarter that drove the outsized beat?

Revenue GrowthDemandTranscript · FY2026 Q1 →
Show response

Praveer attributed the beat to TAM, seat, product, tier expansion and pricing, plus early AI monetization signal.

Calendar 2025 Q4

What products or what usage maybe that surprised you, Dylan, to the upside? I mean, maybe specifically on Dev Mode

Show response

Praveer cited Make WAU up 70% QoQ and Dev Mode MCP momentum, especially with the new Claude Code round-trip.

Calendar 2025 Q3

the OpenAI integration and announcements at their Dev Day, maybe any thought on how that has any potential impact

Cloud & AIRevenue GrowthTranscript · FY2025 Q3 →
Show response

Dylan called the ChatGPT integration early, focused on FigJam diagramming, with monetization still under discussion with OpenAI.

Calendar 2025 Q2

how the conversations have gone with your enterprise customers with the new pricing and packaging rollout

PricingRevenue GrowthTranscript · FY2025 Q2 →
Show response

Praveer detailed seat remapping dynamics and quantified a mid to high single-digit growth tailwind from the changes.

PATHUiPath Inc.5 questions · 3 reporting periods · 1 of 5 challenging
PATH company page →

Calendar 2025 Q4

you doubled the number of customers developing agents quarter over quarter and managed to process instances

Show response

Ashim reiterated agentic is in early innings; indirect benefits (pull-through, stickiness) help now, but direct scalable monetization guidance waits until next year.

wanted to expand on what the downtick in NRR was, was it just weakness at the low end or was there anything else?

ChallengingDemandRevenue GrowthTranscript · FY2026 Q3 →
Show response

Ashim attributed the NRR downtick to low-end pressure, noted net dollar expansion for $100K-$1M customers was 113%, and said metrics should stabilize as net new ARR stabilizes.

Calendar 2025 Q2

what drove so much of the license outperformance in the quarter? Was there any inorganic contribution?

Revenue GrowthDemandTranscript · FY2026 Q1 →
Show response

Ashim attributed license strength to deal mix and ASC 606 timing, ruling out inorganic contribution, FX, or pull-ins from prior quarters.

Calendar 2025 Q1

we assume that like the go-to-market changes are sort of behind and that we are in the steady state now?

Competitive DynamicsGuidance ReliabilityTranscript · FY2025 Q4 →
Show response

Stephen (on for Alex Zukin) asked about GTM steady state; Dines confirmed the changes are largely complete after three quarters, citing improved energy and a shift to executing with stability.

can you share a little bit more about the strategic rationale and also to what extent

Show response

Stephen (on for Alex Zukin) asked about Peak AI; Dines framed it as a verticalized price/inventory agent team, and Gupta said it is an immaterial tuck-in with no disclosed contribution.

DDOGDatadog4 questions · 2 reporting periods · 0 of 4 challenging
DDOG company page →

Calendar 2026 Q2

Can you maybe talk to what -- the increasing opportunity around this crossover in this AI age and what that means for Datadog?

Cloud & AIProduct LaunchTranscript · FY2026 Q2 →
Show response

Olivier said security requires a complete rebuild toward integrated, real-time, AI-agent-driven remediation close to the application and infrastructure, which plays to Datadog's integrated platform strengths.

is there anything you can tell us around maybe just any changes around the duration or anything that makes this new contract maybe a little stickier

PricingRevenue GrowthTranscript · FY2026 Q2 →
Show response

David declined to comment specifically, saying most enterprise customers transact on annual-plus commitments with volume-based pricing, and Olivier noted there is a lot of continuity in the renewal.

Calendar 2025 Q3

how should we think about the progression of gross margins and gross profit dollar growth, particularly as you continue to also see the AI cohort acceleration

Show response

Obstler cited engineering efficiency efforts, balanced customer base distribution between large (volume discounts) and incoming smaller customers. Reiterated long-standing guidance of gross margin plus or minus 80%.

how long do you think we should think about the duration of this trend of this non-AI acceleration

Revenue GrowthDemandTranscript · FY2025 Q3 →
Show response

Pomel expressed mid-to-long-term confidence while acknowledging quarter-to-quarter consumption variability. Digital transformation and cloud migration are steady long-term drivers.

MDBMongoDB, Inc.4 questions · 4 reporting periods · 1 of 4 challenging
MDB company page →

Calendar 2026 Q3

the guide for the rest of the year, particularly Q4. Implies a pretty meaningful deceleration in Atlas.

ChallengingGuidance ReliabilityRevenue GrowthTranscript · FY2027 Q2 →
Show response

Mike directly rebutted the implied-weakness read, attributing the out-quarter guide to consistent prudence rather than any bundled-deal or Q4 distortion.

Calendar 2026 Q1

changed the dynamic of how fast or how quickly you think that the enterprise modernization could start occurring?

Show response

CJ said enterprise modernization demand remains strong at the high end across finance, healthcare and government; AI tools help partially but customers still want to land on MongoDB.

Calendar 2025 Q4

where do you really see that incremental opportunity for growth inflection?

Revenue GrowthCloud & AITranscript · FY2026 Q3 →
Show response

CJ pointed to two focus areas where his relationships help: deeper Fortune 500/Global 2000 penetration and AI-native companies via his Silicon Valley network.

Calendar 2025 Q3

where are you seeing the most momentum in terms of workload construction and scale?

Show response

Dev reiterated the AI cohort was not material to growth, but detailed MongoDB's JSON model, integrated search/vector, and embedded Voyage models as differentiators; enterprise adoption still early.

TEAMAtlassian4 questions · 4 reporting periods · 0 of 4 challenging
TEAM company page →

Calendar 2026 Q2

if you had to think about what really happened this quarter that seemingly unlocked and unblocked the enterprise motion, because it did seem like there was a meaningful inflection in large deal act...

Revenue GrowthCompetitive DynamicsGuidance ReliabilityTranscript · FY2026 Q4 →
Show response

Mike said there was no single unlock, framing the RPO acceleration as years of enterprise investment in technology, compliance (e.g., HIPAA for Rovo), and sales/customer-success motion. James reiterated Atlassian is in 85% of the Fortune 500 but that represents only ~10% of revenue, underscoring headroom on a $6.6 billion ARR base.

Calendar 2025 Q4

At what point do you would you expect to see monetization increase, improve, and that greater value proposition to result in acceleration

Cloud & AIPricingRevenue GrowthTranscript · FY2026 Q2 →
Show response

Mike pointed to RPO accelerating for third consecutive quarter, growing faster than cloud revenue. AI is top reason for cloud migration and Teamwork Collection upgrades. More than 5M AI MAU and millions of agentic workflows monthly. Multi-year deals show customer confidence in roadmap.

Calendar 2025 Q3

What other anecdotes do you have to share in terms of other product attainment and adoption trends that you're seeing from that kind of super user cohort?

Cloud & AISubscriber GrowthInnovation & R&DTranscript · FY2026 Q1 →
Show response

Mike highlighted 60% of Forbes AI 50 are Atlassian customers. Teamwork Graph surpassed 100B objects. AI interactions up 150% in 6 months. Tokens tripled QoQ. Rovo Dev finding over half of security incidents at Atlassian. DX helps enterprises measure developer productivity and AI tool ROI.

Calendar 2024 Q3

this is the largest cloud revenue beat, I think you guys have given since you started providing guidance

Revenue GrowthCompetitive DynamicsTranscript · FY2025 Q1 →
Show response

Joe attributed outperformance to paid seat expansion and migrations, with other growth drivers in-line or slightly better. Mike expressed excitement about Brian Duffy joining.

ORCLOracle Corporation3 questions · 2 reporting periods · 0 of 3 challenging
ORCL company page →

Calendar 2025 Q3

How soon after the introduction of the Oracle AI database would you expect your enterprise customers

Show response

Larry argued demand for AI on enterprise data is universal, CEOs and heads of state are asking for it. Oracle's database vectorization + security makes private AI possible. Demand expected to be insatiable.

Calendar 2025 Q1

how to think about RPO trends and trending over the course of the next few quarters in light of that

DemandRevenue GrowthTranscript · FY2025 Q3 →
Show response

Safra confirmed continued RPO growth expected with significant bookings coming, noting lumpiness but expecting RPO to remain extremely large.

could you opine on the current kind of state of the AI training versus inferencing opportunity

Cloud & AICompetitive DynamicsTranscript · FY2025 Q3 →
Show response

Larry framed inferencing as larger than training long-term, positioning Oracle's database installed base as key competitive moat for AI inferencing workloads.

CRMSalesforce, Inc.1 question · 1 reporting period · 0 of 1 challenging
CRM company page →

Calendar 2026 Q3

Maybe talk about how you see this debate settling and about the monetization opportunity for both Claudeforce and Headless

Cloud & AICompetitive DynamicsInnovation & R&DTranscript · FY2027 Q2 →
Show response

Benioff argued customers will not build and maintain their own models but instead consume AI through packaged software like Slack, Salesforce, Agentforce, and Claudeforce. He framed the model layer as increasingly abstracted, said there is room for both frontier and open-source models, and noted Salesforce runs its own custom models available on Hugging Face.

MSFTMicrosoft Corporation1 question · 1 reporting period · 0 of 1 challenging
MSFT company page →

Calendar 2025 Q1

How much of that are you starting to see the pull in of the non-AI driven by the AI portion of Azure

Cloud & AIRevenue GrowthDemandTranscript · FY2025 Q3 →
Show response

Hood said AI/non-AI distinction is increasingly artificial; digital natives run blended workloads in the same cloud and the relationship strengthens as AI adoption deepens.

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.

CompanyQuestionsChallenge rate
TWLO Twilio Inc.140%none of 14 questions
ADBE Adobe Inc.128%1 of 12 questions
TYL Tyler Technologies128%1 of 12 questions
WDAY Workday, Inc.90%none of 9 questions
INTU Intuit80%none of 8 questions
IOT Samsara Inc.813%1 of 8 questions
NOW ServiceNow80%none of 8 questions
SNOW Snowflake Inc.80%none of 8 questions
FIG Figma, Inc.50%none of 5 questions
PATH UiPath Inc.520%1 of 5 questions
  • TWLO
    Twilio Inc. · 14 questions
    0%none of 14 questions
  • ADBE
    Adobe Inc. · 12 questions
    8%1 of 12 questions
  • TYL
    Tyler Technologies · 12 questions
    8%1 of 12 questions
  • WDAY
    Workday, Inc. · 9 questions
    0%none of 9 questions
  • INTU
    Intuit · 8 questions
    0%none of 8 questions
  • IOT
    Samsara Inc. · 8 questions
    13%1 of 8 questions
  • NOW
    ServiceNow · 8 questions
    0%none of 8 questions
  • SNOW
    Snowflake Inc. · 8 questions
    0%none of 8 questions
  • FIG
    Figma, Inc. · 5 questions
    0%none of 5 questions
  • PATH
    UiPath Inc. · 5 questions
    20%1 of 5 questions
Show all 16 companies
CompanyQuestionsChallenge rate
DDOG Datadog40%none of 4 questions
MDB MongoDB, Inc.425%1 of 4 questions
TEAM Atlassian40%none of 4 questions
ORCL Oracle Corporation30%none of 3 questions
CRM Salesforce, Inc.1—Rate withheld: fewer than 3 questions
MSFT Microsoft Corporation1—Rate withheld: fewer than 3 questions
  • DDOG
    Datadog · 4 questions
    0%none of 4 questions
  • MDB
    MongoDB, Inc. · 4 questions
    25%1 of 4 questions
  • TEAM
    Atlassian · 4 questions
    0%none of 4 questions
  • ORCL
    Oracle Corporation · 3 questions
    0%none of 3 questions
  • CRM
    Salesforce, Inc. · 1 question
    —rate withheld: under 3 questions
  • MSFT
    Microsoft Corporation · 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”.

Questions by calendar reporting period
Calendar periodQuestionsChallenge rateCompanies
2024 Q310%none of 1 question1
2024 Q4120%none of 12 questions7
2025 Q1147%1 of 14 questions10
2025 Q2140%none of 14 questions10
2025 Q3170%none of 17 questions12
2025 Q4166%1 of 16 questions12
2026 Q1110%none of 11 questions10
2026 Q21513%2 of 15 questions10
2026 Q3617%1 of 6 questions6
  1. 2024 Q31 question · challenge rate 0% (none of 1 question) · 1 company
  2. 2024 Q412 questions · challenge rate 0% (none of 12 questions) · 7 companies
  3. 2025 Q114 questions · challenge rate 7% (1 of 14 questions) · 10 companies
  4. 2025 Q214 questions · challenge rate 0% (none of 14 questions) · 10 companies
  5. 2025 Q317 questions · challenge rate 0% (none of 17 questions) · 12 companies
  6. 2025 Q416 questions · challenge rate 6% (1 of 16 questions) · 12 companies
  7. 2026 Q111 questions · challenge rate 0% (none of 11 questions) · 10 companies
  8. 2026 Q215 questions · challenge rate 13% (2 of 15 questions) · 10 companies
  9. 2026 Q36 questions · challenge rate 17% (1 of 6 questions) · 6 companies

Topics

Topics tagged on this analyst’s questions.

  • Cloud & AI42
  • Demand42
  • Revenue Growth36
  • Competitive Dynamics17
  • Guidance Reliability13
  • Pricing12
  • Margin12
  • Subscriber Growth8
  • Innovation & R&D7
  • Product Launch7
Show all 18 topics
  • Macroeconomic6
  • Capital Allocation5
  • M&A2
  • Trade Tariffs1
  • Regulation Policy1
  • Fx1
  • Capex Investment1
  • Credit1