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Analyst
Alex Zukin
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
Calendar 2026 Q2
Dollar-Based Net Expansion, biggest run-up we've seen. Maybe just touch on that and gross profit dollar growth
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
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.
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?
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?
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?
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
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.
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
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?
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
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
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
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
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
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
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
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
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
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
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
Calendar 2026 Q2
Were there some timing impacts that led to there being a bit less recognized in the quarter?
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
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?
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.
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
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...
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?
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
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?
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?
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?
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
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
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
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
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
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
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
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
Calendar 2026 Q2
whether the performance around taxes, if there is anything structural that is changing, it does not sound like it is AI
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
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?
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
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?
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?
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
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
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
Calendar 2026 Q3
are you kind of starting to see almost like a refresh cycle take place that creates another upsell opportunity?
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
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
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.
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
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
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
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.
Show response
Dominic called demand consistent; noted a few election-related deal delays that largely closed in Q4 with no material impact.
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NOWServiceNow8 questions · 5 reporting periods · 0 of 8 challenging
Calendar 2026 Q1
what gives you the confidence to be that prudent in the guide?
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
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.
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...
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
Calendar 2026 Q3
what is the ambit of opportunity that you are now able to access and see in terms of budget dollars?
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
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
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
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
Calendar 2026 Q2
remind us what are you seeing on both top of funnel and upsell dynamics and cross-sell?
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?
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
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
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
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?
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?
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?
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
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?
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
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
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
Calendar 2026 Q3
the guide for the rest of the year, particularly Q4. Implies a pretty meaningful deceleration in Atlas.
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?
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
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...
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
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?
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
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
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
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
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
Calendar 2026 Q3
Maybe talk about how you see this debate settling and about the monetization opportunity for both Claudeforce and Headless
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
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
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.
| Company | Questions | Challenge rate |
|---|---|---|
| TWLO Twilio Inc. | 14 | 0%none of 14 questions |
| ADBE Adobe Inc. | 12 | 8%1 of 12 questions |
| TYL Tyler Technologies | 12 | 8%1 of 12 questions |
| WDAY Workday, Inc. | 9 | 0%none of 9 questions |
| INTU Intuit | 8 | 0%none of 8 questions |
| IOT Samsara Inc. | 8 | 13%1 of 8 questions |
| NOW ServiceNow | 8 | 0%none of 8 questions |
| SNOW Snowflake Inc. | 8 | 0%none of 8 questions |
| FIG Figma, Inc. | 5 | 0%none of 5 questions |
| PATH UiPath Inc. | 5 | 20%1 of 5 questions |
- TWLOTwilio Inc. · 14 questions0%none of 14 questions
- ADBEAdobe Inc. · 12 questions8%1 of 12 questions
- TYLTyler Technologies · 12 questions8%1 of 12 questions
- WDAYWorkday, Inc. · 9 questions0%none of 9 questions
- INTUIntuit · 8 questions0%none of 8 questions
- IOTSamsara Inc. · 8 questions13%1 of 8 questions
- NOWServiceNow · 8 questions0%none of 8 questions
- SNOWSnowflake Inc. · 8 questions0%none of 8 questions
- FIGFigma, Inc. · 5 questions0%none of 5 questions
- PATHUiPath Inc. · 5 questions20%1 of 5 questions
Show all 16 companies
| Company | Questions | Challenge rate |
|---|---|---|
| DDOG Datadog | 4 | 0%none of 4 questions |
| MDB MongoDB, Inc. | 4 | 25%1 of 4 questions |
| TEAM Atlassian | 4 | 0%none of 4 questions |
| ORCL Oracle Corporation | 3 | 0%none of 3 questions |
| CRM Salesforce, Inc. | 1 | —Rate withheld: fewer than 3 questions |
| MSFT Microsoft Corporation | 1 | —Rate withheld: fewer than 3 questions |
- DDOGDatadog · 4 questions0%none of 4 questions
- MDBMongoDB, Inc. · 4 questions25%1 of 4 questions
- TEAMAtlassian · 4 questions0%none of 4 questions
- ORCLOracle Corporation · 3 questions0%none of 3 questions
- CRMSalesforce, Inc. · 1 question—rate withheld: under 3 questions
- MSFTMicrosoft 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”.
| Calendar period | Questions | Challenge rate | Companies |
|---|---|---|---|
| 2024 Q3 | 1 | 0%none of 1 question | 1 |
| 2024 Q4 | 12 | 0%none of 12 questions | 7 |
| 2025 Q1 | 14 | 7%1 of 14 questions | 10 |
| 2025 Q2 | 14 | 0%none of 14 questions | 10 |
| 2025 Q3 | 17 | 0%none of 17 questions | 12 |
| 2025 Q4 | 16 | 6%1 of 16 questions | 12 |
| 2026 Q1 | 11 | 0%none of 11 questions | 10 |
| 2026 Q2 | 15 | 13%2 of 15 questions | 10 |
| 2026 Q3 | 6 | 17%1 of 6 questions | 6 |
- 2024 Q31 question · challenge rate 0% (none of 1 question) · 1 company
- 2024 Q412 questions · challenge rate 0% (none of 12 questions) · 7 companies
- 2025 Q114 questions · challenge rate 7% (1 of 14 questions) · 10 companies
- 2025 Q214 questions · challenge rate 0% (none of 14 questions) · 10 companies
- 2025 Q317 questions · challenge rate 0% (none of 17 questions) · 12 companies
- 2025 Q416 questions · challenge rate 6% (1 of 16 questions) · 12 companies
- 2026 Q111 questions · challenge rate 0% (none of 11 questions) · 10 companies
- 2026 Q215 questions · challenge rate 13% (2 of 15 questions) · 10 companies
- 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