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Analyst
Siti Panigrahi
Period: Reporting periods mapped to calendar 2024 Q4 – 2026 Q3 (8 quarters).
- Questions
- 54on tracked calls
- Challenge rate
- 4%2 of 54 questions
- Companies
- 10questioned at least once
- Reporting periods
- 8with 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 54 of 54 questions from 10 companies
SNPSSynopsys12 questions · 7 reporting periods · 0 of 12 challenging
Calendar 2026 Q3
Multiphysics Fusion is not expected to contribute to EDA growth until 2027. So can you talk about the adoption
Show response
Ghazi said Multiphysics Fusion contributes to EDA growth in FY27 as customers move to production, reaffirming the $400M year-4 synergy commitment.
Calendar 2026 Q2
can you help us find the magnitude of the remaining synergy opportunity in the back half or in 2027
Show response
Shelagh confirmed approximately half of synergies achieved by FY2026 year-end but deferred specific remaining magnitude and timeline details to September Investor Day.
I want to ask you about the IP business. that is 1 of the question we get from investors after the weakness last year
Show response
Sassine provided clear detail on new IP monetization models with hyperscalers, confirming signed agreements expected by year-end and 12% sequential growth from Q1 trough.
Calendar 2026 Q1
how that partnership coming along? And how should we see about the product priorities evolve and how you think about the monetization there
Show response
CEO described two layers: GPU acceleration of EDA/ANSYS products (15-20x speedup with pricing uplift) delivering in FY26, and Omniverse digital twin platform for physical AI simulation.
Calendar 2025 Q4
Double-digit growth for next year is pretty good. So I'd love to hear what's baked into that in terms of the jumpsuit there
Show response
CEO cited two ANSYS growth drivers: semiconductor joint solutions (pricing uplift) and broader industry transformation (auto, aerospace, industrial). ANSYS EDA portion moving to ratable model.
When you launch your combined product, should we expect any kind of uplift there, or what kind of uplift should we expect
Show response
CEO confirmed 1+1>2 for joint solutions but adoption happens over time with first wave in FY26. IP royalty discussions progressing well, expects to lock up strategic customers in FY26.
Calendar 2025 Q3
ANSYS revenue, $78 million in Q3. But what's your assumption of ANSYS revenue embedded into the Q4 guidance
Show response
CFO confirmed ANSYS included for full Q4 but declined to provide subsegment guidance. Noted ANSYS' strongest quarter (November) falls into Synopsys Q1 under new fiscal calendar alignment.
what are the puts and takes in terms of, you know, what you expected at the beginning last year when you talked about versus after you having
Show response
CEO reported no negative surprises from ANSYS. Cited 3D IC thermal/structural needs and physical AI digital twin opportunity as immediate revenue synergy areas.
Calendar 2025 Q2
when do you think they will come to the level of what do you say, hyperscaler
Show response
CEO outlined three customer categories: merchant chip buyers, ASIC model (architecture + partners), and full custom AI system designers. All create Synopsys opportunity across EDA, IP, and hardware.
what kind of design activity you're seeing on the non-AI customer base, especially have you seen any kind of changes there
Show response
CEO noted industrial and automotive showing stabilization and new energy, visible first in IP portfolio as customers start designing next-gen chips.
Calendar 2025 Q1
do you think that we already hit the trough and -- do you expect -- what kind of trends you are seeing on those outside of making AI chips
Show response
CEO confirmed PC/mobile recovery over last 2-3 quarters but automotive and industrial unchanged. Clear segmented answer.
how do you see DeepSeek going to impact EDA in general and Synopsys in particular
Show response
CEO segmented growth into AI/HPC (strong) vs consumer/auto/industrial (shifting right). Positioned DeepSeek as expanding AI on-device adoption opportunity.
INTUIntuit9 questions · 8 reporting periods · 2 of 9 challenging
Calendar 2026 Q3
you sharply lowered both GBSG and tax. And how much of this really you're seeing the pressure in the market
Show response
Sasan said he is resetting expectations to do two things well: continue scaling the Big Bets (30% of the company growing over 34%) and double down on being competitive at the low end after losing quality DIY customers. He acknowledged Intuit is being prudent in both the guidance and long-term expectations to protect say-do credibility and build a durable model, framing the DIY customers as monetizable beyond tax and growable over time.
Calendar 2026 Q2
How do you give the confidence to the shareholder that Intuit can continue to deliver that durable growth
Show response
Sasan gave an expansive answer emphasizing structural advantages in assisted tax (88% of TAM), the end-to-end business platform as a control tower, and three growth engines all growing 30%+. Committed to EPS growth north of 15% GAAP and non-GAAP.
Calendar 2026 Q1
the market is worried about AI disrupting software and in fact, your business, less QuickBooks but more tax. Can you help us understand like what is the disconnect?
Show response
Sasan emphasized regulatory-driven advantage, customer demand for human expertise in high-stakes decisions, and AI/HI as foundational to platform. Sandeep added AI+HI lineup tests resonating beyond expectations.
Calendar 2025 Q4
it's been a year and you had 250 sales set, how is the productivity has been going on? And any plan to add more headcounts
Show response
Sasan outlined three focus areas: awareness acceleration at conferences, platform innovation resonating across verticals, and accountant partnerships (expect revenue contribution in back half and next year).
Calendar 2025 Q3
as you look at fiscal '26, what are the areas you're more excited about? And what did you learn in the fiscal '25 execution?
Show response
Sasan cited 3 confidence drivers: strong customer growth (8% US QBO, 23% mid-market), all-in-one platform launch with millions engaging, and 40% mid-market growth. AI search is 1% of traffic and favors top brands.
Calendar 2025 Q2
what have you learned this year in your strategy, and how sustainable is this given that you are barely penetrated in the assist tech category
Show response
Sasan described breakthrough adoption year. Conversion up double digits, Credit Karma contributing a point of growth, and learnings from friction points for future improvement.
Calendar 2025 Q1
what's driving your increasing confidence to deliver that 7% to 8% guidance for consumer?
Show response
Sasan provided comprehensive detail on DIY traction with simple/complex filers, Assisted funnel strength from fall campaigns, and DOGE engagement reassurance.
Calendar 2024 Q4
you guys started this mid-market go-to-market sales team hiring. So wondering where are you in terms of hiring and ramp
Show response
Sasan confirmed material benefit from 200+ account managers already contributing to acceleration from 18% to 20% online ecosystem growth, with biggest contribution still to come.
But what was the promotion about? What I understand that you guys wanted to push a consumer to online
Show response
Sasan explained promotional timing shifted to align with desktop TurboTax buying patterns, pushing revenue from Q2 into Q3. Full year intact.
CDNSCadence Design Systems8 questions · 7 reporting periods · 0 of 8 challenging
Calendar 2026 Q2
wondering what kind of feedback you are getting and the cost saving and the value that you bring to the customer
Show response
Devgan cited 2x to 40x improvements but deferred on monetization timing, repeating that it is still early days.
Calendar 2026 Q1
you said $0.28 dilution, but you lowered only $0.20. Just want to clarify that your organic basis, you raised by $0.08 EPS
Show response
Wall confirmed the organic EPS raise was $0.08 on top of the $0.28 Hexagon dilution impact.
Could you give an update like what you saw in Q1? And are the HBM, LPDDR6 and all that remaining still the key drivers
Show response
Devgan cited three IP growth drivers: superior PPA quality winning competitive deals, expanding portfolio including HBM and UCIe, and new foundries at Samsung, Intel, Rapidus creating more IP demand.
Calendar 2025 Q4
Can you give us some color in any kind of improvement on your traditional semi segment versus AI or automobile
Show response
Anirudh said semi industry may hit $1T this year, 4 years ahead of target. AI and memory companies doing phenomenally well. General semi also has better 2026 outlook. Physical AI strong in China with EVs and autonomous driving.
Calendar 2025 Q3
Help us understand your strategy. You made acquisition last year, BETA CAE and this year, again, you've announced MSC software
Show response
Anirudh outlined two SDA pillars: 3D-IC/Allegro chiplet architecture (~50% of SDA) and physical AI structural analysis with BETA+Hexagon solvers (~50%). Physical AI horizon 2 requires simulation data for world model training.
Calendar 2025 Q2
How do you characterize the demand for your traditional semi customer versus systems like hyperscaler, that segment?
Show response
Anirudh highlighted ADI expansion as sign of traditional semi recovery. System companies and hyperscalers doing more than before. Cadence well diversified across both.
Calendar 2025 Q1
we saw DeepSeek early this year. Wondering how that's impacting the design velocity or even how you see the compute capacity will change
Show response
Anirudh expects multiple efficiency breakthroughs like DeepSeek. Only seeing acceleration of AI designs on both data center and physical AI sides.
Calendar 2024 Q4
Help us understand how is that driving your ACV uplift right now? Are you seeing more impacts on which segment, like digital design, verification
Show response
Anirudh described AI adoption across all five platforms at major customers. Physical AI (automotive, drones, robots) seeing R&D investment now despite weak auto revenues.
PTCPTC Inc.6 questions · 6 reporting periods · 0 of 6 challenging
Calendar 2026 Q2
there was a $50 million of outflow towards solar energy equity investment. Just could you explain what this is
Show response
DiRico confirmed the investment and a medium-term tax benefit but never answered the recurring-commitment half of the question.
Calendar 2026 Q1
How do you create that data moat? What -- and then in the end, who owns the data
Show response
Sameer Kalucha asked on behalf of Panigrahi. Barua explained PTC's proprietary CAD advantage: understanding parametric geometry, tolerances, materials, manufacturing constraints gives unfair advantage for training AI. SI partnerships expanding for large-scale PLM transformations. PTC embedding AI directly into Creo and Onshape with advantage over any third party.
Calendar 2025 Q4
What kind of trend are you seeing in Q1, and what's assumed in your guidance? And and specifically, if you could give some color in terms of vertical
Show response
Barua cited example of large European industrial manufacturer visiting CXC and prioritizing Windchill modernization despite macro. Dahdah added all five verticals performing fairly well with no geography uniformly depressed. Strength in one area offsets weakness in another.
Calendar 2025 Q2
Could you walk us through some of the early adopters using AI, and I know it's pretty early to expect any kind of benefit. But what kind of ARR uplift we should expect
Show response
Barua described AI as being at the forefront of almost every customer conversation. ServiceMax AI generating actual AI module purchases. Cautioned it is still early and no ARR quantification yet. Emphasized product data foundation as prerequisite for AI to work.
Calendar 2025 Q1
how are your discussion going on with your customer in terms of AI adopts and you guys introduced some of those AI products
Show response
Barua described strong customer reception at Hannover Messe for Windchill AI, Codebeamer AI and ServiceMax AI. Emphasized product data foundation as prerequisite for AI value. Said biggest bite sizes of generative AI will take 12 to 24 months to materialize.
Calendar 2024 Q4
Help us understand the progress you have made on the go-to market alignment side given Rob joined recently a CRO
Show response
Barua gave detailed progress report on GTM changes: verticalization done, CRO acclimated, new hires in marketing/enablement/CS. Expects flywheel to start working over next few quarters.
TWLOTwilio Inc.6 questions · 5 reporting periods · 0 of 6 challenging
Calendar 2026 Q2
Do you see more of them as more of a competitive threat? Or do you see more as a complementary solution to that?
Show response
Khozema called both companies mostly complementary, noting Twilio integrates with each and sits in the middle as a neutral layer.
Calendar 2026 Q1
How would you characterize your largest Voice AI customer scale at this point?
Show response
Khozema said AI natives are scaling fast off a small base; nonregulated industries are moving pilots into production while regulated industries remain slow.
Calendar 2025 Q4
Is there a way to quantify in terms of revenue contribution coming from all the AI-related use cases
Show response
Thomas framed Twilio as an AI agent infrastructure platform and Khozema stressed multichannel orchestration; neither quantified AI revenue or timing.
Calendar 2025 Q3
And how should we think about this voice trends, especially with voice AI?
Show response
Aidan repeated the voice AI growth figures and Khozema said voice AI is still a small share, but Twilio does not guide by product and gave no trajectory.
Calendar 2025 Q2
Your voice is around 12% of revenue. But if you think of SIP trunking, how big is that of the voice business?
Show response
CEO declined to break out SIP trunking, saying only that voice infrastructure is the main contributor and drives voice margins.
But when you look at agentic AI or even voice AI opportunity, all that, how big that could be and over what time frame?
Show response
CEO would not size the AI opportunity but called it materially TAM expansive and a tailwind that will add material dollars to the top line over time.
ADSKAutodesk5 questions · 3 reporting periods · 0 of 5 challenging
Calendar 2025 Q3
what kind of impact are you seeing from the new transaction model?
Show response
Andrew confirmed lower-tier partner business flowing directly to Autodesk as expected. Partners getting comfortable with renewals and refocusing on expansion and new business.
What competitive displacement trends are you seeing?
Show response
Andrew emphasized modern, connected stack with best-in-class design-to-make and preconstruction tools. Customers not on the system today are already talking about switching.
Calendar 2025 Q2
Should we think about the cross-sell more on the second renewal time when your direct sales engage there
Show response
Andrew said cross-sell/upsell will be dynamically introduced off-cycle through systems investments, not tied to specific renewal events, a longer-term capability.
just wanted to understand the linearity that you saw in the quarter
Show response
Janesh described strong and consistent performance across all three months of Q1 with momentum continuing into May. No meaningful adverse trends to call out.
Calendar 2024 Q4
if you exclude that, where do you see some of the operating leverages that you can drive in next year or so?
Show response
Betsy pointed to historical margin expansion data without giving specific FY26 leverage areas, noting continued improvement expected on an apples-to-apples basis.
Show 4 more companies
ORCLOracle Corporation4 questions · 4 reporting periods · 0 of 4 challenging
Calendar 2026 Q3
there is been a lot of speculation about you know, potential data center delays in New Mexico and Wisconsin.
Show response
Clayton gave a detailed site-by-site update and stated clearly that neither location affects the FY2027 revenue or earnings guidance.
Calendar 2026 Q1
what are you hearing from customers about training their private data and building their private LLMs
Show response
Clay explained customers prefer using best models with private data over custom LLM training. AI is accelerating database cloud migration as customers need data colocated with agents. Multi-cloud architecture makes this easy.
Calendar 2025 Q2
what's your expectation on that cloud database revenue contribution or driving that 70% growth of OCI in our fiscal 2026
Show response
Safra highlighted database health across support, license, and cloud metrics but did not quantify the specific contribution. Larry offered a helpful sizing framework: $10B support moving to cloud becomes $50B.
Calendar 2024 Q4
can you provide some color on the database migration to cloud or even database-as-a-service traction? And what are you hearing from customers
Show response
Larry detailed cloud database services at $2.2B annualized, mostly OCI. Multi-cloud database-at partnerships already past $100M run rate in first year, expected to become multibillion-dollar business.
MDBMongoDB, Inc.2 questions · 2 reporting periods · 0 of 2 challenging
Calendar 2026 Q2
How should we think about the expansion of platform to further capture this AI opportunity?
Show response
CJ emphasized the LangChain partnership and a dual-CPO structure for core versus emerging AI products, pointing to an accelerating innovation roadmap.
Calendar 2025 Q3
how should we think about the you know, in terms of revenue contribution material contribution from AI.
Show response
Dev said there is no single tipping point; adoption depends on output quality, security, and scalability, with customers moving from low- to higher-stakes use cases over time.
PATHUiPath Inc.1 question · 1 reporting period · 0 of 1 challenging
Calendar 2025 Q2
when do you think we should start seeing some kind of stabilization on the NRR side?
Show response
Ashim deferred NRR stabilization commentary to the second half as agentic remains in the POC phase with no material revenue impact this year.
SHOPShopify1 question · 1 reporting period · 0 of 1 challenging
Calendar 2025 Q3
Could you talk about the success there in changes to the go-to-market and pipeline there?
Show response
Harley cited Estee Lauder and e.l.f. as evidence of broad enterprise migration across verticals. Jeff acknowledged short-term take rate headwinds from large merchants starting with Payments but expects multi-year expansion as they adopt more products.
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 |
|---|---|---|
| SNPS Synopsys | 12 | 0%none of 12 questions |
| INTU Intuit | 9 | 22%2 of 9 questions |
| CDNS Cadence Design Systems | 8 | 0%none of 8 questions |
| PTC PTC Inc. | 6 | 0%none of 6 questions |
| TWLO Twilio Inc. | 6 | 0%none of 6 questions |
| ADSK Autodesk | 5 | 0%none of 5 questions |
| ORCL Oracle Corporation | 4 | 0%none of 4 questions |
| MDB MongoDB, Inc. | 2 | —Rate withheld: fewer than 3 questions |
| PATH UiPath Inc. | 1 | —Rate withheld: fewer than 3 questions |
| SHOP Shopify | 1 | —Rate withheld: fewer than 3 questions |
- SNPSSynopsys · 12 questions0%none of 12 questions
- INTUIntuit · 9 questions22%2 of 9 questions
- CDNSCadence Design Systems · 8 questions0%none of 8 questions
- PTCPTC Inc. · 6 questions0%none of 6 questions
- TWLOTwilio Inc. · 6 questions0%none of 6 questions
- ADSKAutodesk · 5 questions0%none of 5 questions
- ORCLOracle Corporation · 4 questions0%none of 4 questions
- MDBMongoDB, Inc. · 2 questions—rate withheld: under 3 questions
- PATHUiPath Inc. · 1 question—rate withheld: under 3 questions
- SHOPShopify · 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 | 6 | 0%none of 6 questions | 5 |
| 2025 Q1 | 5 | 0%none of 5 questions | 4 |
| 2025 Q2 | 11 | 0%none of 11 questions | 8 |
| 2025 Q3 | 9 | 0%none of 9 questions | 7 |
| 2025 Q4 | 6 | 0%none of 6 questions | 5 |
| 2026 Q1 | 7 | 0%none of 7 questions | 6 |
| 2026 Q2 | 7 | 14%1 of 7 questions | 6 |
| 2026 Q3 | 3 | 33%1 of 3 questions | 3 |
- 2024 Q46 questions · challenge rate 0% (none of 6 questions) · 5 companies
- 2025 Q15 questions · challenge rate 0% (none of 5 questions) · 4 companies
- 2025 Q211 questions · challenge rate 0% (none of 11 questions) · 8 companies
- 2025 Q39 questions · challenge rate 0% (none of 9 questions) · 7 companies
- 2025 Q46 questions · challenge rate 0% (none of 6 questions) · 5 companies
- 2026 Q17 questions · challenge rate 0% (none of 7 questions) · 6 companies
- 2026 Q27 questions · challenge rate 14% (1 of 7 questions) · 6 companies
- 2026 Q33 questions · challenge rate 33% (1 of 3 questions) · 3 companies
Topics
Topics tagged on this analyst’s questions.
- Cloud & AI20
- Demand19
- Revenue Growth18
- Competitive Dynamics15
- Innovation & R&D9
- M&A7
- Macroeconomic5
- Guidance Reliability4
- Product Launch4
- Pricing3
Show all 14 topics
- Margin3
- Capex Investment2
- Capital Allocation1
- Geographic Expansion1