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Analyst

Victor Chiu

Raymond James · covers Technology

Period: Reporting periods mapped to calendar 2024 Q4 – 2026 Q3 (8 quarters; questions recorded in 5).

Limited coverage. Only 7 questions of coverage. Treat these numbers as directional — sample too small for reliable averages.
Questions
7on tracked calls
Challenge rate
14%1 of 7 questionsLimited sample
Companies
4questioned at least once
Reporting periods
5with 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 7 of 7 questions from 4 companies

SMCISupermicro3 questions · 2 reporting periods · 1 of 3 challenging
SMCI company page →

Calendar 2026 Q2

how much of your backlog and end demand are being impacted by the shift towards agentic and inference workloads

DemandCompetitive DynamicsTranscript · FY2026 Q4 →
Show response

Charles described the mix as still roughly 70%+ GPU with high-20s% CPU, calling it a complicated combination shifting toward agentic and edge workloads.

Calendar 2026 Q1

The investments that you previously noted that you made in engineering support and services, have those mostly kind of peaked now

MarginInnovation & R&DTranscript · FY2026 Q3 →
Show response

David emphasized engineering services investments have not peaked and are just gaining traction. Charles confirmed services revenue growing with profit margins better than hardware average.

Does the investigation around the -- that may potentially impact your relationship with NVIDIA, subsequently, your allocation or supply of GPU

ChallengingRegulation PolicySupply ChainTranscript · FY2026 Q3 →
Show response

David confirmed no change in NVIDIA allocation. Charles emphasized longstanding vendor partnerships with NVIDIA, AMD, Intel and Broadcom remain strong.

FFIVF5, Inc.2 questions · 1 reporting period · 0 of 2 challenging
FFIV company page →

Calendar 2024 Q4

does your expectation around systems growth over the long-term change, given these dynamics

Show response

Francois maintained long-term view that software will grow as a percentage. However, AI use cases could impact the trajectory, a wildcard that's too early to quantify.

was there some specific dynamic that caused the, that triggered these upgrades to kind of align around the same time

DemandCapex InvestmentTranscript · FY2025 Q1 →
Show response

Francois said refresh is stronger than initially expected due to customers embracing hybrid multi-cloud, needing more capacity, and consolidating security use cases on F5. Competitive displacement is an additional driver.

HPEHewlett Packard Enterprise1 question · 1 reporting period · 0 of 1 challenging
HPE company page →

Calendar 2025 Q2

Has Blackwell demand helped to bridge the recovery in AI servers and contribute the improved line of sight that you noted earlier

Cloud & AIInventorySupply ChainTranscript · FY2025 Q2 →
Show response

Neri explained prepayment model for large customers and confirmed older GPU inventory exposure significantly reduced. Inventory discipline improved with adequate reserves.

NTAPNetApp1 question · 1 reporting period · 0 of 1 challenging
NTAP company page →

Calendar 2026 Q3

inventory nearly doubled sequentially. Just kind of wondering, is that a function of trying to secure NAND and other components against expected demand?

InventorySupply ChainTranscript · FY2027 Q1 →
Show response

Wissam framed the inventory build as strategic purchases and supply management to meet demand, and a positive for supply/cost visibility.

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
SMCI Supermicro333%1 of 3 questions
FFIV F5, Inc.2—Rate withheld: fewer than 3 questions
HPE Hewlett Packard Enterprise1—Rate withheld: fewer than 3 questions
NTAP NetApp1—Rate withheld: fewer than 3 questions
  • SMCI
    Supermicro · 3 questions
    33%1 of 3 questions
  • FFIV
    F5, Inc. · 2 questions
    —rate withheld: under 3 questions
  • HPE
    Hewlett Packard Enterprise · 1 question
    —rate withheld: under 3 questions
  • NTAP
    NetApp · 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 Q420%none of 2 questions1
2025 Q1No questions recorded——
2025 Q210%none of 1 question1
2025 Q3No questions recorded——
2025 Q4No questions recorded——
2026 Q1250%1 of 2 questions1
2026 Q210%none of 1 question1
2026 Q310%none of 1 question1
  1. 2024 Q42 questions · challenge rate 0% (none of 2 questions) · 1 company
  2. 2025 Q1No questions recorded
  3. 2025 Q21 question · challenge rate 0% (none of 1 question) · 1 company
  4. 2025 Q3No questions recorded
  5. 2025 Q4No questions recorded
  6. 2026 Q12 questions · challenge rate 50% (1 of 2 questions) · 1 company
  7. 2026 Q21 question · challenge rate 0% (none of 1 question) · 1 company
  8. 2026 Q31 question · challenge rate 0% (none of 1 question) · 1 company

Topics

Topics tagged on this analyst’s questions.

  • Supply Chain3
  • Demand3
  • Inventory2
  • Competitive Dynamics1
  • Margin1
  • Innovation & R&D1
  • Regulation Policy1
  • Cloud & AI1
  • Capex Investment1