MBI Deep Dives

MBI Deep Dives

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Frequent company deep dives and portfolio updates from a professional equity analyst.

Man and Machine
NewsApr 8, 2026

Man and Machine

The article examines how Alphabet and Meta allocate capital differently from traditional firms, emphasizing gross‑profit‑level decisions over cash‑flow metrics. It highlights Sundar Pichai’s discussion on compute scarcity, TPU budgeting, and early‑stage AI investments as core to Alphabet’s allocation framework. The...

By MBI Deep Dives
"Never Sell" Episode: AI Doom, Veeva, Research and Writing
NewsApr 3, 2026

"Never Sell" Episode: AI Doom, Veeva, Research and Writing

The latest “Never Sell” podcast episode explores three intertwined themes: the growing investor fascination with AI‑doom scenarios, why biotech‑software leader Veeva Systems appears insulated from disruptive AI forces, and a fresh perspective on investment research that favors a judge‑like stance...

By MBI Deep Dives
Digital Engagement's Fat Tail Risk?
NewsMar 27, 2026

Digital Engagement's Fat Tail Risk?

Meta was hit this week with two high‑profile lawsuits—one in Los Angeles over algorithmic addiction and another in New Mexico over child sexual exploitation—resulting in $375 million in civil penalties and $6 million in damages, respectively. The penalties are modest compared with...

By MBI Deep Dives
Nadella's Flip-Flop
NewsMar 19, 2026

Nadella's Flip-Flop

Satya Nadella has pivoted Microsoft’s AI stance from a single‑model, full‑stack approach—leveraging exclusive access to OpenAI’s flagship model—to a multi‑model, modular strategy that decouples the harness and context layers. The shift follows the OpenAI leadership turmoil and growing concerns that...

By MBI Deep Dives
The Neocloud Trojan Horse
NewsMar 16, 2026

The Neocloud Trojan Horse

Recent disclosures show neocloud players CoreWeave and Nebius planning $30‑35 billion and $16‑20 billion capex respectively by 2026, roughly a third of AWS's projected spend. Nvidia is repeatedly financing these firms, while Meta has pledged $12 billion for Nebius AI capacity through 2027...

By MBI Deep Dives
Veeva Model Update
NewsMar 15, 2026

Veeva Model Update

The author has released an updated financial model for Veeva Systems, incorporating the latest quarterly data and revised assumptions. The update follows a series of prior deep‑dive analyses published in September 2024 and December 2023. The new model adjusts growth...

By MBI Deep Dives
Follow-Up on "AWS: Pre and Post-ChatGPT"
NewsMar 11, 2026

Follow-Up on "AWS: Pre and Post-ChatGPT"

The author revisits his earlier article warning about AWS’s long‑term outlook, sparked by the rise of ChatGPT and AI‑driven workloads. Reader feedback was notably more constructive, prompting a follow‑up that clarifies and expands on the original concerns. Additional analysis, including...

By MBI Deep Dives
Constellation Software 4Q'25 Update
NewsMar 10, 2026

Constellation Software 4Q'25 Update

Constellation Software reported a solid fourth‑quarter 2025, with its maintenance and recurring revenue segment—about 75% of total sales—growing 6% year‑over‑year, an acceleration of roughly 200 basis points versus the prior quarter. Management said artificial intelligence has not yet affected organic...

By MBI Deep Dives
Notes From MS Conference: Meta, and Microsoft
NewsMar 8, 2026

Notes From MS Conference: Meta, and Microsoft

At Morgan Stanley’s TMT conference, Meta CFO Susan Li highlighted the company’s IREV metric, showing steady ad‑performance improvements driven by AI and larger data pools. She explained Meta’s push to scale data, redistribute ad loads, and deploy large‑language models for real‑time...

By MBI Deep Dives
AWS: Pre and Post-ChatGPT
NewsMar 7, 2026

AWS: Pre and Post-ChatGPT

Jeff Bezos highlighted Amazon Web Services as a "market size unconstrained" business in his 2014 shareholder letter, emphasizing strong returns on capital. After the letter, AWS disclosed mid‑20s operating margins that rose to roughly 30% by 2021, with ROIC consistently...

By MBI Deep Dives
Why AI Is Unlikely to Kill OTAs
NewsMar 6, 2026

Why AI Is Unlikely to Kill OTAs

OpenAI announced it is scaling back plans to embed direct checkout functionality inside ChatGPT, opting instead for checkout flows through third‑party apps that plug into the chatbot. The news sent Booking Holdings and Expedia Group shares higher, reflecting investor relief...

By MBI Deep Dives
Veeva FY4Q'26 Update
NewsMar 5, 2026

Veeva FY4Q'26 Update

Veeva Systems posted a strong FY4Q’26, reporting $836 million in revenue versus the $811 million consensus. Revenue grew 16% year‑over‑year, outpacing operating expense growth of roughly 7%, which helped lift the LTM GAAP operating margin to a record 28.7%. Gross margin dipped...

By MBI Deep Dives
Never Sell: MBI Interviews Asianometry
NewsMar 4, 2026

Never Sell: MBI Interviews Asianometry

MBI’s “Never Sell” podcast featured a conversation with Asianometry, the popular YouTube educator known for deep dives into semiconductor technology. The episode explored the entire semiconductor value chain, from design through testing, and highlighted the creator’s ability to simplify complex...

By MBI Deep Dives
Frontier AI Economics
NewsMar 3, 2026

Frontier AI Economics

Frontier AI model developers operate under highly speculative economics, with valuations suggesting they will capture strong net‑profit margins over time. The range of possible outcomes remains broad, from modest profitability to potential monopoly power, as illustrated by a hypothetical Anthropic...

By MBI Deep Dives