Wednesday, October 28, 2026

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@SouthernValue95 1 click

SouthernValue on X

Ramp data shows VC-backed companies are spending 10x more per employee/month on AI vs. PE-owned and other companies. A bearish interpretation could be: token spend is being driven by VC-backed companies, making demand vulnerable to swings in capital cycle. Valid! However, on a longer timeframe, I think this is quite interesting as a leading indicator for the direction of software companies (VC-backed companies are mostly software or service-as-software companies). New companies are being built with a larger ratio of tokens vs. humans. Look at Anthropic itself, which pays 1/6 as much on intelligence as its customers (since it sells tokens marked up at 85% GM): Anthropic is spending ~9x more on compute than human salaries despite having access to tokens at cost. Cash payroll is annualizing ~$2B for a company with ~$60B of run-rate revenue in 1H26. Anthropic employs just 5k people. Wild efficiency in human capital. I suspect that the great software companies of the next decade, both new and incumbent, will insert AI into every aspect of their products so that using them feels like magic, and work happens seamlessly. Building a presentation in Claude feels like magic: I tell it what I want to put on a slide, and it appears like magic. As a user of Ramp, their products feel the same way: I make a purchase, take a picture of a receipt, and the expense is logged into my accounting system appropriately without the need for a human to type into a blank box. I think we will see most software become AI-native or be replaced by software that is. This is a significant opportunity for incumbents and startups alike. And I think this is a huge source of future token spend that will go to $AMZN and $GOOG where most software companies are built (on AWS and GCP) and where AMZN and GOOG are building the platforms for software companies to build AI capabilities into their products with choice around compute and model, embedded safety and governance, and unlimited scale. Amazon CEO @ajassy said on a podcast this week that AI spend is currently a "barbell-shape" with insatiable compute appetite of the AI labs on one side, and corporates using AI for cost savings on the other. In the middle is tokens embedded into "core workloads" which he says is growing but small today, but he thinks in 5 years might be the biggest category of token spend.
@StableBread

Fajasy on X

A tape library maker fired its CFO on October 9, 2026, without giving a reason, and its stock is now down 41.3% from its October 2 peak. Within two months, it replaced both of its top finance officers. Yet it still expects to meet or exceed its September-quarter guidance. That company is Quantum $QMCO, which makes tape libraries that companies use to archive data for years. $QMCO has fallen to $20.25/share, down 22.4% since my August update, but still more than double the $9.42 investors paid in its June private placement (PIPE). Worth mentioning that the larger hard drive and flash memory stocks have fallen from their 2026 highs as well, through the October 27 close: → SanDisk $SNDK: Down 44.1% to $1,304.84/share. → Seagate $STX: Down 39.0% to $667.85/share. → Western Digital $WDC: Down 49.0% to $380.88/share. So $QMCO fell about as far as the group, but in under four weeks instead of four months, and mostly after the CFO was fired. Besides the firing, three accounting issues hang over $QMCO’s September-quarter 10-Q, due November 9: 1) Material weaknesses: $QMCO’s June-quarter 10-Q still reports material weaknesses (the most serious kind of gap in a company’s financial reporting controls) in revenue recognition, inventory, and income taxes. 2) Restatements: None of the weaknesses has led to a material misstatement, but $QMCO has restated its financial statements before, in May 2024 and again in August 2025. 3) Late filings: Its June-quarter 10-Q was officially filed on August 11, a day after its 40-day deadline, and its FY2026 10-K needed a notice of late filing in June. Still, tape demand is growing, and no $QMCO insider has sold since my August update: → Tape: Secondary storage, which $QMCO’s 10-K describes as “primarily tape storage systems,” doubled from a year earlier to $37.0M in the June quarter, 46% of total revenue, up from 29%. → Industry: The LTO Program, the group of $HPE, $IBM, and $QMCO that sets the LTO tape standard, reported on September 1, 2026 that tape capacity shipped in Q1 2026 rose 57% from Q1 2025. → Supply: By CEO Hugues Meyrath’s account, $IBM’s drive supply, not demand, limits how much $QMCO can sell for now. → Insiders: No $QMCO insider has bought or sold shares in the open market since my August update, including Dialectic, the activist fund managed by director John Fichthorn. $QMCO’s EV is $825.3M, counting its warrants, options, and RSUs. That’s 2.8x TTM revenue, down from 4.9x at the October 2 peak, but still 34.4x the September quarter’s $6M ±$1M of adjusted EBITDA guidance, annualized. So is $QMCO’s drop a pullback worth buying, or a warning about the numbers? That’s what I answer in my new update on $QMCO, including my bear, base, and bull cases.

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