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Tuesday, November 10, 2026

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Convequity on X

Spirit's data auction shows what office AI is missing. Google ($GOOGL) opened at $5m and was selected at $10m for Spirit Airlines' internal data in August. Mercor was the $7.5m backup. Then micro1 proposed $12.5m. The sale still awaits court approval, with a hearing scheduled for November 6. The material includes emails, Teams conversations and business records. Google's counsel confirmed that it wants the data for AI training. I think this competition for records of real work will keep pushing up the value of enterprise data. This fits our earlier argument about why coding agents advanced faster than office automation. Coding has public repositories and tests that provide fast feedback. In office work, the context behind a decision is often scattered across private documents and conversations. Knowing how to use a spreadsheet is only part of the job. Knowing why an exception was approved, and what happened afterward, is much harder to learn from the public internet. My read is that Google is preparing for that gap. Internal records could help models learn how work moves through an organization, provided those records can be turned into tasks with outcomes that can be checked. Also it remains an open opportunity for $MNDY, and other AI-native productivity startups to tacle. Gemini 4 Carbon already leads Artificial Analysis' AutomationBench-AA, which tests simulated workflows across business applications. Google is competitive in the kind of work this data could help models learn. Anthropic's IPO filing also puts adoption in perspective. As of September, over 50% of the Fortune 500 generated at least $100,000 each in trailing-year revenue for Anthropic. Among the publicly listed customers in that group, spending on Anthropic averaged under 0.1% of total expenses in 3Q26. We still think enterprise AI is falling short on office automation. Having access to a model tells us little about how much work a company can delegate to it. I find Google's enterprise opportunity more compelling over time than Meta's emphasis on personal AI. Google already has Workspace and Cloud as routes to customers. If better training on real work makes its models reliable enough to complete office tasks, it has a way to sell that capability. The unlock still requires models that can carry a task through the office environment with limited supervision. That remains some distance away. I think acquiring real work histories now could be a fruitful long-term bet for Google.
@StableBread

Fajasy on X

TOYO Co., Ltd’s $TOYO strategy chief says full output at its Texas panel plant would bring in “about $140 million a year” of U.S. tax credits, 85.6% of its market cap, and $TOYO leaves them out of its forecasts. Regardless of how the four U.S. trade actions on its Ethiopian cells turn out, $TOYO’s answer is to make more in the U.S., which has plenty of panel capacity but few cell plants. The Solar Energy Industries Association’s October update counts 75.3 GW of operating U.S. module capacity, but $TOYO’s deck counts just 3.2 GW of operating U.S. cell capacity, citing SEIA’s September data, so most U.S. panel makers still rely on imported cells. Texas modules qualify for the Section 45X production credit, a U.S. tax credit earned on each unit of solar equipment made in the U.S. For modules, it’s $0.07/W at full value through 2029, then 75%, 50%, and 25% of full value in 2030-2032, and nothing after. $TOYO said on July 21 that its Texas subsidiary expects to be eligible to claim the credits for its 2025 tax year, which covers the plant’s first months of production. But Rhone Resch, $TOYO’s Chief Strategy Officer, said on the Q2 call that $TOYO will quantify the credits only after its tax, legal, and accounting work is done. For the panels themselves, $TOYO announced $185.6M of purchase orders under two master agreements with U.S. developers on June 10, and ~$240M of binding contracts signed “since mid-June” on September 28, with deliveries through H1 2027. The releases don’t say whether the two overlap, so to stay conservative, I only count the ~$240M. If priced like $TOYO’s H1 2026 module sales (~$0.25/W), ~$240M would be ~1 GW of panels, or ~6 months of the Texas plant’s 2 GW nameplate.

Investor Letters

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No title

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AUTLF · long

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