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Every artificial intelligence investing conversation these days seems to circle back to the same handful of trillion-dollar names that have already had their monster runs. That's understandable, but it also means the market isn't putting as much focus on smaller companies like Innodata (INOD +9.26%) and BigBear.ai (BBAI +3.40%) as they warrant. And those two just posted some of the clearest evidence yet that AI spending is reaching past the chipmakers and into the businesses that support them. Both of these tickers are volatile, with bottom lines hovering between unprofitable and barely profitable, and they're nowhere near guaranteed to work out. But both also just delivered real, company-reported numbers that argue for investors taking a longer look. 1. Innodata is turning a services business into a platform Innodata has spent years doing the unglamorous work of preparing and labeling data that large language models learn from, selling that work to big tech customers. In the second quarter, the company reported revenue of $92.1 million, up 58% from a year earlier, with adjusted earnings up 92%. The more interesting shift is what Innodata is doing with that cash. Outgoing CEO Jack Abuhoff, who transitioned to executive chairman at the end of September as President Rahul Singhal took over as CEO, said the company closed its first engagement on a new self-serve data platform and had 15 more companies evaluating it, alongside talks with two hyperscalers about reselling access to it. That's a meaningful change in the business model: Instead of just renting out people and processes, Innodata is trying to sell software that its customers can use themselves. That type of business tends to carry better margins and stickier revenues. It's not a finished story. A single customer still provided 37% of its revenue last quarter -- though that was down from 56% the quarter before -- and shares remain more than 45% below their 52-week high near $125 even after that record quarter, suggesting the market wants to see the platform business scale before it pays up for it. 2. BigBear.ai just landed a contract that the stock hasn't priced in yet BigBear.ai (BBAI +3.40%) sells AI-powered analytics software to the U.S. government, and in April, it won a 10-year contract with the U.S. Air Force worth up to $900 million. Specifically, it's an "indefinite delivery, indefinite quantity" contract, government shorthand for a deal with a pre-approved ceiling that lets the Air Force award task orders to BigBear.ai without running a new competition each time. It doesn't guarantee $900 million in revenue, but it does mean BigBear.ai is now pre-qualified to bid quickly across a decade of Air Force AI work, rather than starting from scratch on every opportunity. According to CEO Kevin McAleenan, the company's acquisition of generative AI platform Ask Sage last year will broaden its reach across national security customers, and BigBear.ai expanded that platform's capabilities for Department of Defense missions in July. Yet the stock trades near its 52-week low of $2.60, down from a high above $9, even with the backlog growing. BigBear.ai is also still deeply unprofitable, so the government pipeline will have to actually convert into cash before it means much. What investors should do with this Neither of these stocks should be picked as core portfolio holdings. Both are speculative, and for them to deliver 10x returns would require years of close to flawless execution from companies that are still small enough to be knocked off course by one lost customer or one delayed contract. But if I'm putting speculative money into AI stocks at all, I'd rather put it into players like BigBear.ai. and Innodata than into stocks that have already experienced 10x run-ups premised on the assumption that everything will go right for them. When a stock has years of hoped-for future success baked into its share price, even good news can fail to lift it, and any business stumbles get punished hard. Innodata and BigBear.ai are in the opposite situation right now: Their businesses are producing real, verifiable progress, but their stocks are beaten down and don't reflect the good news yet.

Under the NATO Comprehensive Assistance Package, Ukraine rebuilds a network of five military rehabilitation centers. The initiative includes infrastructure upgrades and long-term capability development for the military rehabilitation system. The NATO Representation to Ukraine reported this on Facebook, according to Rubryka. What's the solution? "Every wounded service member deserves the opportunity to recover. That is precisely why RENOVATOR was created," the report states. The RENOVATOR project provides a comprehensive upgrade of the medical rehabilitation system for Ukrainian personnel in the defense and security forces. Implementation began in 2023. How does it work? One Alliance member country leads each of the five rehabilitation centers, supported by other allies. The project involves: * Repairing and modernizing infrastructure * Supplying modern medical equipment * Training and educating rehabilitation specialists The assistance covers a wide range of areas, including: * Recovery of service members after severe injuries, including spinal injuries * Mental health support and prosthetics Latvia, Lithuania, Norway, Sweden, and the UK have joined the RENOVATOR project. Each country leads one rehabilitation center while collaborating with other NATO member states. The project aims to supply rehabilitation centers with necessary infrastructure and equipment while building Ukraine's long-term capacity to deliver high-quality rehabilitation services to military personnel. Another focus area includes the reintegration of service members into the military or civilian life. Consequently, the project covers post-injury recovery and ongoing support in subsequent stages. "RENOVATOR represents one of the practical areas of Alliance support for Ukraine and serves as an example of long-term partnership in developing the Ukrainian military medicine and rehabilitation system," the NATO Representation to Ukraine noted. Background The Ukrainian Defense Forces' combat experience offers NATO countries a unique opportunity to launch new joint projects or strengthen existing initiatives, particularly within JATEC. Activities under the JATEC Work Program aim to build interoperability between Ukrainian and NATO procedures -- ranging from project activities to enhancing the ability of forces to act together, share weaponry, and apply common protocols and communication systems. Additionally, Ukrainian experts from the NATO-Ukraine Joint Analysis, Training and Education Center (JATEC) provided guidance on countering UAV attacks during NATO exercises. The LCI-X 3-26 Execution served as the third stage of exercises aimed at testing and integrating counter-drone solutions to support NATO's eastern flank.