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The Enterprise AI Gold Rush The enterprise AI market is witnessing a surge in deals and investments, with several companies making significant moves to capitalize on the growing demand for AI solutions. This week, Anthropic and OpenAI announced new joint ventures targeting enterprise AI deployment, while SAP invested $1B in German AI startup Prior Labs. Key Players and Deals Anthropic and OpenAI: Announced new joint ventures targeting enterprise AI deployment SAP: Invested $1B in German AI startup Prior Labs xAI: Entered into a compute arrangement with Anthropic The Acquisition Landscape With these moves, it's becoming clear that startups building enterprise tools are likely acquisition targets. The enterprise AI market is attracting significant attention, and companies are positioning themselves for a potential IPO season. What's Next? As the enterprise AI market continues to evolve, we can expect to see more deals and investments in the coming months. The Equity podcast hosts discuss these developments and what they mean for the future of AI in the enterprise space. Stay Up-to-Date To stay informed about the latest developments in the enterprise AI space, subscribe to the Equity podcast on YouTube, Apple Podcasts, Overcast, Spotify, and follow Equity on X and Threads at @EquityPod.

Perplexity announced that its Personal Computer AI agent is now generally available to any macOS user through a dedicated desktop application, moving the technology from a cloud‑only model to the local machine.General‑Purpose AI Agent Moves From Cloud‑Only to Local Mac DevicesPersonal Computer expands the capabilities of the earlier Perplexity Computer by accessing local files, native macOS applications, and web resources.The app is distributed as a direct download and is not yet listed in the Mac App Store.It can be paired with Perplexity’s Comet browser to run web‑based tools without additional connectors.Subscription Model and Feature Set: What’s Included at LaunchRequires a Pro or Max subscription; the basic download is free.Supports integration with over 400 connectors and can orchestrate multi‑step workflows across apps.Designed for always‑on devices such as the Mac Mini and offers remote task approval via iPhone.Security Positioning Against Competing Local AgentsWhile competitors like OpenClaw have been criticized for elevated permissions and associated security risks, Perplexity markets Personal Computer as a “secure development environment” that keeps sensitive data on the device while processing in Perplexity’s servers.Future Roadmap: Deprecation of Legacy App and Expansion PlansThe older Perplexity Mac app will be phased out in the coming weeks.Perplexity hints at broader OS support and deeper integration with its AI ecosystem as adoption grows.Continued focus on remote accessibility suggests potential iOS‑only companion experiences.

The Deadline Approaches: Startup Battlefield 200 Applications Close May 27 Startup Battlefield 200 applications are open, but only for three more weeks. Apply by May 27 for your shot at VC access, global visibility, TechCrunch coverage, $100,000 equity-free, and more opportunities for major scaling impact. Who Should Apply: Pre-Series A Founders and Ambitious Startups Pre-Series A founders — and anyone who knows a startup worth backing — this is your reminder: The deadline is approaching fast, and the strongest contenders are already entering the arena. If your startup has been nominated, don’t wait. Complete your application now before the window closes. Know a startup that deserves to step into the spotlight? Nominate them now to give them time to complete the application by the deadline. The Opportunity: A Platform for Growth and Visibility This is not just another pitch competition. Startup Battlefield 200 puts you on the main stage at TechCrunch Disrupt 2026 in front of 10,000+ attendees, top-tier investors, media, and the global TechCrunch audience. You are competing live, getting direct VC feedback, and proving your company belongs among the next breakout startups. What We’re Looking For: Innovative and Ambitious Startups We’re looking for ambitious early-stage startups building innovative, potentially category-defining products. Applications are open globally across every industry. Most selected companies are pre-Series A, though select Series A startups may qualify case by case. A functional MVP and clear product demo are required. Most importantly, we’re looking for founders building with vision, execution, and real market impact. A Proven Track Record: Launchpad for Successful Startups This is the same launchpad where companies like Dropbox, Discord, Fitbit, Trello, and Mint gained early momentum. Thousands apply every year. Only 200 are selected. Just 20 finalists pitch live on the Disrupt Stage. One startup takes the crown. The Benefits: High ROI Opportunity for Early-Stage Founders Selected startups receive one of the highest ROI opportunities available to early-stage founders. It’s free to apply, and the potential return — from investor exposure to media coverage and customer growth — can create real scaling impact. The Final Push: Don’t Miss the Deadline Applications close May 27. The founders who break through are not waiting until the final hour — they are already making their move. If you are building something category-defining, or know a founder who is, now is the time to step forward. Nominate your startup — or one that deserves the spotlight — and complete your application before the deadline runs out.

The Diller-Altman Trust Dynamic Billionaire media mogul Barry Diller doesn’t think OpenAI CEO Sam Altman is untrustworthy, despite recent reporting to the contrary. Onstage at The Wall Street Journal’s “Future of Everything” conference this week, Diller vouched for the AI exec, who has been accused by some former colleagues and board members of being manipulative and deceptive at times. The AGI Conundrum Diller, who is friendly with Altman, was responding to a question about whether or not people should put their faith in Altman to ensure that artificial intelligence benefits humanity. In particular, he was asked about the theoretical form of AI known as artificial general intelligence, or AGI, which could one day outperform humans on any task. The Limits of Trust in AI Development The media exec, a co-founder of Fox Broadcasting and chairman of IAC and Expedia Group, said that while he believes Altman is sincere in his pursuits, that’s not really the area of concern people should be focused on. Rather, it’s the unknown consequences that will result from AI. “One of the big issues with AI is it goes way beyond trust,” Diller said. “It may be that trust is irrelevant because the things that are happening are a surprise to the people who are making those things happen.” The Unknowns of AI Progress Diller added that the development of AI is a journey into the unknown, with even those creating it unsure of the outcomes. He emphasized that progress in AI is inevitable and that the focus should be on preparing for its consequences. “We have embarked on something that is going to change almost everything. It is not under-reported. Now, whether these huge investments are going to come through — I couldn’t care less. I’m not invested in it, but progress is going to be made,” The Need for Guardrails Diller also highlighted the importance of establishing guardrails for AI development to prevent unforeseen negative consequences. He warned that if humans don’t think about guardrails, then the alternative is that “another force, an AGI force, will do it themselves. And once that happens, once you unleash that, there’s no going back.”

DeepSeek’s Funding Surge: From $20B to $45B in Weeks DeepSeek, the Chinese AI lab known for a cost‑efficient large language model, is in talks to raise its first venture‑capital round that could push its valuation to $45 billion, up from $20 billion just weeks earlier. First Venture Capital Round Targets Chinese AI Champion The round will be led by the state investment vehicle China Integrated Circuit Industry Investment Fund. Potential co‑investors include cloud giants Tencent and Alibaba. Founder Liang Wenfeng, who owns nearly 90% of the company, is seeking capital to retain talent amid competitor poaching. Valuation Leap and Investor Line‑up: Numbers at a Glance Previous valuation: $20 billion Target valuation: $45 billion Founder ownership: ~90% Key investors: China Integrated Circuit Industry Investment Fund, Tencent, Alibaba Model advantage: runs on Huawei chips, lower compute cost Strategic Implications for China’s AI Independence The funding aligns with Beijing’s goal to develop home‑grown AI hardware and software, reducing reliance on U.S. chips. By optimizing models for Huawei silicon, DeepSeek offers a domestic alternative to OpenAI and Anthropic, potentially accelerating China’s AI ecosystem. What the Next Funding Milestone Could Mean for Global AI Competition If the round closes at the projected valuation, DeepSeek could attract further private and state capital, scale its model offerings, and challenge Western AI leaders on both performance and cost. Analysts expect increased pressure on U.S. firms to secure supply chains and consider strategic partnerships in Asia.

The Lead Ethos, a London-based startup, has secured $22.75 million in Series A funding for its AI-powered expert network. The platform uses voice onboarding to match experts with companies, providing more accurate and nuanced matches. The Voice-Powered Onboarding Revolution Traditional expert networks like LinkedIn, GLG, and AlphaSights often rely on job titles to match experts with companies. However, Ethos believes that AI can improve this experience. For experts, Ethos offers voice-powered onboarding to collect more data about their knowledge in various domains. For companies, Ethos can better match natural language queries with the right experts. The Data Analysis Ethos raised $22.75 million in Series A funding led by a16z. The platform has 35,000 experts joining each week. Ethos is on track for an eight-figure annualized revenue. The company takes 30% or more as a per-project fee from businesses. The Impact Analysis The funding round highlights the growing demand for AI-powered expert networks. Ethos' voice-based onboarding and data collection enable the platform to answer complex client questions and provide more accurate matches. This approach has attracted top hedge funds, private equity firms, leading foundational AI labs, and enterprise consulting firms as clients. The Prediction With the AI labs spending money to map human talent, Ethos is poised for growth. The company aims to keep its team compact while scaling up, with a focus on expanding its expert user base and improving its platform. As the economy increasingly relies on knowledge graphs and AI-driven matching, Ethos is well-positioned to become a leading player in the expert network space.

The AI-Driven Surge Samsung reached a $1 trillion valuation on Wednesday as shares of the South Korean tech giant surged more than 10%, driven by the ongoing artificial intelligence frenzy fueling demand for chips. The milestone makes Samsung only the second Asian company to cross the trillion-dollar threshold, after TSMC. Record-Breaking Earnings The news comes on the heels of a blockbuster earnings report last week, in which Samsung posted profits eight times higher than the same period a year ago. Every company building AI right now needs chips, and Samsung makes the memory chips that power those AI systems. Demand is surging while supply struggles to keep up, pushing prices higher and boosting Samsung’s profits. The Impact of Apple Talks There’s another reason shares surged on Wednesday. Reports came out yesterday that Apple has been in talks with both Samsung and Intel to manufacture chips for Apple devices on U.S. soil. Apple has long relied almost exclusively on TSMC in Taiwan for its chip production. If Samsung lands the deal, it would mark a significant shift in the global semiconductor supply chain. The Role of High-Bandwidth Memory At the heart of Samsung’s profit boom is high-bandwidth memory (HBM), a type of chip critical to running AI systems, which has dramatically improved the company’s margins. But the competition is intense. Rival SK Hynix, a South Korean semiconductor giant, is aggressively vying for the same market, keeping the pressure on Samsung to maintain its edge. The Future Outlook The AI boom is driving a chip shortage across the semiconductor industry, as the world’s three largest memory chip makers, Samsung, SK Hynix, and Micron, struggle to meet runaway demand from AI data centers. All three companies have pulled investment away from their consumer chip businesses to ramp up production of HBM, which carries substantially higher margins and has become essential to powering large-scale AI infrastructure. Challenges Ahead Despite Wednesday’s historic surge, Samsung still faces headwinds. Workers are threatening an 18-day strike later this month, demanding a bigger slice of the AI-driven profits. Meanwhile, the company’s phone and TV divisions, which also need to buy those same memory chips to build their products, are paying a steep price for the same chips powering Samsung’s record profits.

QuTwo's Quantum Leap in Valuation QuTwo, the Finnish AI lab founded by former AMD Silo AI CEO Peter Sarlin, is now valued at €325 million (approximately $380 million) after raising a €25 million ($29 million) angel round. It’s a sign of enduring tailwinds for AI, quantum computing, and sovereign tech, especially for Europe-made companies. The Intersection of AI and Quantum Computing QuTwo’s name is a nod to quantum computing, but it hasn’t gone all in on quantum. Its core product, QuTwo OS, is an orchestration layer that directs tasks to classical, quantum, or hybrid architectures — with the idea that enterprise use cases are often best served by “quantum-inspired” computing, which uses classical chips to simulate quantum behavior on more reliable hardware. Enterprise AI as a Key Focus Enterprise AI will be QuTwo’s bread and butter. The company already secured some $23 million in committed revenue thanks to design partnerships with the likes of retail giant Zalando, for which it helped develop AI assistants. “AI is the north star that we will continue to aim for. Quantum is just a new type of compute,” said Sarlin, who is adamant that QuTwo is an AI company. The Funding and Future Plans QuTwo raised $29 million in an angel round. The company is valued at $380 million. QuTwo has secured $23 million in committed revenue. The Impact on Europe's AI Landscape Momentum has been building around Europe-based AI labs, and several of them have become overnight unicorns. Just last week, former DeepMind researcher David Silver secured $1.1 billion for his new endeavor, Ineffable Intelligence. QuTwo’s valuation and round size are somewhat modest in comparison but will let it pursue its roadmap under less pressure. The Road Ahead According to Sarlin, who serves as QuTwo’s executive chairman, this was a decision he also made for his previous company, Silo AI, which AMD acquired for $665 million in 2024. “I had a lot of investors who would have wanted to pour a lot of money into making Silo into Europe’s OpenAI, but I didn’t believe in that play,” he told TechCrunch. The main difference is that QuTwo wants the freedom to think long term, with a five- to 10-year horizon. “We are on a mission to build the globally leading AI company for the next paradigm, given that Europe did not succeed in building the AI company for this era,” Sarlin said.

The Career-Defining VictoryMarta Kostyuk took an enormous step towards fulfilling her potential as the Ukrainian closed out an incredible week by winning the biggest title of her career at the Madrid Open, defeating Mirra Andreeva of Russia 6-3, 7-5. Although Kostyuk's run through a WTA 1000 draw was unexpected, this title did not come out of nowhere. Kostyuk won her second career WTA event in Rouen just before Madrid, and has now put together an 11-match winning streak.The Journey to the TopKostyuk will break into the world top 15 for the first time, rising to a career high ranking of No 15. This result has been a long time coming for Kostyuk. Now 23, she broke through as a 15-year-old in 2018, reaching the third round of the Australian Open as a qualifier. She is one of the best athletes on the tour, blessed with a varied and well-rounded game.Overcoming Past ChallengesMany believed the Ukrainian would quickly rise up the rankings as a teenager but for so long she did not possess the emotional maturity and court sense to convert her potential into sustained success. Her triumph in Rouen, a small WTA 250 event, seems to have changed everything. Kostyuk extended her winning streak with some excellent tennis over the past two weeks, including a rapid straight-sets win over the No 5 Jessica Pegula in round three.The Final ShowdownKostyuk arrived in the final ready for the challenge of facing Andreeva and managing her own emotions. She burst into the match relentlessly attacking with her forehand, dictating the majority of points and soaking up Andreeva's first strike with her resourceful defensive skills. Her baseline dominance quickly yielded a 6-3, 1-0 lead with an early break in set two.Mental Fortitude on DisplayStill, success has rarely ever been straightforward for Kostyuk, who has been prone to losing her composure. Her predictable nervous wobble arrived and she lost three games in a row, dumping an easy overhead smash into the bottom of the net to hand over the break to Andreeva. She then faced two set points on her serve at 4-5.A New Era BeginsIn past years, either of those scenarios could have turned into a full-blown crisis. This time, the improved version of Kostyuk composed herself, re-established herself on top of the baseline and courageously closed out a victory that may prove a launchpad for continued success.