{
  "id": 18391147,
  "title": "Value in AI-driven markets, grounded in what sets you apart.",
  "url": "https://urgent.news/2026/11/05/value-in-ai-driven-markets-grounded-in-what-sets-you-apart",
  "topic": "ai",
  "section": "AI",
  "published": "2026-11-05T23:00:14.000Z",
  "source": {
    "name": "TechCrunch",
    "slug": "techcrunch-2",
    "url": "https://www.bakertilly.com/insights/ai-technology-investment-trends-for-investors"
  },
  "original_language": "en",
  "account": "Capital is flowing into technology, but AI is reshaping the companies that attract investment, their valuation, and exit strategies. After a period of high valuations, now tempered by a market reset, investors are being more selective in technology investments. AI infrastructure and AI-native businesses are drawing interest, while traditional software firms face questions about competitiveness and profitability. The speed of AI development is challenging traditional software economics, forcing companies and investors to reassess competitive advantages and future performance.\n\nThe technology exit landscape is shifting as well, with strategic acquisitions still relevant, but longer private company life cycles and a rise in secondary transactions influencing liquidity options for companies looking to exit. To help technology leaders make informed decisions about capital allocation, growth, and exits, consider the following factors:\n\n1. SaaS leaders should evaluate where AI enhances their existing business and where it may alter their customers' value proposition.\n2. The technology investment environment is increasingly split between companies that gain from AI adoption and those who might face disruption.\n3. Investors are now scrutinizing whether a technology company can leverage AI-driven opportunities, maintain its market position, or adapt to new competitors.\n4. Valuations for businesses developing AI infrastructure, such as data center technology, semiconductors, and computing systems, are rising due to their role in supporting AI demands.\n5. Traditional SaaS businesses are experiencing valuation pressure as AI-native competitors offer alternative solutions.\n6. Early-stage AI-native startups often secure significant funding before generating revenue, while others face heightened scrutiny about building sustainable businesses.\n7. Founders need to consider how their company's valuation reflects investor confidence in its future competitive position amidst AI-driven change.\n8. CFOs must address how AI influences customer demand, differentiation, operating costs, and long-term financial performance when raising capital.\n9. Simply incorporating AI into a product no longer guarantees differentiation; investors seek evidence of meaningful AI impact on operations, customer interaction, or value delivery.\n10. As AI becomes more accessible, the speed of product development can lead to increased competition, requiring technology companies to focus on customer needs and the problems their products solve.\n11. AI agents, moving beyond information retrieval to executing tasks and workflows, present both opportunities and competitive pressures for software providers.\n12. Traditional SaaS companies face competitive pressure from AI-native businesses capable of rapidly developing new capabilities, while AI-native companies expand their offerings, intensifying competition across previously separate product categories.\n13. As businesses strive to provide comprehensive solutions, customer relationships, distribution channels, and brand recognition may become crucial differentiators.\n14. AI is reshaping SaaS, but its impact varies by product category and business model, creating structural questions about the future of the industry.",
  "summary": null,
  "key_points": [],
  "editors_take": null,
  "illustration": null,
  "coverage": {
    "outlets": 4,
    "also_reported_by": [
      {
        "outlet": "Tom's Hardware",
        "title": "New AI-driven Windows malware feeds stolen data to Claude to rank victims’ assets by value, then deletes itself — payload builds custom target assessment, can switch models if one refuses, or skip the AI step entirely",
        "url": "https://urgent.news/2026/11/01/new-ai-driven-windows-malware-feeds-stolen-data-to-claude-to-rank",
        "published": "2026-11-01T21:00:00.000Z"
      },
      {
        "outlet": "The Hacker News",
        "title": "New VOLTA Infostealer Uses Claude, Gemini, and Kimi AI to Rank Victims by Financial Value",
        "url": "https://urgent.news/2026/11/02/new-volta-infostealer-uses-claude-gemini-and-kimi-ai-to-rank-victims",
        "published": "2026-11-02T05:51:07.000Z"
      },
      {
        "outlet": "SGGP English Edition Business",
        "title": "AI-driven technologies create new value for businesses",
        "url": "https://urgent.news/2026/11/04/ai-driven-technologies-create-new-value-for-businesses",
        "published": "2026-11-04T07:20:33.000Z"
      }
    ]
  },
  "ai_generated": true,
  "disclaimer": "Summaries, key points and the editor’s take are written by software from other outlets’ reporting and may contain errors — always check the linked original."
}