NewsWorld
PredictionsDigestsScorecardTimelinesArticles
NewsWorld
HomePredictionsDigestsScorecardTimelinesArticlesWorldTechnologyPoliticsBusiness
AI-powered predictive news aggregation© 2026 NewsWorld. All rights reserved.
Trending
AlsFebruaryTrumpNuclearMajorDane'sResearchElectionCandidateCampaignPartyNewsDigestSundayTimelineOneMilitaryPrivateStrikesNationPoliticalCrisisEricIran
AlsFebruaryTrumpNuclearMajorDane'sResearchElectionCandidateCampaignPartyNewsDigestSundayTimelineOneMilitaryPrivateStrikesNationPoliticalCrisisEricIran
All Articles
Google VP warns that two types of AI startups may not survive
TechCrunch
Published about 16 hours ago

Google VP warns that two types of AI startups may not survive

TechCrunch · Feb 21, 2026 · Collected from RSS

Summary

As generative AI evolves, a Google VP warns that LLM wrappers and AI aggregators face mounting pressure, with shrinking margins and limited differentiation threatening their long-term viability.

Full Article

Loading the player… The generative AI boom minted a startup a minute. But as the dust starts to settle, two once-hot business models are looking more like cautionary tales: LLM wrappers and AI aggregators. Darren Mowry, who leads Google’s global startup organization across Cloud, DeepMind, and Alphabet, says startups with these hooks have their “check engine light” on. LLM wrappers are essentially startups that wrap existing large language models, like Claude, GPT, or Gemini, with a product or UX layer to solve a specific problem. An example would be a startup that uses AI to helps students study. “If you’re really just counting on the back end model to do all the work and you’re almost white-labeling that model, the industry doesn’t have a lot of patience for that anymore,” Mowry said on this week’s episode of Equity. Wrapping “very thin intellectual property wrapped around Gemini or GPT-5” signals you’re not differentiating yourself, Mowry says. “You’ve got to have deep, wide moats that are either horizontally differentiated or something really specific to a vertical market” for a startup to “progress and grow,” he said. Examples of the deep moat LLM wrapper type include Cursor, a GPT-powered coding assistant, or Harvey AI, a legal AI assistant. Techcrunch event Boston, MA | June 9, 2026 In other words, startups can no longer expect to slap a UI on top of a GPT and get traction on their product, like they could, perhaps, in mid-2024 when OpenAI launched its ChatGPT store. The challenge now is to build sustainable product value. AI aggregators are a subset of wrappers — they’re startups that aggregate multiple LLMs into one interface or API layer to route queries across models and give users access to multiple models. These companies typically provide an orchestration layer that includes monitoring, governance, or eval tooling. Think: AI search startup Perplexity or developer platform OpenRouter, which provides access to multiple AI models via a single API. While many of these platforms have gained ground, Mowry’s words are clear to incoming startups: “Stay out of the aggregator business.” Generally speaking, aggregators aren’t seeing much growth or progression these days because, he says, users want “some intellectual property built in” to ensure they’re routed to the right model at the right time based on their needs — not because of behind-the-scenes compute or access constraints. Mowry has been in the cloud game for decades, cutting his teeth at AWS and Microsoft before setting up shop at Google Cloud, and he’s seen how this plays out. He said the situation today mirrors the early days of cloud computing in the late 2000s/early 2010s as Amazon’s cloud business started taking off. At that time, a crop of startups sprang up to resell AWS infrastructure, marketing themselves as easier entry points that provided tooling, billing consolidation, and support. But when Amazon built its own enterprise tools and customers learned to manage cloud services directly, most of those startups were squeezed out. The only survivors were the ones who added real services, like security, migration, or DevOps consulting. AI aggregators today face similar margin pressure as model providers expand into enterprise features themselves, potentially sidelining middlemen. For his part, Mowry is bullish on vibe coding and developer platforms, which had a record-breaking year in 2025 with startups like Replit, Lovable, and Cursor (all Google Cloud customers, per Mowry) attracting major investment and customer traction. Mowry also expects strong growth in direct-to-consumer tech, in companies that put some of these powerful AI tools into the hands of customers. He pointed to the opportunity for film and TV students to use Google’s AI video generator Veo to bring stories to life. Beyond AI, Mowry also thinks biotech and climate tech are having a moment — both in terms of venture investment going into the two industries and the “incredible amounts of data” startups can access to create real value “in ways we would never have been able to before.” Rebecca Bellan is a senior reporter at TechCrunch where she covers the business, policy, and emerging trends shaping artificial intelligence. Her work has also appeared in Forbes, Bloomberg, The Atlantic, The Daily Beast, and other publications. You can contact or verify outreach from Rebecca by emailing rebecca.bellan@techcrunch.com or via encrypted message at rebeccabellan.491 on Signal. View Bio


Share this story

Read Original at TechCrunch

Related Articles

TechCrunchabout 10 hours ago
Sam Altman would like remind you that humans use a lot of energy, too

"It also takes a lot of energy to train a human."

TechCrunchabout 11 hours ago
Wikipedia blacklists Archive.today after alleged DDoS attack

Wikipedia editors have decided to remove all links to Archive.today, a web archiving service that they said has been linked to more than 695,000 times across the online encyclopedia.

TechCrunchabout 14 hours ago
Microsoft’s new gaming CEO vows not to flood the ecosystem with ‘endless AI slop’

Is Microsoft's gaming division doubling down on AI?

TechCrunchabout 16 hours ago
OpenAI debated calling police about suspected Canadian shooter’s chats

Jesse Van Rootselaar's descriptions of gun violence were flagged by tools that monitor ChatGPT for misuse.

TechCrunchabout 17 hours ago
7 days until ticket prices rise for TechCrunch Disrupt 2026

Lowest ticket prices to TechCrunch Disrupt 2026 end February 27. Up to $680 off individual passes and up to 30% off group passes. Register before they go up to join 10,000 founders, tech operators, and VCs.

TechCrunch1 day ago
India’s Sarvam launches Indus AI chat app as competition heats up

Sarvam's Indus chat app is currently available in beta.