Apps

Will the power of data in the AI era leave startups at a disadvantage?

Comment

Image Credits: Nigel Sussman (opens in a new window)

If you read any news about business, technology or startups today, you’re almost certain to find at least one mention of AI. And with good reason: Tech is on the hunt for its next growth vector.

Over the years, we’ve seen lots of interesting technologies strive for that mantle. From blockchain-based technology, to AR and VR for both consumer and enterprise applications, to creator-focused platforms, the list is long indeed.


The Exchange explores startups, markets and money.

Read it every morning on TechCrunch+ or get The Exchange newsletter every Saturday.


Most of those technologies, however, lost much of their luster when it became clear that it would take much longer than many expected for them to reach mass adoption. In some cases, the technology was not ready for everyday use, or it wasn’t as applicable for corporate or consumer usage as everyone thought. In many cases, they were simply too unwieldy to implement.

AI is the latest in that long line of hopefuls. Indeed, it has pretty much earned its place: Large language models are incredibly interesting and can serve a host of new and existing applications. Invariably, that has spurred public-market investors to expect tech companies to unlock new opportunities for growth from AI. Tech CEOs feel the same way, as do venture capitalists.

The industry is suffused with incredible optimism around the use of new AI technologies. Money is flowing into companies of all sizes and shapes that want to build AI models, help customers train and use those models, protect data from (or conserve information inside) LLMs, or apply the technology directly for various use cases.

It’s still unclear how all these new AI-related features and tools will be monetized, but everyone generally seems to agree that this New Thing really does have legs and it’s reasonable to be optimistic about AI’s impact on our lives.

I’m here for it. But I am also worried about who is going to make all the money.

It’s a rich company’s world

Rewinding the clock to July, Reuters noted that of the $173.9 billion that PitchBook counted in the first half of 2023, venture capitalists “poured more than $40 billion into AI startups.” That’s almost a quarter of all the money invested in that time — a simply immense portion at a time when VC activity is declining around the world.

Yet, we already have some companies that are doing well with their AI offerings. Microsoft remains the quintessential Big Tech example, as it is using generative AI inside of GitHub to bolster that revenue stream and has introduced other AI tools inside of Office products to the same effect.

More recently, we learned that OpenAI is apparently generating around $80 million in monthly revenue, which grants it an annual revenue run rate of around $1 billion. Sure, it’s not ARR in the SaaS context, but that’s still a lot of revenue growing rapidly from a far smaller base.

It’s clear that some companies will successfully use generative AI inside their products and tools. The general vibe, as far as I can tell, is that the more a company is involved in a customer’s operations (or works with their proprietary data), the greater the chances that it will be able to use new AI tech in its product, and probably juice that tech for new revenue sources or at least augment existing ones.

Venture capital investors obviously expect startups to win a piece of the pie, given that they’ve bet $40 billion (which could be rephrased as several dozen billions of dollars) in just the first half of 2023. Tech is hunting for its next growth engine, and if it’s AI, startups are set to do well, right?

Maaaaybe.

Every time a new area of investment opens up, investors invariably pour capital into it. That inevitably leads to distortions, inflated valuations, and some high-profile missteps. Such is the investing cycle of the private market. Exuberance, of course, is hardly constrained to venture investors and startups; public-market investors can get just as far over their skis. We’re not alone in noting that this is likely happening with AI startups as well: The Wall Street Journal this week published an entire article titled “AI startup buzz is facing a reality check.”

I wonder, however, if smaller startups are at an insurmountable disadvantage in the AI race when it comes to leveraging LLMs and related technologies as effectively as their larger rivals. Here’s how the argument could be phrased:

  • Salesforce will have an AI strategy because it has lots of customer data that exists nowhere else.
  • Microsoft will have an AI strategy because it operates with a great fraction of the world’s corporate workload.
  • Startups, in contrast, lack the same scale of customer data and rarely find themselves as deeply integrated into customer workflows.
  • Thus, startups are largely facing a future in which they are at a disadvantage to their largest, wealthiest competitors in the AI era.

There are and will be exceptions to these, of course, but the nature of AI makes it sort of unwieldy for a small business. A SaaS tool can be built by any company of any size in any part of the world, and it could do well, but AI is not simply well-written code, good design and an innovative go-to-market strategy. It is a layer of learning atop a mountain of data and analyzed action. Startups may find it very hard to build a real moat for their products in a market where they lack both of the possible fulcrum points for AI usefulness we mentioned above.

I hope that startups do well in the generative AI era, build lots of cool stuff and tackle a giant or two. Capitalism without creative destruction and startups rolling out the guillotine is simply corporate fan fiction, and that can be worse than some real fan fiction.

But given what I am hearing from CEOs of public companies — they expect data wealth and workflow integration to prove key to their AI efforts — I am worried that startups are at a disadvantage, at least when it comes to this tech moment.

Big Tech has fared well in the tech shifts of the recent past, despite startups eking out wins here and there. Alphabet and Apple cornered the mobile OS market, and Google’s browser tech dominates the web-browsing market on any platform, for example. If AR and VR had taken off, Meta and Apple would have been in a position to win in that market, too. In crypto, the latest bit of significant change came with the introduction of Base, a blockchain backed by Coinbase, an incumbent.

We’ll see how it plays out, but it really does seem like the biggest tech companies are best positioned to win the AI war — so long as the tech lives up to its own hype, of course.

More TechCrunch

Welcome back to TechCrunch’s Week in Review — TechCrunch’s newsletter recapping the week’s biggest news. Want it in your inbox every Saturday? Sign up here. Over the past eight years,…

Fisker collapsed under the weight of its founder’s promises

What is AI? We’ve put together this non-technical guide to give anyone a fighting chance to understand how and why today’s AI works.

WTF is AI?

President Joe Biden has vetoed H.J.Res. 109, a congressional resolution that would have overturned the Securities and Exchange Commission’s current approach to banks and crypto. Specifically, the resolution targeted the…

President Biden vetoes crypto custody bill

Featured Article

Industries may be ready for humanoid robots, but are the robots ready for them?

How large a role humanoids will play in that ecosystem is, perhaps, the biggest question on everyone’s mind at the moment.

5 hours ago
Industries may be ready for humanoid robots, but are the robots ready for them?

VCs are clamoring to invest in hot AI companies, willing to pay exorbitant share prices for coveted spots on their cap tables. Even so, most aren’t able to get into…

VCs are selling shares of hot AI companies like Anthropic and xAI to small investors in a wild SPV market

The fashion industry has a huge problem: Despite many returned items being unworn or undamaged, a lot, if not the majority, end up in the trash. An estimated 9.5 billion…

Deal Dive: How (Re)vive grew 10x last year by helping retailers recycle and sell returned items

Tumblr officially shut down “Tips,” an opt-in feature where creators could receive one-time payments from their followers.  As of today, the tipping icon has automatically disappeared from all posts and…

You can no longer use Tumblr’s tipping feature 

Generative AI improvements are increasingly being made through data curation and collection — not architectural — improvements. Big Tech has an advantage.

AI training data has a price tag that only Big Tech can afford

Keeping up with an industry as fast-moving as AI is a tall order. So until an AI can do it for you, here’s a handy roundup of recent stories in the world…

This Week in AI: Can we (and could we ever) trust OpenAI?

Jasper Health, a cancer care platform startup, laid off a substantial part of its workforce, TechCrunch has learned.

General Catalyst-backed Jasper Health lays off staff

Featured Article

Live Nation confirms Ticketmaster was hacked, says personal information stolen in data breach

Live Nation says its Ticketmaster subsidiary was hacked. A hacker claims to be selling 560 million customer records.

1 day ago
Live Nation confirms Ticketmaster was hacked, says personal information stolen in data breach

Featured Article

Inside EV startup Fisker’s collapse: how the company crumbled under its founders’ whims

An autonomous pod. A solid-state battery-powered sports car. An electric pickup truck. A convertible grand tourer EV with up to 600 miles of range. A “fully connected mobility device” for young urban innovators to be built by Foxconn and priced under $30,000. The next Popemobile. Over the past eight years, famed vehicle designer Henrik Fisker…

1 day ago
Inside EV startup Fisker’s collapse: how the company crumbled under its founders’ whims

Late Friday afternoon, a time window companies usually reserve for unflattering disclosures, AI startup Hugging Face said that its security team earlier this week detected “unauthorized access” to Spaces, Hugging…

Hugging Face says it detected ‘unauthorized access’ to its AI model hosting platform

Featured Article

Hacked, leaked, exposed: Why you should never use stalkerware apps

Using stalkerware is creepy, unethical, potentially illegal, and puts your data and that of your loved ones in danger.

1 day ago
Hacked, leaked, exposed: Why you should never use stalkerware apps

The design brief was simple: each grind and dry cycle had to be completed before breakfast. Here’s how Mill made it happen.

Mill’s redesigned food waste bin really is faster and quieter than before

Google is embarrassed about its AI Overviews, too. After a deluge of dunks and memes over the past week, which cracked on the poor quality and outright misinformation that arose…

Google admits its AI Overviews need work, but we’re all helping it beta test

Welcome to Startups Weekly — Haje‘s weekly recap of everything you can’t miss from the world of startups. Sign up here to get it in your inbox every Friday. In…

Startups Weekly: Musk raises $6B for AI and the fintech dominoes are falling

The product, which ZeroMark calls a “fire control system,” has two components: a small computer that has sensors, like lidar and electro-optical, and a motorized buttstock.

a16z-backed ZeroMark wants to give soldiers guns that don’t miss against drones

The RAW Dating App aims to shake up the dating scheme by shedding the fake, TikTok-ified, heavily filtered photos and replacing them with a more genuine, unvarnished experience. The app…

Pitch Deck Teardown: RAW Dating App’s $3M angel deck

Yes, we’re calling it “ThreadsDeck” now. At least that’s the tag many are using to describe the new user interface for Instagram’s X competitor, Threads, which resembles the column-based format…

‘ThreadsDeck’ arrived just in time for the Trump verdict

Japanese crypto exchange DMM Bitcoin confirmed on Friday that it had been the victim of a hack resulting in the theft of 4,502.9 bitcoin, or about $305 million.  According to…

Hackers steal $305M from DMM Bitcoin crypto exchange

This is not a drill! Today marks the final day to secure your early-bird tickets for TechCrunch Disrupt 2024 at a significantly reduced rate. At midnight tonight, May 31, ticket…

Disrupt 2024 early-bird prices end at midnight

Instagram is testing a way for creators to experiment with reels without committing to having them displayed on their profiles, giving the social network a possible edge over TikTok and…

Instagram tests ‘trial reels’ that don’t display to a creator’s followers

U.S. federal regulators have requested more information from Zoox, Amazon’s self-driving unit, as part of an investigation into rear-end crash risks posed by unexpected braking. The National Highway Traffic Safety…

Feds tell Zoox to send more info about autonomous vehicles suddenly braking

You thought the hottest rap battle of the summer was between Kendrick Lamar and Drake. You were wrong. It’s between Canva and an enterprise CIO. At its Canva Create event…

Canva’s rap battle is part of a long legacy of Silicon Valley cringe

Voice cloning startup ElevenLabs introduced a new tool for users to generate sound effects through prompts today after announcing the project back in February.

ElevenLabs debuts AI-powered tool to generate sound effects

We caught up with Antler founder and CEO Magnus Grimeland about the startup scene in Asia, the current tech startup trends in the region and investment approaches during the rise…

VC firm Antler’s CEO says Asia presents ‘biggest opportunity’ in the world for growth

Temu is to face Europe’s strictest rules after being designated as a “very large online platform” under the Digital Services Act (DSA).

Chinese e-commerce marketplace Temu faces stricter EU rules as a ‘very large online platform’

Meta has been banned from launching features on Facebook and Instagram that would have collected data on voters in Spain using the social networks ahead of next month’s European Elections.…

Spain bans Meta from launching election features on Facebook, Instagram over privacy fears

Stripe, the world’s most valuable fintech startup, said on Friday that it will temporarily move to an invite-only model for new account sign-ups in India, calling the move “a tough…

Stripe curbs its India ambitions over regulatory situation