AI

Not all early-stage AI startups are created equal

Comment

AI, startups, venture capital
Image Credits: Getty Images

The AI sector has gotten hotter over the last year. But unlike many of past venture fads — like crypto or web3 — the AI sector had a number of large startups and legacy players already active when the market started to froth.

There have been AI exits and there are even whiffs of potential government regulation. This dynamic makes it a much more complex ecosystem for founders and investors alike — especially considering many of them weren’t paying attention to AI even a year ago.

Entrepreneurs have flocked to the sector, and early-stage investors are trying to cut through the noise to find which startups are merely riding the hype and which have the potential to grow into substantial companies.

One thing, not unlike other sectors, is that investors are looking for companies with a moat, or competitive advantage over rivals. With deep-pocketed players like Microsoft, Google and OpenAI also actively building in the category, investors want to make sure they aren’t backing companies that could be made irrelevant by the actions of one of the larger entities.

Chris Wake, the founder and managing partner at Atypical Ventures, told TechCrunch+ that while his firm is currently taking a step back from AI to see how things play out, he doesn’t see much appeal of startups that are building on top of existing large language models.

“Building on someone else’s model to solve a business problem, you [have to] understand it’s a race to the bottom,” Wake said. “You can create an interesting business but not necessarily a transformative business. For me, that doesn’t seem incredibly interesting.”

Startups building off other companies’ models also run the risk of larger players wiping them out by simply rolling out new features.

Wake added that the startup has to actually be solving a real problem. While that may seem obvious, sometimes investors get a little too eager to actually get into a company during a hype cycle only to later realize it may not have product market fit when the market cools off.

“[AI] is a hammer, not everything is a nail,” Wake said. “Finding the right kind of AI to apply to something is more important than just coming out with an LLM for ‘X.’”

Brian McCullough, a general partner at Ride Home Fund, said he is looking for companies that completely transform a workflow as opposed to just simplifying it. He gave the example that he wouldn’t want to back a company that makes using spreadsheets easier but rather one that would create a new way to complete the task that didn’t involve them at all.

Some companies need to provide solutions that potential customers would need to have, not those that would just be nice to have, said Sarah Guo, founder of VC firm Conviction. She gave the example of a recent investment made by her firm into Harvey, a startup that helps answer legal questions for lawyers run on OpenAI.

“For the sectors where you can do a lot of the work with AI, make people more efficient and change the basis of competition, suddenly sectors that weren’t interesting are now interesting,” Guo said.

She also said that the investment represents two other traits they are looking for in AI investments: startups building sector-specific tech and doing so in markets without strong incumbents or existing technology solutions.

Both Wake and Andrea Funsten, a partner at RTP Global, also think that the attractive opportunities in AI are in areas where companies are targeting a niche market — like legal — or one that is rich with its own proprietary data.

“What I’m being drawn to a lot more is the companies, products and platforms that are really focused on training more hyper-focused language models usually with the help of synthetic data,” Funsten said.

Funsten said that her team is also seeking out repeat founders regardless of whether the founder has built an AI company before. She said they are doing so to find founders who won’t be as tempted to set themselves up for a rocky road ahead by taking on too big of a round or valuation too early.

“We really focus on repeat founders that are entering the AI space primarily because they have gone through the ups and downs of founding a company generally,” she said. “They have likely founded a company in the last five to 10 years and have seen these up and down roller coaster trajectories.”

But all of this could change. The AI market is evolving quickly and regulation down the road has the potential to steer or upend trends. Funsten joked that the market is moving so fast that she might have a completely different answer to what’s attractive by the end of this week.

More TechCrunch

Featured Article

I’m rooting for Melinda French Gates to fix tech’s broken ‘brilliant jerk’ culture

Women in tech still face a shocking level of mistreatment at work. Melinda French Gates is one of the few working to change that.

3 hours ago
I’m rooting for Melinda French Gates to fix tech’s  broken ‘brilliant jerk’ culture

Blue Origin has successfully completed its NS-25 mission, resuming crewed flights for the first time in nearly two years. The mission brought six tourist crew members to the edge of…

Blue Origin successfully launches its first crewed mission since 2022

Creative Artists Agency (CAA), one of the top entertainment and sports talent agencies, is hoping to be at the forefront of AI protection services for celebrities in Hollywood. With many…

Hollywood agency CAA aims to help stars manage their own AI likenesses

Expedia says Rathi Murthy and Sreenivas Rachamadugu, respectively its CTO and senior vice president of core services product & engineering, are no longer employed at the travel booking company. In…

Expedia says two execs dismissed after ‘violation of company policy’

Welcome back to TechCrunch’s Week in Review. This week had two major events from OpenAI and Google. OpenAI’s spring update event saw the reveal of its new model, GPT-4o, which…

OpenAI and Google lay out their competing AI visions

When Jeffrey Wang posted to X asking if anyone wanted to go in on an order of fancy-but-affordable office nap pods, he didn’t expect the post to go viral.

With AI startups booming, nap pods and Silicon Valley hustle culture are back

OpenAI’s Superalignment team, responsible for developing ways to govern and steer “superintelligent” AI systems, was promised 20% of the company’s compute resources, according to a person from that team. But…

OpenAI created a team to control ‘superintelligent’ AI — then let it wither, source says

A new crop of early-stage startups — along with some recent VC investments — illustrates a niche emerging in the autonomous vehicle technology sector. Unlike the companies bringing robotaxis to…

VCs and the military are fueling self-driving startups that don’t need roads

When the founders of Sagetap, Sahil Khanna and Kevin Hughes, started working at early-stage enterprise software startups, they were surprised to find that the companies they worked at were trying…

Deal Dive: Sagetap looks to bring enterprise software sales into the 21st century

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: OpenAI moves away from safety

After Apple loosened its App Store guidelines to permit game emulators, the retro game emulator Delta — an app 10 years in the making — hit the top of the…

Adobe comes after indie game emulator Delta for copying its logo

Meta is once again taking on its competitors by developing a feature that borrows concepts from others — in this case, BeReal and Snapchat. The company is developing a feature…

Meta’s latest experiment borrows from BeReal’s and Snapchat’s core ideas

Welcome to Startups Weekly! We’ve been drowning in AI news this week, with Google’s I/O setting the pace. And Elon Musk rages against the machine.

Startups Weekly: It’s the dawning of the age of AI — plus,  Musk is raging against the machine

IndieBio’s Bay Area incubator is about to debut its 15th cohort of biotech startups. We took special note of a few, which were making some major, bordering on ludicrous, claims…

IndieBio’s SF incubator lineup is making some wild biotech promises

YouTube TV has announced that its multiview feature for watching four streams at once is now available on Android phones and tablets. The Android launch comes two months after YouTube…

YouTube TV’s ‘multiview’ feature is now available on Android phones and tablets

Featured Article

Two Santa Cruz students uncover security bug that could let millions do their laundry for free

CSC ServiceWorks provides laundry machines to thousands of residential homes and universities, but the company ignored requests to fix a security bug.

2 days ago
Two Santa Cruz students uncover security bug that could let millions do their laundry for free

TechCrunch Disrupt 2024 is just around the corner, and the buzz is palpable. But what if we told you there’s a chance for you to not just attend, but also…

Harness the TechCrunch Effect: Host a Side Event at Disrupt 2024

Decks are all about telling a compelling story and Goodcarbon does a good job on that front. But there’s important information missing too.

Pitch Deck Teardown: Goodcarbon’s $5.5M seed deck

Slack is making it difficult for its customers if they want the company to stop using its data for model training.

Slack under attack over sneaky AI training policy

A Texas-based company that provides health insurance and benefit plans disclosed a data breach affecting almost 2.5 million people, some of whom had their Social Security number stolen. WebTPA said…

Healthcare company WebTPA discloses breach affecting 2.5 million people

Featured Article

Microsoft dodges UK antitrust scrutiny over its Mistral AI stake

Microsoft won’t be facing antitrust scrutiny in the U.K. over its recent investment into French AI startup Mistral AI.

2 days ago
Microsoft dodges UK antitrust scrutiny over its Mistral AI stake

Ember has partnered with HSBC in the U.K. so that the bank’s business customers can access Ember’s services from their online accounts.

Embedded finance is still trendy as accounting automation startup Ember partners with HSBC UK

Kudos uses AI to figure out consumer spending habits so it can then provide more personalized financial advice, like maximizing rewards and utilizing credit effectively.

Kudos lands $10M for an AI smart wallet that picks the best credit card for purchases

The EU’s warning comes after Microsoft failed to respond to a legally binding request for information that focused on its generative AI tools.

EU warns Microsoft it could be fined billions over missing GenAI risk info

The prospects for troubled banking-as-a-service startup Synapse have gone from bad to worse this week after a United States Trustee filed an emergency motion on Wednesday.  The trustee is asking…

A US Trustee wants troubled fintech Synapse to be liquidated via Chapter 7 bankruptcy, cites ‘gross mismanagement’

U.K.-based Seraphim Space is spinning up its 13th accelerator program, with nine participating companies working on a range of tech from propulsion to in-space manufacturing and space situational awareness. The…

Seraphim’s latest space accelerator welcomes nine companies

OpenAI has reached a deal with Reddit to use the social news site’s data for training AI models. In a blog post on OpenAI’s press relations site, the company said…

OpenAI inks deal to train AI on Reddit data

X users will now be able to discover posts from new Communities that are trending directly from an Explore tab within the section.

X pushes more users to Communities

For Mark Zuckerberg’s 40th birthday, his wife got him a photoshoot. Zuckerberg gives the camera a sly smile as he sits amid a carefully crafted re-creation of his childhood bedroom.…

Mark Zuckerberg’s makeover: Midlife crisis or carefully crafted rebrand?

Strava announced a slew of features, including AI to weed out leaderboard cheats, a new ‘family’ subscription plan, dark mode and more.

Strava taps AI to weed out leaderboard cheats, unveils ‘family’ plan, dark mode and more