Connect with us

Uncategorized

Pinecone lands $10M seed for purpose-built machine learning database

Published

on

Pinecone, a new startup from the folks who helped launch Amazon SageMaker, has built a vector database that generates data in a specialized format to help build machine learning applications faster, something that was previously only accessible to the largest organizations. Today the company came out of stealth with a new product and announced a $10 million seed investment led by Wing Venture Capital.

Company co-founder Edo Liberty says that he started the company because of this fundamental belief that the industry was being held back by the lack of wider access to this type of database. “The data that a machine learning model expects isn’t a JSON record, it’s a high dimensional vector that is either a list of features or what’s called an embedding that’s a numerical representation of the items or the objects in the world. This [format] is much more semantically rich and actionable for machine learning,” he explained.

He says that this is a concept that is widely understood by data scientists, and supported by research, but up until now only the biggest and technically superior companies like Google or Pinterest could take advantage of this difference. Liberty and his team created Pinecone to put that kind of technology in reach of any company.

The startup spent the last couple of years building the solution, which consists of three main components. The main piece is a vector engine to convert the data into this machine-learning ingestible format. Liberty says that this is the piece of technology that contains all the data structures and algorithms that allow them to index very large amounts of high dimensional vector data, and search through it in an efficient and accurate way.

The second is a cloud hosted system to apply all of that converted data to the machine learning model, while handling things like index lookups along with the pre- and post-processing — everything a data science team needs to run a machine learning project at scale with very large workloads and throughputs. Finally, there is a management layer to track all of this and manage data transfer between source locations.

One classic example Liberty uses is an eCommerce recommendation engine. While this has been a standard part of online selling for years, he believes using a vectorized data approach will result in much more accurate recommendations and he says the data science research data bears him out.

“It used to be that deploying [something like a recommendation engine] was actually incredibly complex, and […] if you have access to a production grade database, 90% of the difficulty and heavy lifting in creating those solutions goes away, and that’s why we’re building this. We believe it’s the new standard,” he said.

The company currently has 10 people including the founders, but the plan is to double or even triple that number, depending on how the year goes. As he builds his company as an immigrant founder — Liberty is from Israel — he says that diversity is top of mind. He adds that it’s something he worked hard on at his previous positions at Yahoo and Amazon as he was building his teams at those two organizations. One way he is doing that is in the recruitment process. “We have instructed our recruiters to be proactive [in finding more diverse applicants], making sure they don’t miss out on great candidates, and that they bring us a diverse set of candidates,” he said.

Looking ahead to post-pandemic, Liberty says he is a bit more traditional in terms of office versus home, and that he hopes to have more in-person interactions. “Maybe I’m old fashioned but I like offices and I like people and I like to see who I work with and hang out with them and laugh and enjoy each other’s company, and so I’m not jumping on the bandwagon of ‘let’s all be remote and work from home’.”

Lyron Foster is a Hawaii based African American Musician, Author, Actor, Blogger, Filmmaker, Philanthropist and Multinational Serial Tech Entrepreneur.

Continue Reading
Comments

Uncategorized

EV rivals Tesla, Rivian unite to target direct sales legislation

Published

on

Tesla, Rivian, Lordstown Motors and Lucid Motors — potential rivals in the burgeoning EV market — are working together to pass laws that would allow direct sales in at least eight states with another batch of proposed legislation likely being introduced this year.

Passage of such legislation would clear the way for EV giants like Tesla, along with newcomers Lucid and Rivian, which have yet to bring a vehicle to market, to sell directly to consumers. However, Tesla’s cooperation could also cost the company its monopoly on direct sales in some states.

Tesla and a growing number of new EV companies have a different business model than legacy automakers like GM, Ford and Stellantis. Tesla sells vehicles through their own branded stores — similar to how Apple sells its products — and do not have franchised dealerships. The direct sales model has attracted the ire of auto dealers, who benefit from long-established rules in all 50 states that prevent manufacturers with existing franchisees from opening their own dealerships to compete with them. Tesla and other allies argue that because they don’t have franchise dealers, they should be allowed to sell directly to consumers.

“We support our other EV-only manufacturers and their desires to sell direct-to-consumers, to invest, to create jobs and to do that unfettered as we are allowed,” Thad Kurowski, senior policy manager at Tesla, said while testifying in the state of Washington during the House’s Consumer Protection and Business Committee. Washington is one of many states where such legislation is being considered. Tesla has six retail locations in the state.

Similar legislation is being considered in Connecticut, Nebraska, Georgia, New York, Wisconsin, Pennsylvania and Nevada. Some of these states ban all EV manufacturers from directly selling to customers; some only permit Tesla, at the exclusion of other companies, but cap the number of retail stores it can open.

It’s a rare moment of cooperation for EV manufacturers, companies that must contend not only with each other but with legacy automakers for market share. Relations between the companies have not always been so copacetic: Tesla last July filed a lawsuit against Rivian alleging theft of trade secrets and talent poaching. Rivian responded that two of the three claims in the case were nothing more than an attempt to smear its reputation.

Tesla is a veteran of battles with state legislatures over direct sales. At least a dozen states, including Arizona, Colorado and Utah have reversed bans that prevented Tesla from selling directly to consumers either through new legislation or via the courts.

Michigan, home to major automakers GM and Ford, has been a longtime battleground.

Former Gov. Rick Snyder signed a bill in 2014 that was initiated and backed by the Michigan Automobile Dealers Association, banning Tesla from selling directly to consumers in the state. Two years later, Tesla sued the state of Michigan when it denied Tesla a dealership license. The Michigan Legislature last December considered a bill that would have banned all direct sales except for Tesla, an arrangement that allowed the automaker to deliver cars to customers, so long as the vehicle sale and title transfer didn’t occur in the state. That special exception for Tesla was removed from the proposed legislation, a move that would have threatened what little progress it had in the state. At the end, though, the legislation died, leaving Tesla’s arrangement intact.

Lucid is leading the charge in some states where direct sales legislation is being considered, according to Daniel Witt, who worked at Tesla before joining the new EV entrant as a public policy lead. Witt emphasized the bills are the result of efforts from the coalition of EV companies, grassroots lobbying from EV owners and EV enthusiasts and consumer groups. The legislation has also found support from environmental and clean energy groups, which argue that consumer choice and ease of access are key to helping people transition away from internal combustion engine cars.

“Any situation where the door got closed behind Tesla was not a matter of trying to gain a market advantage so much as it was just a product of the negotiations in a given legislature,” Witt said. “By and large, whether it’s New York, or Washington or Connecticut, we’re all rowing in the same direction.”

In a statement to TechCrunch, the Washington State Auto Dealers Association said franchised dealers support the transition toward zero-emission vehicles and want to sell them at their locations. But it said the direct sale bill is a “battle of Main Street vs. Wall Street.”

“Electric vehicle manufacturers perpetuate [the] myth of the middleman when the reality is that they would bear the same costs if they built their own stores, but would ship their revenue to their billionaire investors out of state after the sale is made instead of reinvesting in the community,” the group said.

The organization pointed out that Rivian has garnered $500 million in funding from Ford.

“What would stop Ford from abandoning its dealer network, and shifting the profits dealers generate for the company out of Ford and into greater ownership of Rivian? Or GM from spinning off an EV subsidiary?” the group said in its statement.

EV manufacturers have a long legislative road ahead of them. Bills generally must clear legislative committees and receive majority votes from both the House and Senate before being sent to the governor’s desk to be signed into law.

Continue Reading

Uncategorized

Netflix launches ‘Fast Laughs,’ a TikTok-like feed of funny videos

Published

on

Late last year, Netflix began experimenting with a new TikTok-like feed of funny videos inside its mobile app, which it called “Fast Laughs.” Today, the company announced the new feature is now rolling out on iOS, allowing users to watch, react, or share the short clips as well as add the show or movie to your Netflix watchlist. You can also push a “Play” button to start watching the program immediately.

At launch, the feature will include short clips from Netflix’s comedy catalog, including films like “Murder Mystery,” series like “Big Mouth,” sitcoms like “The Crew,” as well as snippets from stand-up comedians like Kevin Hart and Ali Wong.

Netflix confirmed to TechCrunch the feature will tap into its full catalog, not just its own original programs. However, the company couldn’t says how many total shows or movies would be featured in the new experience.

Image Credits: Netflix

The new feature has been given prominent placement in the Netflix app, where it’s accessible from the bottom navigation menu on its own tab, next to “Coming Soon.” This is no small experiment, then — but rather an indication of how successful the early tests of the “Fast Laughs” feature must have been in terms of engaging users and connecting them to Netflix content.

This is not the first time Netflix has borrowed concepts from social media to help users discover new shows or movies to watch in its app. A few years ago, Netflix introduced its own short-form video “Stories” feature, called Previews, for example. But times have changed. Now users are drawn to short-form vertical video feeds, like those popularized by TikTok.

Image Credits: Netflix

“Fast Laughs” heavily borrows from the TikTok format, as its feed also features full-screen videos that you can swipe through vertically, and places the engagement buttons on the right side of the screen. These buttons let you react with an “LOL” (crying/laughing) emoji to the clip or share it via iMessage or social media apps, like WhatsApp, Instagram, Snapchat or Twitter. You can also start watch the show immediately or save it for later viewing by adding it to “My List.”

During tests, “Fast Laughs” clips ranged in length anywhere from 15 to 45 seconds. Today, Netflix says there’s no exact clip length for these video snippets.

Image Credits: Netflix

The company is positioning the feature as a discovery tool.

“We wanted to give members a fun, fast, and intuitive way to discover our catalog by letting these comedic moments across genres speak for themselves in a mobile-native, full screen experience,” said Product Designer Kim Ho, previously worked on product design at both Facebook, Instacart, and Coin. “We worked hard to cut to just what was necessary in an intentional and minimalist UI design, from the transparent tab bar to ways to react in the moment (‘LOL’) and plan their next laugh by adding to their list,” she added.

But though “Fast Laughs” is focused on finding new things to watch, the feature could, in fact, help Netflix compete with TikTok in terms of time spent on mobile devices, as it caters to the growing demand for shorter, more “snackable” video content.

Netflix says the feature is rolling out now to iOS and will begin testing on Android in the months to come.

 

 

Continue Reading

Uncategorized

First impressions of AppLovin’s IPO filing

Published

on

AppLovin released its S-1 filing yesterday, bringing the Palo Alto-based mobile app-focused software company a step closer to joining the public markets.

The business results detailed in the document are generally impressive. While some companies going public in recent months have detailed pandemic-fueled growth to lean against or membership in a sector hotter than individual results, AppLovin’s filing tells the story of a rapidly growing company that has managed to scale adjusted profit as it has grown.

And now, with annual revenue north of $1 billion, AppLovin is also a very large company, meaning that its IPO will be widely watched.


The Exchange explores startups, markets and money. Read it every morning on Extra Crunch, or get The Exchange newsletter every Saturday.


So this morning we’re rifling through its IPO filing and yanking out what matters as we add one more name to our IPO lists.

The Exchange has a lengthy list of non-IPO topics that we’d like to get to. If everyone could stop going public for a few days, we’d love to write about something else! OK, let’s get into it!

Most of the news is good

As a short introduction, the company’s products are designed to help developers find users and monetize their apps. And AppLovin has its own in-house suite of mobile apps, what its S-1 calls a “globally diversified portfolio of over 200 free-to-play mobile games run by 12 studios.” Those apps have 32 million global daily actives, the document added.

It’s a pretty neat company to dig into if you’re into mobile apps at all. Regardless, what we care about today are its numbers. So let’s talk growth, revenue quality, profits, cash consumption and capital structure. Most of the news is good, even if there are some downsides to AppLovin’s capital structure.

Recall that KKR bought a chunk of AppLovin back in mid-2018 at a valuation of around $2 billion. That number appears comically low, given that the company posted $483.4 million in revenue that year, a figure that it roughly doubled in 2019 to $994.1 million. Growth slowed in percentage terms in 2020, when AppLovin saw total revenues of $1.45 billion, though the company managed similar growth in gross-dollar terms.

In percentage terms, AppLovin grew 106% from 2018 to 2019, and 46% from 2019 to 2020. How KKR got to buy into the company at 4x revenues when it was growing at 100% is not clear.

The company is growing well, but is AppLovin accreting revenue of high quality? Yes, but we need to scrape some grime off the numbers to understand them. Turning to the company’s yearly results, AppLovin’s cost of revenue rose steadily as a percentage of revenue from 2018 to 2020. Indeed, the numbers went from 11% in 2018 to 24% in 2019 and 38% in 2020. That’s an awful progression, and if we lacked more information we’d posit that the company’s overall revenue quality was sharply declining.

It’s not that bad. There’s about $1 million in share-based compensation inside the 2020 cost of revenue figure and $228.3 million of “amortization expense related to acquired intangibles.” If we yank out those from the cost-of-revenue line item, AppLovin’s gross margin for 2020 grows from 62% to 77.5%. That’s much better.

Continue Reading

Trending