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3 methodologies for automated video game highlight detection and capture

Published September 10, 2021

Nathan Babcock
Contributor

Nathan Babcock is a computer scientist and freelance writer in Chicago and a co-founder of automated highlight detection startup Clip It.

Benjamin Clingan
Contributor

Benjamin Clingan is a software developer specializing in Python back ends, finance, genetic neural networks and other machine learning strategies and a co-founder of automated highlight detection startup Clip It.

With the rise of livestreaming, gaming has evolved from a toy-like consumer product to a legitimate platform and medium in its own right for entertainment and competition.

Twitch’s viewer base alone has grown from 250,000 average concurrent viewers to over 3 million since its acquisition by Amazon in 2014. Competitors like Facebook Gaming and YouTube Live are following similar trajectories.

The boom in viewership has fueled an ecosystem of supporting products as today’s professional streamers push technology to its limit to increase the production value of their content and automate repetitive aspects of the video production cycle.

The largest streamers hire teams of video editors and social media managers, but growing and part-time streamers struggle to do this themselves or come up with the money to outsource it.

The online streaming game is a grind, with full-time creators putting in eight- if not 12-hour performances on a daily basis. In a bid to capture valuable viewer attention, 24-hour marathon streams are not uncommon either.

However, these hours in front of the camera and keyboard are only half of the streaming grind. Maintaining a constant presence on social media and YouTube fuels the growth of the stream channel and attracts more viewers to catch a stream live, where they may purchase monthly subscriptions, donate and watch ads.

Distilling the most impactful five to 10 minutes of content out of eight or more hours of raw video becomes a non-trivial time commitment. At the top of the food chain, the largest streamers can hire teams of video editors and social media managers to tackle this part of the job, but growing and part-time streamers struggle to find the time to do this themselves or come up with the money to outsource it. There aren’t enough minutes in the day to carefully review all the footage on top of other life and work priorities.

Computer vision analysis of game UI

An emerging solution is to use automated tools to identify key moments in a longer broadcast. Several startups compete to dominate this emerging niche. Differences in their approaches to solving this problem are what differentiate competing solutions from each other. Many of these approaches follow a classic computer science hardware-versus-software dichotomy.

Athenascope was one of the first companies to execute on this concept at scale. Backed by $2.5 million of venture capital funding and an impressive team of Silicon Valley Big Tech alumni, Athenascope developed a computer vision system to identify highlight clips within longer recordings.

In principle, it’s not so different from how self-driving cars operate, but instead of using cameras to read nearby road signs and traffic lights, the tool captures the gamer’s screen and recognizes indicators in the game’s user interface that communicate important events happening in-game: kills and deaths, goals and saves, wins and losses.

These are the same visual cues that traditionally inform the game’s player what is happening in the game. In modern game UIs, this information is high-contrast, clear and unobscured, and typically located in predictable, fixed locations on the screen at all times. This predictability and clarity lends itself extremely well to computer vision techniques such as optical character recognition (OCR) — reading text from an image.

The stakes here are lower than self-driving cars, too, since a false positive from this system produces nothing more than a less-exciting-than-average video clip — not a car crash.

Is it so bad to take money from Chinese venture funds?

Published September 10, 2021

Denis Kalinin
Contributor

Denis Kalinin works at venture fund Runa Capital as Asia Business development manager, devoted to connecting the Western and Asian VC worlds and bringing long-term value to both.

China is becoming a superpower in the tech industry. According to Straits Times, China is the only place in the world where it takes less than six years for a startup to become a unicorn — it takes seven years in the U.S., eight years in the U.K. and 11 years in Germany. Despite geopolitical tensions and recent amendments in CFIUS, it is hard to ignore China.

When I joined Runa Capital almost a year ago, my task was to help our portfolio companies enter the Chinese market, find the right partners and raise funding from Chinese investors. And almost on every call with our startups, colleagues from Runa or other global VCs, I heard: Is it a good idea to raise from a Chinese VC? Is it OK to co-invest with Chinese investors? I was surprised to learn that there is little research answering such questions, as there is a lack of adequate information in English about Chinese investments.

Access to the Chinese market seems to be an obvious reason to invite Chinese funds aboard, but only about 20% of Western startups with Chinese capital have operations in China.

So as a Mandarin-speaking specialist, I decided to fill this gap by conducting a study based on Chinese VC database ITjuzi (the Chinese version of Crunchbase) with the help of our powerful data science resources developed by Danil Okhlopkov.

Below, I will try to answer the following questions using statistics and a case-based approach:

How much do Chinese funds invest abroad?
What is the current trend?
Can Chinese investors bring any value to Western startups?
Who are the most active Chinese investors abroad?
In which areas can Chinese funds bring the most value?
What value can Chinese investors bring?
When is it better to invite a Chinese investor?

Chinese investors are interested in Western startups

After studying data from ITjuzi, we estimated that Chinese funds invested around $250 billion in 2020 (three times higher than the figure reported in Crunchbase). This figure puts Chinese VC investments only 30% lower than investments by U.S. funds, but three times that of U.K. funds and 12.5 times more than German funds.

Comparison of investment amount from different countries in 2020, $bn. Source: Crunchbase, ITjuzi

Fig. 1 — Comparison of investment from different countries in 2020, $bn. Source: Crunchbase, ITjuzi. Image Credits: Denis Kalinin

However, only 15% of investments in 2020 and 17% of investments in the first half of 2021 were in companies outside China, significantly lower than in 2019. This appears to be because during COVID, China’s economy recovered much faster than other countries’, so many Chinese investors preferred to redirect their capital flows to the domestic market.

On the other hand, there is great potential for overseas investments to rebound as soon as the borders reopen and the global economy starts to recover.

Fig. 2 — Dynamics of Chinese investments. $bn. Source: Crunchbase, ITjuzi. Image Credits: Denis Kalinin

We can also see that Chinese investors are eyeing European startups favorably, which is related to U.S.-China geopolitical tensions as well as the fact that the European VC market is becoming mature.

What we expect from next week’s Apple event

Published September 10, 2021

We’ve been scouring the latest rumors and leaks and playing all of The Mamas and The Papas songs forward and backward to get the best possible picture of what we’re in store for with next Tuesday’s “California Streaming’” event.

The invites, which went out a week in advance, don’t appear to give the game away here. There was some extremely cool AR trickery, accessible through Safari on mobile, which could point to some fancy camera upgrades, though augmented reality has become a bit of a staple on these invites.

The California Streaming title, meanwhile, seems likely to be more of a nod to the all-virtual nature of the event, rather than anything to do with, say, Apple TV (of course, we’ve been one-more-thinged in the past). And as for that lovely shot of the Sierras — that could well be a nod to macOS, though the company has moved onto Monterey. It seems just as likely to be a reference to the aforementioned title.

Apple’s next event is September 14

The biggest, simplest and most important answer to the question of what to expect is a new iPhone. Last year’s models saw a notable delay due to COVID-19-related supply chain bottlenecking. Supply chain problems have persisted, of course, but by all accounts, the company appears to be back on track with its pre-pandemic release cycle.

The iPhone 12’s biggest upgrade was, of course, the long-awaited addition of 5G. That, coupled with the delay, led Apple to some pretty massive sales quarters amid a broader stalling of the overall mobile market. While other manufacturers have skipped the number out of superstitious concerns, Apple seems firmly on board with iPhone 13 (even as renders of its successor, the iPhone 14 have reportedly already leaked).

Image Credits: Getty Images / Qi Heng/VCG

Recent reports suggest that the iPhone 13 will arrive in four different configurations — much like its predecessor. So: the iPhone 13, 13 Mini, 13 Pro and 13 Pro Max. The screen sizes should remain the same: 5.4, 6.1 (x2) and 6.7 inches. A separate report, meanwhile, suggests that we’ll see additional colors, with the full lineup being black, white, blue, purple, pink (rather than green) and Product (Red). But, keep in mind that offering different color availabilities in different markets isn’t entirely out of the question.

Unsurprisingly, camera upgrades appear to be the biggest news here. Word from analyst Ming-Chi Kuo is that last year’s Pro Max model specs will graduate to the rest of the line (including, potentially, lidar). A ProRes video mode is said to be following the addition of ProRAW to further advance the handset’s bonafides as a semi-pro video shooting rig. Cinematic Video, meanwhile, is said to bring a Portrait-mode-style effect to video. Kuo has also suggested that the devices will be getting a feature based on the Qualcomm X60 that allows for emergency satellite calls — reportedly only available in select markets.

Of course, the phone will also be getting Apple’s latest chip, the A15, said to be coupled with 120 Hz ProMotion display. Apple could also be bringing an always-on feature to the screen, hopefully with minimal impact on battery life. Looks-wise we anticipate it will be more or less the same as its predecessor, albeit with a somewhat smaller camera notch up front — though not to the point of the fake Ted Lasso iPhone. The camera bump around back, meanwhile, is said to be getting larger, perhaps offering an improved telephoto lens.

Oh, and apparently they’ll be more expensive than the iPhone 12 — clearly not one of the new features Apple is going to be actively promoting.

Image Credits: Apple

The Apple Watch 7 seems destined to be the other big news of the event. Apple’s massively popular wearable is reportedly set to get more massive, with a larger display, resulting in a slightly larger case size, from 40 mm and 44 mm to 41 mm and 45 mm. The overall size won’t be too large a change, however, as the company is said to be reducing its bezels this go-round.

Perhaps the most exciting rumor around the Watch is the addition of significant battery life. That’s long felt like a blind spot for the product, compared to competing smartwatches — particularly after Apple significantly improved sleep tracking. Most aren’t anticipating major new health features for the Watch this outing, which is a bit of a surprise here, given that health and fitness have been a major cornerstone for Apple.

Image Credits: TechCrunch

AirPods 3 seem like a reasonably good bet. The latest version of the company’s entry-level earbuds (and their case) are said to be getting a more Pro-style redesign, along with a new chip that’s designed to improve battery life. Active noise cancelation and replaceable tips are apparently not going to make an appearance to maintain the distinction between the two models.

With the company’s rangewide upgrade to its own silicon chugging along, don’t be surprised if we see a number of new Macs. Rumors suggest a new MacBook Pro, Mac Mini and a larger, 27-inch version of its ARM-powered iMac.

The event kicks off Tuesday, September 14 at 10 a.m. PDT/1 p.m. EDT. We’ll be here, bringing you the news as it arrives.

Is India’s BNPL 2.0 set to disrupt B2B?

Published September 10, 2021

Anubhav Jain
Contributor

Anubhav Jain is co-founder and CEO of Rupifi, India’s first embedded lending fintech. He has more than a decade of experience in credit risk, analytics, customer management and portfolio development.

Both as a term and as a financial product, “buy now, pay later” has become mainstream in the past few years. BNPL has evolved to assume various forms today, from small-ticket offerings by fintechs on consumer checkout platforms and marketplaces, to closed-loop products offered on marketplaces such as Amazon Pay Later (which they are now extending for outside use as well). You can also see some variants offered by companies that want to expand the scope of consumption and consumer credit.

Globally, BNPL has seen the most growth in the consumer segment and has driven retail consumption and lending over the past few years. Consumer BNPL offerings are a good alternative to credit cards, especially for people who do not have a credit history and can’t get credit from banks. That said, a specific vertical of BNPL products is gaining traction — one targeted toward small and medium enterprises (SMEs). This new vertical is known as “SME BNPL.”

BNPL can be particularly useful when flow-based underwriting or transaction-based underwriting is used to offer credit to small businesses.

B2B commerce in India is moving online

E-commerce has seen tremendous growth in India over the past decade. Skyrocketing smartphone and internet penetration led to rapid growth in e-commerce across large cities and smaller towns alike. Consumer credit has also taken off in parallel as credit cards and digital lending spurred credit-based consumption across offline and online stores.

However, the large B2B supply chain enabling the burgeoning retail market was plagued by bottlenecks and inefficiencies because it involved a plethora of intermediaries and streamlining became a big problem. A number of tech players responded by organizing the previously disorganized B2B commerce market at various touch points, inserting convenience, pricing and easier product access through tech-enabled logistics and a modern supply chain.

Online B2B and B2C penetration in India in 2019

Image Credits: Redseer

India’s B2B e-commerce space has developed rapidly since 2020. Small businesses have moved from using paper to smartphone apps for running a significant part of their day-to-day business, leading to widespread disruption in how businesses transact today. The COVID-19 pandemic also forced small businesses, which were earlier using physical means to procure goods and services, to try new and online models to conduct their affairs.

Graph depicting growth of India's B2B retail market

Image Credits: Redseer

Moreover, the Indian government’s widespread promotion of an instant payments system in the form of the Unified Payments Interface (UPI) has changed how people send money to each other or pay merchants for their goods and services. The next step for solving the digital B2B puzzle is to embed credit inside every transaction and invoice.

Investments in online B2B in india 2016-19

Image Credits: Redseer

If we compare online B2B transactions to the offline world, there is only one missing link: The terms offered to small businesses by their supplier/distributor or vendor. Businesses, unlike consumers, must buy goods and services to eventually trade them, or add value and sell to consumers or others down the value chain. This process is not immediate and has a certain time cycle attached.

The longer sales cycle means many small businesses require credit payment terms when buying inventory. As B2B commerce scales and grows through digital means, a BNPL product that caters to the needs of SMEs can support their growth and alleviate the burden on their cash flows.

How does consumer BNPL differ from SME BNPL?

An SME BNPL product is a purchase financing product for small businesses transacting with suppliers, distributors, aggregator platforms or B2B marketplaces.

Extra Crunch roundup: China’s new data privacy law, fractional farming, debt vs. equity

Published September 10, 2021

$Extra Crunch roundup: China’s new data privacy law, fractional farming, debt vs. equity$

China’s first data privacy laws go into effect on November 1, 2021. Will your company be in compliance?

Modeled after the EU’s GDPR, the new regulations “[introduce] perhaps the most stringent set of requirements and protections for data privacy in the world,” writes Scott W. Pink, special counsel in O’Melveny’s Data Security & Privacy practice.

In a comprehensive overview, he explains its key requirements and compliance steps for U.S.-based firms that service Chinese consumers.

“American firms doing business in China or with companies inside China will need to immediately start assessing how this new law will impact their activities,” he advises.

Now that the world has embraced remote work, are visas as critical for startup founders who want to succeed in the United States?

On Tuesday, September 14, at 2 p.m PT/5 p.m. ET, Managing Editor Danny Crichton and immigration law attorney Sophie Alcorn will discuss the matter on Twitter Spaces.

Join @DannyCrichton on Tuesday, September, 14 at 2 p.m. PT/5 p.m. ET as he discusses if remote work will make H-1B visas redundant with @Sophie_Alcorn https://t.co/SCMUiqUj8J

— TechCrunch (@TechCrunch) September 10, 2021

They’ll take questions from the audience, so mark your calendar and follow @techcrunch on Twitter to get a reminder before the chat.

Thanks very much for reading Extra Crunch; I hope you have a great weekend.

Walter Thompson
Senior Editor, TechCrunch
@yourprotagonist

What China’s new data privacy law means for US tech firms

Fintech is transforming the world’s oldest asset class: Farmland

Minnesota soybean field during early morning sunrise

Image Credits: hauged (opens in a new window) / Getty Images

Whether or not he actually said it, “buy land, they ain’t making any more of it,” is one of Mark Twain’s best quotes on capitalism.

Past recessions and the ongoing pandemic have created real uncertainty about the future of commercial and residential real estate, but farmland is “historically stable,” says Artem Milinchuk, founder and CEO of FarmTogether.

Fintech is transforming the world’s oldest asset class: Farmland

Anatomy of a SPAC: Inside Better.com’s ambitious plans

Image Credits: mikroman6 (opens in a new window) / Getty Images

Online mortgage company Better.com isn’t waiting to complete its SPAC merger before making big moves: Ryan Lawler reported that it purchased Property Partners, a U.K.-based startup that offers fractional property ownership.

It’s the second company Better bought in recent months: In July, it snapped up digital mortgage brokerage Trussle.

“We aren’t so easily categorized,” said Better CEO Vishal Garg, who told Ryan that the company plans to soon expand into traditional financial services like auto loans and insurance.

Said CFO Kevin Ryan, “a lot of people have their niches in the way they’re attacking this, but we feel like we’re on a path to being full stack where everything’s embedded in the same flow.”

Anatomy of a SPAC: Inside Better.com’s ambitious plans

5 factors that can make or break a startup’s growth journey

Rusty old keys isolated on a white background.

Image Credits: JoKMedia (opens in a new window) / Getty Images

If you don’t have a good story to share, it doesn’t matter how big your marketing budget is.

“Paid marketing can be a useful tool in your toolkit to accelerate an already humming flywheel. Just don’t let it be the only one,” suggests Brian Rothenberg, a two-time founder who’s now a partner at Defy.

Drawing from his time as VP of growth for Eventbrite, he shares five critical factors for kick-starting, maintaining and measuring growth over the long term.

5 factors that can make or break a startup’s growth journey

Debt versus equity: When do non-traditional funding strategies make sense?

A close up of a woman's hands, one holding an apple the other hand holding a doughnut

Image Credits: Peter Dazeley (opens in a new window) / Getty Images

Many potential founders are well-versed in startup economics — and many are completely green.

When it comes to raising funds, understanding the relative benefits (and limitations) of debt and equity financing is required knowledge, however.

Founders who are less willing to dilute their control may be willing to use debt financing to fund their capital expenditures, “but it doesn’t make sense for everyone,” says six-time entrepreneur David Friend.

Debt versus equity: When do non-traditional funding strategies make sense?

Investors are doubling down on Southeast Asia’s digital economy

Image Credits: Getty Images

Last year, startups based in Southeast Asia raised more than $8.2 billion, a 4x increase from 2015.

In the first half of 2021, regional M&A has increased 83% to a record $124.8 billion.

It’s not just venture capitalists and Big Tech who are beefing up their presence in the region.

“Over 229 family offices have been registered in Singapore since 2020, with total assets under management of an estimated $20 billion,” writes Amit Anand, a founding partner of Jungle Ventures.

Investors are doubling down on Southeast Asia’s digital economy

Edtech leans into the creator economy with cohort-based classes

Image Credits: Bryce Durbin / TechCrunch

Natasha Mascarenhas examined the parallels between edtech and the creator economy, both of which boomed amid the pandemic — and blurred amid the rise of cohort-based classes.

“Edtech and the creator economy certainly differ in the problems they try to solve: Finding a VR solution to make online STEM classes more realistic is a different nut to crack than streamlining all of a creator’s different monetization strategies into one platform. Still, the two sectors have found common ground in the past year.”

Edtech leans into the creator economy with cohort-based classes

Meet retail’s new sustainability strategy: Personalization

photo of a fitting room with a three-way mirror and a rack of dresses

Image Credits: Liyao Xie (opens in a new window) / Getty Images

Were the shoes, jacket and makeup that looked so good on Instagram (and in your shopping cart) disappointing when you put them on for the first time?

Due to buyer’s remorse, it’s not uncommon for apparel or beauty products to languish in the back of a drawer or end up as gifts, but there are also serious consequences.

“The beauty industry produces over 120 billion units of packaging every year, little of which is recycled. Globally, an estimated 92 million tons of textile waste ends up in landfills,” Sindhya Valloppillil, founder and CEO of Skin Dossier, notes in a guest column.

The answer to bringing sustainability to the industry, she says, is using tech to personalize the retail experience:

AR virtual try-on with shade matching
Advanced virtual fitting rooms with VR/AR for fashion
Smart packaging with IoT and distributed ledger technology

Meet retail’s new sustainability strategy: Personalization

Plentywaka founder Onyeka Akumah on African startups and global expansion

Illustration of Onyeka Akumah of Plentywaka

Image Credits: Bryce Durbin / TechCrunch

Twenty million people live in Lagos, Nigeria, and each day, 14 million of them use the city’s transit system.

Travelers rely on overcrowded public buses that navigate congested routes: What should be a 30-minute trip is often a three-hour journey, but Treepz CEO and co-founder Onyeka Akumah “has big plans to ameliorate the public transport infrastructure in Africa and beyond,” writes Rebecca Bellan.

“We wanted to give people a better way to commute with predictability, where they can know when the bus will get here, the certainty that they will have a seat in a vehicle, that it’s a decent vehicle and a safe one where you can bring your laptop,” said Akumah.

“Those are the things we said we wanted to change.”

Plentywaka founder Onyeka Akumah on African startups and global expansion

Dear Sophie: When can I apply for my US work permit?

lone figure at entrance to maze hedge that has an American flag at the center

Image Credits: Bryce Durbin/TechCrunch

Dear Sophie,

My husband just accepted a job in Silicon Valley. His new employer will be sponsoring him for an E-3 visa.

I would like to continue working after we move to the United States. I understand I can get a work permit with the E-3 visa for spouses.

How soon can I apply for my U.S. work permit?

— Adaptive Aussie

Dear Sophie: When can I apply for my US work permit?

Quizlet plans for IPO over a year after hitting unicorn status

Published September 10, 2021

Quizlet, a flashcard tool turned artificial intelligence-powered tutoring platform, is planning an initial public offering nearly a year after it was valued at $1 billion. According to people familiar with the matter, Quizlet is considerably far along in the process to go public. A recent job filing shows that it is hiring for senior roles to “help build the financial systems and processes as we move towards an IPO.”

In an email to TechCrunch, the San Francisco-based edtech startup declined to comment. Quizlet hasn’t said much about its revenue specifics or if it’s profitable. Last year, the still-private startup claimed it was growing revenue 100% annually. On its website, Quizlet says that it has 60 million monthly learners, up 10 million learners compared to its 2018 totals.

Quizlet has built a large-scale business around simple to share and simple to use products. Its free flashcard maker helps students spin up study guides on topics to prepare for exams. Those insights fuel Quizlet Plus, the startup’s subscription product that charges $47.88 a year for access to more features, including tutoring services.

Quizlet’s tutoring arm, also known as Quizlet Learn, is the company’s most popular offering, per CEO Matthew Glotzbach. As a student goes through the system, Quizlet Learn consistently assesses students to see where they are making mistakes — and where they are making progress.

The tech-powered wave of smart, not slow, tutoring sessions

“It obviously doesn’t yet replace and can’t come anywhere close to replacing a human, but it can provide that guidance and point you in the right direction and help you spend your time in the right places,” he said. “Just even helping you set goals is such a critical step in learning.”

Most recently, Quizlet announced the launch of explanations, a feature that offers a step-by-step solution guide for problem sets from popular textbooks. The feature is “written and verified by experts” and is aimed to help “students better understand the reasoning and thought process behind study questions so they can practice and apply their learnings on their own,” it said in a statement. It also reclaimed the Q from its less fortunate predecessor, amid an entire rebrand.

Quizlet’s quiet march toward the public markets has been slow yet steady. The startup was founded in 2005 by a 15-year-old, Andrew Sutherland. It was fully bootstrapped until 2015. Glotzbach, who was previously an executive at YouTube, then joined in 2016. The startup still doesn’t appear to have a CFO, which is rare for companies that are going public.

Quizlet has raised a majority of its $62 million in venture capital under Glotzbach. Now, investors in the company include General Atlantic, Owl Ventures, Union Square Ventures, Costanoa Ventures and Altos Ventures.

Quizlet’s pursuit of the public markets comes as other edtech companies are proving the market’s reception to the sector. Duolingo, for example, is another consumer-focused education company, albeit one that focuses on one vertical versus Quizlet’s choice to stay broad. Duolingo went public in July, and is currently trading above its open price at $169.75 per share.

Duolingo filed to go public

Advanced rider assistance systems: Tech spawned by the politics of micromobility

Published September 10, 2021

The desire to achieve something as simple as keeping shared electric scooters off sidewalks has driven the development of some advanced technology in the micromobility industry. Once the province of geofencing, scooter companies are so eager to get a leg up on the competition that they’re now implementing technology similar to advanced driver assistance systems (ADAS) usually found in cars.

Operators like Spin, Voi, Zipp, Bird and Superpedestrian are investing in camera-based or location-based tech that can detect and even correct poor rider behavior, sometimes going to the extent of slowing scooters to a stop if they’re riding on a sidewalk.

People riding or parking scooters on sidewalks is a big problem for cities and forms one of the main complaints from NIMBYist residents who dislike change all the more when it becomes a tripping hazard. Companies are trying to solve this problem with tech that effectively puts the onus of rider behavior on operators, which may result in cities requiring scooter operators to have this sort of ADAS tech.

Scooter ADAS is probably the most doable and cost-effective method that cities can use to prevent unwanted rider behavior. And, it’s far cheaper than trying to police rider behavior themselves, or, address the lack of protected cycling infrastructure.

“This technology comes from a need for protected bike lanes,” said Dmitry Shevelenko, co-founder and president of Tortoise, an automated vehicle positioning service for micromobility companies. “It exists in this world where riders kind of have to do things that aren’t that great for others, because they have nowhere else to go. And so that’s the true driver of the need for this.”

Cities can solve this problem for the long term by building bike lanes or creating scooter parking bays, but until that happens, operators need to reassure local administrations that micromobility is safe, compliant and a good thing for cities.

“Until cities have dedicated infrastructure for whatever new modality comes to play, you have to figure out a way to use technology to make sure things don’t mix poorly,” said Alex Nesic, co-founder and chief business officer of Drover AI, a computer vision startup that provides camera-based scooter ADAS. “That’s really what we’re after. We want to enable this kind of maturation of the industry.”

Street views versus satellite views

Drover AI works with Spin, while Luna, another computer vision company, works with Voi and Zipp to attach cameras, sensors and a microprocessor to scooters to detect lanes, sidewalks, pedestrians and other environmental surroundings.

DataRobot CEO Dan Wright coming to TC Sessions: SaaS to discuss role of data in machine learning

Published September 10, 2021

Just about every company is sitting on vast amounts of data, which they can use to their advantage if they can just learn how to harness it. Data is actually the fuel for machine learning models, and with the proper tools, businesses can learn to process this data and build models to help them compete in a rapidly changing marketplace, to react more quickly to shifting customer requirements and to find insights faster than any human ever possibly could.

Boston-based DataRobot, a late-stage startup that has built a platform to help companies navigate the machine learning model lifecycle, has been raising money by the bushel over the last several years, including $206 million in September 2019 and another $300 million in July. DataRobot CEO Dan Wright will be joining us on a panel to discuss the role of data in business at TC Sessions: SaaS on October 27th.

The company covers the gamut of the machine learning lifecycle, including preparing data, operationalizing it and finally building APIs to make it useful for the organization as it attempts to build a soup-to-nuts platform. DataRobot’s broad platform approach has appealed to investors.

As we wrote at the time of the $206 million round:

The company has been catching the attention of these investors by offering a machine learning platform aimed at analysts, developers and data scientists to help build predictive models much more quickly than it typically takes using traditional methodologies. Once built, the company provides a way to deliver the model in the form of an API, simplifying deployment.

DataRobot has raised a total of $1 billion on $6.3 billion post valuation, according to PitchBook data, and it’s been putting that money to work to add to its platform of services. Most recently the company acquired Algorithmia, which helps manage machine learning models.

As the pandemic has pushed more business online, companies are always looking for an edge, and one way to achieve that is by taking advantage of AI and machine learning. Wright will be joined on the data panel by Monte Carlo co-founder and CEO Barr Moses and AgentSync co-founder and CTO Jenn Knight to discuss the growing role of data in business operations

In addition to our discussion with Wright, the conference will also include Microsoft’s Jared Spataro, Amplitude’s Olivia Rose, as well as investors Kobie Fuller and Laela Sturdy, among others. We hope you’ll join us. It’s going to be a thought-provoking lineup.

Buy your pass now to save up to $100. We can’t wait to see you in October!

Have ‘The Privacy Talk’ with your business partners

Published September 10, 2021

Marc Ellenbogen
Contributor

As general counsel of Foursquare, Marc Ellenbogen is responsible for guidance regarding litigation risks, corporate initiatives, risk management, equity, employment, regulatory and all other legal and compliance matters.

As a parent of teenagers, I’m used to having tough, sometimes even awkward, conversations about topics that are complex but important. Most parents will likely agree with me when I say those types of conversations never get easier, but over time, you tend to develop a roadmap of how to approach the subject, how to make sure you’re being clear and how to answer hard questions.

And like many parents, I quickly learned that my children have just as much to teach me as I can teach them. I’ve learned that tough conversations build trust.

I’ve applied this lesson about trust-building conversations to an extremely important aspect of my role as the chief legal officer at Foursquare: Conducting “The Privacy Talk.”

The discussion should convey an understanding of how the legislative and regulatory environment are going to affect product offerings, including what’s being done to get ahead of that change.

What exactly is The Privacy Talk?

It’s the conversation that goes beyond the written, publicly posted privacy policy and dives deep into a customer, vendor, supplier or partner’s approach to ethics. This conversation seeks to convey and align the expectations that two companies must have at the beginning of a new engagement.

RFIs may ask a lot of questions about privacy compliance, information security and data ethics. But it’s no match for asking your prospective partner to hop on a Zoom to walk you through their broader approach. Unless you hear it firsthand, it can be hard to discern whether a partner is thinking strategically about privacy, if they are truly committed to data ethics and how compliance is woven into their organization’s culture.

Startup insurance provider Vouch raises $90M, now valued at $550M

Published September 10, 2021

Vouch, a provider of business insurance to startups and high-growth companies, announced today it has raised $90 million in new funding.

The $90 million figure was raised across two rounds: a $60 million Series C co-led by SVB Capital (a subsidiary of Silicon Valley Bank) and Ribbit Capital that values the company at $550 million, and a previously unannounced $30 million Series B1 led by Redpoint Ventures.

With the latest financing, San Francisco-based Vouch has now raised a total of $160 million since its 2018 inception. Other investors include Allegis Group, Sound Ventures and SiriusPoint.

Insurtech is hot on both sides of the Atlantic

While there are many insurance technology companies out there that serve consumers, there are far fewer that offer it to companies, much less startups. Vouch describes itself as “a new kind of insurance platform” for startups that offers fully digital, “tailored coverage that takes minutes to activate.”

Over the past year, Vouch has seen impressive growth. The company declined to reveal hard revenue figures, but said it saw “7x” increase in its customer base year over year and currently protects over $5.7 billion in risk across thousands of policies. Today, Vouch has more than 1,600 clients, including Pipe, Middesk, Neighbor and Routable. It is also the “preferred” business insurance provider to the customers of Silicon Valley Bank, Brex, Carta and WeWork. Y Combinator too also refers Vouch to its portfolio companies.

To Vouch co-founder and CEO Sam Hodges, the ability to attract some of the highest-profile businesses in the startup world speaks to the company’s understanding of the startup ecosystem.

“It’s our responsibility to meet startup founders where they are, and give startups flexibility as they navigate changing laws, regulations and the virtual and physical locations of their businesses,” he said.

Like many other companies, Vouch had to shift its model during the pandemic to adapt to the different types of emerging risks businesses have faced. For example, last year, Vouch saw a change in where its startup clients’ teams were distributed. Before the pandemic, nearly 30% of the teams were remote. During the pandemic, that figure has shifted to over 53%. As a result, Vouch developed a broader range of insurance coverages to adapt to the “new normal.”

Included in its new line of proprietary products and services aimed at startups are: work from anywhere coverage, broader cyber coverages and embedded insurance. It also expanded its underwriting capabilities to serve early-stage to growth-market startups.

In particular, the work from anywhere coverage is in direct response to the pandemic-related shift in remote work and can insure up to $500,000 per occurrence and can include a specified property owned by a startup regardless of the location of that property.

One major differentiator for Vouch, said Hodges, is that it is now the only business insurance provider for startups that has its own insurance carrier, which means the company backs its own policies.

“This capability means we have a lot of control over how we build and underwrite our policies — which translates into superior coverage and a better experience for our clients,” he said.

Hodges co-founded Vouch with Travis Hedge three years ago after seeing how challenging it could be for a company to get the business insurance it needs to start and then scale.

The goal is to make it as easy as possible to onboard new customers and personalize the coverage as much as possible based on each company’s needs based on what they do, their customer base, stage of growth and the founder’s threshold for risk.

“A typical client can get a quote and bind their coverage online in under 10 minutes, without any phone calls or paperwork,” he told TechCrunch. “Vouch also has many coverage features that are uniquely geared for startups. For example, our directors and officers coverage includes a cap table coverage feature meant specifically to protect startups.”

Vouch looks at startups that need business insurance on a case by case basis, Hodges added.

For example, it asks questions like, “Does an e-commerce company handle a very limited amount of client-sensitive information?” If so, it could make sense that it has a lower cyber insurance coverage limit and pay less for its policy.

Conversely, if a startup is trying to raise money, it might need to invest more in Vouch’s directors and officers insurance to make sure it is covered should disputes arise in the future.

Looking ahead, Hodges said the new capital would go toward continued investment in technical capabilities, an expansion of its product offerings, more hiring and building embedded insurance for its partners.

With regard to the embedded capabilities, within the next 12 months, all of the company’s partners’ customers will be able to purchase Vouch insurance directly from those partners’ websites. Vouch’s headcount has more than doubled, from 55 employees in September 2020 to 125 full-time employees presently, and Hodges expects that will continue to grow.

Greg Becker, president and CEO of SVB Financial Group, said that Vouch’s mission aligns with SVB’s in that they both aim to “empower the innovation economy.”

“That’s what Vouch is doing today, helping startups and tech innovators mitigate their risks as they grow,” he wrote via email. “We are proud to co-lead Vouch’s latest funding round to give startups access to the insurance they need as they add headcount, increase their customer base, or raise funding rounds of their own.”