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Abacus.AI raises another $22M and launches new AI modules

AI startup RealityEngines.AI changed its name to Abacus.AI in July. At the same time, it announced a $13 million Series A round. Today, only a few months later, it is not changing its name again, but it is announcing a $22 million Series B round, led by Coatue, with Decibel Ventures and Index Partners participating as well. With this, the company, which was co-founded by former AWS and Google exec Bindu Reddy, has now raised a total of $40.3 million.

Abacus co-founder Bindu Reddy, Arvind Sundararajan and Siddartha Naidu. Image Credits: Abacus.AI

In addition to the new funding, Abacus.AI is also launching a new product today, which it calls Abacus.AI Deconstructed. Originally, the idea behind RealityEngines/Abacus.AI was to provide its users with a platform that would simplify building AI models by using AI to automatically train and optimize them. That hasn’t changed, but as it turns out, a lot of (potential) customers had already invested into their own workflows for building and training deep learning models but were looking for help in putting them into production and managing them throughout their lifecycle.

“One of the big pain points [businesses] had was, ‘look, I have data scientists and I have my models that I’ve built in-house. My data scientists have built them on laptops, but I don’t know how to push them to production. I don’t know how to maintain and keep models in production.’ I think pretty much every startup now is thinking of that problem,” Reddy said.

Image Credits: Abacus.AI

Since Abacus.AI had already built those tools anyway, the company decided to now also break its service down into three parts that users can adapt without relying on the full platform. That means you can now bring your model to the service and have the company host and monitor the model for you, for example. The service will manage the model in production and, for example, monitor for model drift.

Another area Abacus.AI has long focused on is model explainability and de-biasing, so it’s making that available as a module as well, as well as its real-time machine learning feature store that helps organizations create, store and share their machine learning features and deploy them into production.

As for the funding, Reddy tells me the company didn’t really have to raise a new round at this point. After the company announced its first round earlier this year, there was quite a lot of interest from others to also invest. “So we decided that we may as well raise the next round because we were seeing adoption, we felt we were ready product-wise. But we didn’t have a large enough sales team. And raising a little early made sense to build up the sales team,” she said.

Reddy also stressed that unlike some of the company’s competitors, Abacus.AI is trying to build a full-stack self-service solution that can essentially compete with the offerings of the big cloud vendors. That — and the engineering talent to build it — doesn’t come cheap.

Image Credits: Abacus.AI

It’s no surprise then that Abacus.AI plans to use the new funding to increase its R&D team, but it will also increase its go-to-market team from two to ten in the coming months. While the company is betting on a self-service model — and is seeing good traction with small- and medium-sized companies — you still need a sales team to work with large enterprises.

Come January, the company also plans to launch support for more languages and more machine vision use cases.

“We are proud to be leading the Series B investment in Abacus.AI, because we think that Abacus.AI’s unique cloud service now makes state-of-the-art AI easily accessible for organizations of all sizes, including start-ups,” Yanda Erlich, a p artner at Coatue Ventures  told me. “Abacus.AI’s end-to-end autonomous AI service powered by their Neural Architecture Search invention helps organizations with no ML expertise easily deploy deep learning systems in production.”

 

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Are subscription services the future of fintech?

Subscription services are on the rise. During the pandemic, Americans have been spending more time at home and more money on the digital products that make navigating our new normal easier.

More than ever, Americans’ lives are aided by companies like Netflix, Instacart and, of course, Amazon, which reported record-setting earnings from its 2020 Prime Day savings event.

A recent survey even found that spending on subscription services had more than tripled since March, with one in three respondents saying they’d purchased a new online subscription while quarantining.

Now, a new concern lingers: Is the market getting oversaturated? The question doesn’t just apply to streaming services and food delivery companies — it’s an issue financial technology businesses can’t afford to ignore.

As subscriptions become an increasingly alluring business model, fintechs will be forced to consider whether this proven strategy is worth the risk.

Fintechs should take note of subscription services

In the CompareCards survey, two-thirds of respondents said they purchased a new streaming service mainly for entertainment. Still, that doesn’t mean there isn’t room for fintechs to carve out their own space.

Bradley Leimer, co-founder of the financial consulting firm Unconventional Ventures, said he’s certainly seen more fintechs exploring subscription models. As Leimer explained, the financial services industry may have not fully embraced the idea, but it’s “starting to take notice.” Leimer, who has more than 25 years of experience in the industry, believes fintechs can learn a lot from subscription services — provided they’re willing to look in the right place.

One major lesson? Transparency. Subscription services give companies an opportunity to be upfront about their fees, as well as their benefits.

“When we talk about subscriptions, the more clear and more transparent we are, the better,” Leimer said.

Acorns is an easy case study. The microinvesting app offers three subscription levels — lite, personal and family — each with a clearly explained list of features. For what it’s worth, the company added more than 2 million users between March 2019 and March 2020, according to Forbes.

Leimer said fintechs should also take note of the way subscription services collaborate. For example, he pointed out how Amazon users can add an HBO subscription to their Prime Video account, essentially “bundling” two subscriptions into one. Fintechs, Leimer said, could stand to take a page out of that playbook.

“There are a lot of ways to sort of skin that cat — for a fintech company to generate income and for a customer to get value on top of that,” Leimer said.

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Startup fundraising is the most tangible gender gap. How can we overcome it?

Ximena Aleman
Contributor

Ximena Aleman is co-founder and chief business development officer at Prometeo, an open banking platform that serves Latin America.

Year-in, year-out, the gender gap in venture capital investment continues to be a problem women founders face. While the gender gap in other areas (such as the number of women entering tech in general) may be on the right path, this disparity in funding seems to be stagnant. There has been little movement in the amount of VC dollars going to women-founded companies since 2012.

In fintech, the problem is especially prominent: Women-founded fintechs have raised a meager 1% of total fintech investment in the last 10 years. This should come as no surprise, given that fintech combines two sectors traditionally dominated by men: finance and technology. Though by no means does this mean that women aren’t doing incredible work in the field and it’s only right that women founders receive their fair share of VC investment.

In the short term, women founders can take action to boost their chances at VC success in the current investment climate, including leveraging their community and support network and building the necessary self-belief to thrive. In the long term, there needs to be foundational change to level the playing field for women entrepreneurs. VC funds must look at ways they can bring in more women decision-makers, all the way up to the top.

Let’s dive into the state of gender bias in VC investing as it stands, and what founders, stakeholders and funds themselves can do to close the gap.

Venture capital is far from a level playing field

In 2019, less than 3% of all VC investment went to women-led companies, and only one-fifth of U.S. VC went to startups with at least one woman on the founder team. The average deal size for female-founded or female co-founded companies is less than half that of only male-founded startups. This is especially concerning when you consider that women make up a much bigger portion of the founder community than proportionately receive investment (around 28% of founders are women). Add in the intersection of race and ethnicity, and the figures become bleaker: Black women founders received 0.6% of the funding raised since 2009, while Latinx female founders saw only 0.4% of total investment dollars.

The statistics paint a stark picture, but it’s a disparity that I’ve faced on a personal level too. I have been faced with VC investors who ask my co-founder — in front of me — why I was doing the talking instead of him. On another occasion, a potential investor asked my co-founder who he was getting into business with, because “he needed to know who he’d be going to the bar with when the day was up.”

This demonstrates a clear expectation on the part of VC investors to have a male counterpart within the founding team of their portfolio companies, and that they often — whether subconsciously or consciously — value men’s input over that of the women on the leadership team.

So, if you’re a female founder faced with the prospect of pitching to VCs — what steps can you take to set yourself up for success?

Get funded, as a woman

Women founders looking to receive VC investment can take a number of steps to increase their chances in this seemingly hostile environment. My first piece of advice is to leverage your own community and support network, especially any mentors and role models you may have, to introduce you to potential investors. Contacts that know and trust your business may be willing to help — any potential VC is much more likely to pay you attention if you come as a personal recommendation.

If you feel like you’re lacking in a strong support network, you can seek out female-founder and startup groups and start to build your community. For example, The Next Women is a global network of women leaders from progress-driven companies, while Women Tech Founders is a grassroots organization on a mission to connect and support women in technology.

Confidence is key when it comes to fundraising. It’s essential to make sure your sales, pitch and negotiation skills are on point. If you feel like you need some extra training in this area, seek out workshops or mentorship opportunities to make sure you have these skills down before you pitch for funding.

When talking with top male VCs and executives, there may be moments where you feel like they’re responding to you differently because of your gender. In these moments, channeling your self-belief and inner strength is vital: The only way that they’re going to see you as a promising, credible founder is if you believe you are one too.

At the end of the day, women founders must also realize that we are the first generation of our gender playing the VC game — and there’s something exciting about that, no matter how challenging it may be. Even when faced with unconscious bias, it’s vital to remember that the process is a learning curve, and those that come after us won’t succeed if we simply hand the task over to our male co-founder(s).

More women in VC means more funding for female founders

While there are actions that women can take on an individual level, barriers cannot be overcome without change within the VC firms themselves. One of the biggest reasons why women receive less VC investment than men is that so few of them make up decision-makers in VC funds.

A study by Harvard Business Review concluded that investors often make investment decisions based on gender and ask women founders different questions than their male counterparts. There are countless stories of women not being taken seriously by male investors, and subsequently not being seen as a worthwhile investment opportunity. As a result of this disparity in VC leadership teams, women-focused funds are emerging as a way to bridge the funding gender gap. It’s also worth noting that women VCs are not only more likely to invest in women-founded companies, but also those founded by Black entrepreneurs. In addition to embracing women and minority-focused investors, the VC community as a whole should ensure they’re bringing in more women leaders into top positions.

Gender equality in VC makes more business sense

From day one, the Prometeo team has made concerted efforts to have both men and women in decision-maker roles. Having women in the founding team and in leadership positions has been crucial in not only helping to fight the unconscious bias that might take place, but also in creating a more dynamic work environment, where diversity of thought powers better business decisions.

Striving for gender equality, both within the walls of VC funds and in the founder community, is also better for businesses’ bottom line. In fact, a study by Boston Consulting Group found that women-founded startups generate 78% for every dollar invested, compared to 31% from men-founded companies.

Here in Latin America, women founders receive a higher proportion of VC investment than anywhere else in the world, so it’s no surprise that women are leading the region’s fintech revolution. Having more women in leadership positions is ultimately a better bet for business.

Closing the gender gap in VC funding is no simple task, but it’s one that must be undertaken. With the help of internal VC reform and external initiatives like community building, training opportunities and women-focused support networks, we can work toward finally making the VC game more equitable for all.

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Cellwize raises $32M to help carriers and their partners adopt and run 5G services

As 5G slowly moves from being a theoretical to an active part of the coverage map for the mobile industry — if not for consumers themselves — companies that are helping carriers make the migration less painful and less costly are seeing a boost of attention.

In the latest development, Cellwize, a startup that’s built a platform to automate and optimize data for carriers to run 5G networks within multi-vendor environments, has raised $32 million — funding that it will use to continue expanding its business into more geographies and investing in R&D to bring more capabilities to its flagship CHIME platform.

The funding is notable because of the list of strategic companies doing the investing, as well as because of the amount of traction that Cellwize has had to date.

The Series B round is being co-led Intel Capital and Qualcomm Ventures LLC, and Verizon Ventures (which is part of Verizon, which also owns TechCrunch by way of Verizon Media) and Samsung Next, with existing shareholders also participating. That list includes Deutsche Telekom and Sonae, a Portuguese conglomerate that owns multiple brands in retail, financial services, telecoms and more.

That backing underscores Cellwize’s growth. The company — which is based in Israel with operations also in Dallas and Singapore — says it currently provides services to some 40 carriers (including Verizon, Telefonica and more), covering 16 countries, 3 million cell sites, and 800 million subscribers.

Cellwize is not disclosing its valuation but it has raised $56.5 million from investors to date.

5G holds a lot of promise for carriers, their vendors, handset makers and others in the mobile ecosystem: the belief is that faster and more efficient speeds for wireless data will unlock a new wave of services and usage and revenues from services for consumers and business, covering not just people but IoT networks, too.

Notwithstanding the concerns some have had with health risks, despite much of that theory being debunked over the years, one of the technical issues with 5G has been implementing it.

Migrating can be costly and laborious, not least because carriers need to deploy more equipment at closer distances, and because they will likely be running hybrid systems in the Radio Access Network (RAN, which controls how devices interface with carriers’ networks); and they will be managing legacy networks (eg, 2G, 3G, 4G, LTE) alongside 5G, and working with multiple vendors within 5G itself.

Cellwize positions its CHIME platform — which works as an all-in-one tool that leverages AI and other tech in the cloud, and covers configuring new 5G networks, optimizing and monitoring data on them, and also providing APIs for third-party developers to integrate with it — as the bridge to letting carriers operate in the more open-shop approach that marks the move to 5G.

“While large companies have traditionally been more dominant in the RAN market, 5G is changing the landscape for how the entire mobile industry operates,” said Ofir Zemer, Cellwize’s CEO. “These traditional vendors usually offer solutions which plug into their own equipment, while not allowing third parties to connect, and this creates a closed and limited ecosystem. [But] the large operators also are not interested in being tied to one vendor: not technology-wise and not on the business side – as they identify this as an inhibitor to their own innovation.”

Cellwize provides an open platform that allows a carrier to plan, deploy and manage the RAN in that kind of multi-vendor ecosystem. “We have seen an extremely high demand for our solution and as 5G rollouts continue to increase globally, we expect the demand for our product will only continue to grow,” he added.

Previously, Zemer said that carriers would build their own products internally to manage data in the RAN, but these “struggle to support 5G.”

The competition element is not just lip service: the fact that both Intel and Qualcomm — competitors in key respects — are investing in this round underscores how Cellwize sees itself as a kind of Switzerland in mobile architecture. It also underscores that both view easy and deep integrations with its tech as something worth backing, given the priorities of each of their carrier customers.

“Over the last decade, Intel technologies have been instrumental in enabling the communications industry to transform networks with an agile and scalable infrastructure,” said David Flanagan, VP and senior MD at Intel Capital, in a statement. “With the challenges in managing the high complexity of radio access networks, we are encouraged by the opportunity in front of Cellwize to explore ways to utilize their AI-based automation capabilities as Intel brings the benefits of cloud architectures to service provider and private networks.”

“Qualcomm is at the forefront of 5G expansion, creating a robust ecosystem of technologies that will usher in the new era of connectivity,” added Merav Weinryb, Senior Director of Qualcomm Israel Ltd. and MD of Qualcomm Ventures Israel and Europe. “As a leader in RAN automation and orchestration, Cellwize plays an important role in 5G deployment. We are excited to support Cellwize through the Qualcomm Ventures’ 5G global ecosystem fund as they scale and expedite 5G adoption worldwide.”

And that is the key point. Right now there are precious few 5G deployments, and sometimes, when you read some the less shiny reports of 5G rollouts, you might be forgiven for feeling like it’s more marketing than reality at this point. But Zemer — who is not a co-founder (both of them have left the company) but has been with it since 2013, almost from the start — is sitting in on the meetings with carriers, and he believes that it won’t be long before all that tips.

“Within the next five years, approximately 75% of mobile connections will be powered by 5G, and 2.6 billion 5G mobile subscriptions will be serving 65% of the world’s population,” he said. “While 5G technology holds a tremendous amount of promise, the reality is that it is also hyper-complex, comprised of multiple technologies, architectures, bands, layers, and RAN/vRAN players. We are working with network operators around the world to help them overcome the challenges of rolling out and managing these next generation networks, by automating their entire RAN processes, allowing them to successfully deliver 5G to their customers.”

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Upstream aims to be the new home for your professional social life

Last fall, social analytics startup SocialRank sold its product and business to Trufan, allowing the team to focus on something new: a professional social network. Today, they’re officially unveiling Upstream to the public.

To be clear, CEO Alex Taub told me that he’s not trying to replace LinkedIn — he acknowledged that thanks to network effects,”If you want to go and try to take down LinkedIn, you’re not going to be able to take them down.”

Instead, the goal is to create something that fulfills a different need. Where LinkedIn works primarily as an online résumé and rolodex, Upstream aims to help users build the connections and relationships that are important to their careers — something that’s sorely needed at a time when large-scale meetups and conferences aren’t really possible (though we’re certainly trying to create the virtual equivalent at TechCrunch).

“This is the place for your professional social life,” Taub said.

Upstream’s first product focused on professional groups and communities, allowing users to post what the company called Professional Asks, like if they’re looking to hire someone for a certain position or need an introduction at another company.

Taub suggested that things really took off with Upstream’s next product, Upstream Events, where Upstream would host a guest speaker, then attendees were matched up for five-minute, one-on-one video chats with the other people at the event.

Upstream

Image Credits: Upstream

Upstream says it’s already hosted more than 100 events, with 72% of people who who attend one event subsequently attending another.

While the team has built multiple products (and we’ve covered some of them already), they’re outlining the broader vision today and launching some new features at the same time.

For one thing, while communities were previously shared via a private, unlisted link, you can now browse all the different communities in a Discovery section. At the same time, community organizers will be still be able to control who joins by approving or rejecting new members.

There’s also a new spin on Events called Office Hours, allowing users to set aside structured time for virtual one-on-one sessions with anyone who’s interested in speaking to them. These sessions can be listed publicly, or they can be unlisted, so that you only share them via email or within a certain community.

Upstream screenshot

Image Credits: Upstream

In a blog post, Taub noted that he met his SocialRank/Upstream co-founder and CTO Michael Schonfeld via Ohours.org, and they’re trying to replicate that experience here:

Let’s say you are the CMO of a large company and you want to give your people the opportunity to meet 1:1. The thought of coordinating the individual scheduling of ten minute blocks using your Outlook calendar and email is not attractive. But with Upstream, you are able to choose the 30min block you want to offer and how long you want the sessions to be. You decide you want to run your office hours every other Friday at 2pm ET for the rest of the year. The event is built and able to be shared seamlessly to whoever you choose to offer the Office Hours to.

In fact, Taub’s post lists more than 30 different people who are already offering office hours on Upstream, including New York Times reporter Taylor Lorenz, Foursquare co-founder/Expa partner Naveen Selvadurai and Amazon Photo Head of Product Nate Westheiemer.

Upstream is also announcing that it has raised an undisclosed amount of pre-seed funding from 8-Bit Capital, Human Ventures, Basement Fund, NYVP and various angel investors.

Looking ahead, Taub said that the next big priority is launching a web version of Upstream (which is currently available via mobile app), and to continue building live experiences, asynchronous experiences and features that provide real utility.

“We imagine a future when professionals come to Upstream for an event or Ask, and stay for the compelling opportunities that make Upstream an energizing and beneficial experience for them,” he wrote.

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Acapela, from the founder of Dubsmash, hopes ‘asynchronous meetings’ can end Zoom fatigue

Acapela, a new startup co-founded by Dubsmash founder Roland Grenke, is breaking cover today in a bid to re-imagine online meetings for remote teams.

Hoping to put an end to video meeting fatigue, the product is described as an “asynchronous meeting platform,” which Grenke and Acapela’s other co-founder, ex-Googler Heiki Riesenkampf (who has a deep learning computer science background), believe could be the key to unlock better and more efficient collaboration. In some ways the product can be thought of as the antithesis to Zoom and Slack’s real-time and attention-hogging downsides.

To launch, the Berlin -based and “remote friendly” company has raised €2.5 million in funding. The round is led by Visionaries Club with participation from various angel investors, including Christian Reber (founder of Pitch and Wunderlist) and Taavet Hinrikus (founder of TransferWise). I also understand Entrepreneur First is a backer and has assigned EF venture partner Benedict Evans to work on the problem. If you’ve seen the ex-Andreessen Horowitz analyst writing about a post-Zoom world lately, now you know why.

Specifically, Acapela says it will use the injection of cash to expand the core team, focusing on product, design and engineering as it continues to build out its offering.

“Our mission is to make remote teams work together more effectively by having fewer but better meetings,” Grenke tells me. “With Acapela, we aim to define a new category of team collaboration that provides more structure and personality than written messages (Slack or email) and more flexibility than video conferencing (Zoom or Google Meet)”.

Grenke believes some form of asynchronous meetings is the answer, where participants don’t have to interact in real-time but the meeting still has an agenda, goals, a deadline and — if successfully run — actionable outcomes.

“Instead of sitting through hours of video calls on a daily basis, users can connect their calendars and select meetings they would like to discuss asynchronously,” he says. “So, as an alternative to everyone being in the same call at the same time, team members contribute to conversations more flexibly over time. Like communication apps in the consumer space, Acapela allows rich media formats to be used to express your opinion with voice or video messages while integrating deeply with existing productivity tools (like GSuite, Atlassian, Asana, Trello, Notion, etc.)”.

In addition, Acapela will utilise what Grenke says is the latest machine learning techniques to help automate repetitive meeting tasks as well as to summarise the contents of a meeting and any decisions taken. If made to work, that in itself could be significant.

“Initially, we are targeting high-growth tech companies which have a high willingness to try out new tools while having an increasing need for better processes as their teams grow,” adds the Acapela founder. “In addition to that, they tend to have a technical global workforce across multiple time zones which makes synchronous communication much more costly. In the long run we see a great potential tapping into the space of SMEs and larger enterprises, since COVID has been a significant driver of the decentralization of work also in the more traditional industrial sectors. Those companies make up more than 90% of our European market and many of them have not switched to new communication tools yet”.

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Tokyo-based virtual reality game developer Thirdverse gets $8.5 million Series A

Thirdverse, the virtual reality game developer behind “Swords of Gargantua,” has raised $8.5 million in Series A funding. The round was led by JAFCO, with participation from Presence Capital, Sisu Ventures and Incubate Fund, and will be used for hiring, co-founder Masaru Ohnogi told TechCrunch.

Based in Tokyo, Thirdverse was started four years ago as Yomuneco, but relaunched as Thirdverse in June to align with its corporate mission of creating a “Third Place inside the Metaverse,” where “each person has choices in his or her own hands and can live whatever life he or she wants to.” The company is currently focused on multiplayer virtual reality games, but its ultimate goal is to combine virtual reality with blockchain technology to create “VR worlds” where people can create online communities.

The concept has taken on a new relevancy, as COVID-19-related stay-at-home orders prompted organizations to bring online gatherings, including conferences, concerts and even their offices.

Users have also spent more time playing online games during the pandemic, with titles that have a social element, like “Animal Crossing: New Horizons,” proving especially popular.

“Our sales and active users started increasing in late March as people started spending more time at home,” said Ohnogi. “And this increased engagement has remained consistent, even as some communities have lifted stay-at-home orders.”

Most of Thirdverse’s current users are located in America, and Ohnogi said many of them use Oculus Quest headsets. During Facebook’s href=”https://techcrunch.com/2020/09/16/facebook-is-officially-killing-off-the-oculus-rift-line/”> virtual reality conference last month (which itself was held virtually), the tech giant announced it would release its new Oculus Quest 2 in Japan this month. Ohnogi said this is a big opportunity for Thirdverse because many Japanese people will see the new headsets in retail stores. “As one of the earliest leading VR companies in Japan, we’ve already seen a huge number of traction. We are really excited about it.”

Thirdverse is currently preparing to release other virtual reality games, including “Frostpoint VR: Proving Grounds,” a multi-player shooter game that will be available later this year for Oculus Rift, HTC Vive VR and Valve Index headsets.

In a statement, Sisu Ventures and Presence Capital founding partner Paul Bragiel said, “In the rapidly growing VR gaming landscape, Thirdverse stands out as having strong leadership, deep relationships and a big vision to become the category leader in this market.”

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Golden raises $14.5M to build a wiki-style database of tech knowledge

Golden is announcing that it has raised $14.5 million in Series A funding. The round was led by previous investor Andreessen Horowitz, with the firm’s co-founder Marc Andreessen joining the startup’s board of directors.

When Golden launched last year, founder and CEO Jude Gomila told me that his goal was to create a knowledge base focused on areas where Wikipedia’s coverage is often spotty, particularly emerging technology and startups.

Gomila told me this week that “companies, technologies and the people involved in them” remain Golden’s strength. In that sense, you could see it as a competitor to Crunchbase, but with a much bigger emphasis on explaining and “clustering” information on big topics like quantum computing and COVID-19, rather than just aggregating key data about companies and people. (By the way, both TechCrunch and the author of this post have their own profile pages, though the latter is woefully empty.)

In contrast to Wikipedia, which relies on community editors, Gomila said most of the data in Golden is gathered using artificial intelligence and natural language processing: “We’re using AI to extract information from the news, from websites, from public databases.

This is supplemented by Golden staff (former TechCrunch copy editor Holden Page leads the startup’s research team), while the larger community can also pitch in by flagging things that are incorrect or need to be updated. (As one example of this “human in the loop” editing process, Gomila showed me a tool where someone could paste in an article link and Golden would automatically summarize it.)

“The ultimate aim is to try and automate as much of this as possible,” Gomila said. “[For now,] this hybrid is the most effective method.”

Golden has also started working with paying customers including private equity firms, hedge funds, VCs, biotechnology companies, corporate innovation offices and government agencies — in fact, it says it signed a $1 million contract with the U.S. Air Force this year. These customers are paying for access to Golden’s research engine, which includes the company’s Query Tool and the ability to request that the startup prepare research on a particular topic.

Golden has now raised a total of $19.5 million. Other investors in the new funding include DCVC, Harpoon Ventures and Gigafund .

“Golden’s knowledge base and research engine aggregates information about emerging technologies and the companies, investors, and the builders behind them,” Andreessen said in a statement. “Human and machine intelligence, working together on Golden’s platform, results in knowledge which gives people the edge in making decisions and navigating uncertainty.”

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Learning how to ask questions is an essential skill for startup founders

Mercedes Bent
Contributor

Mercedes Bent is a partner at Lightspeed where she invests in consumer, edtech and fintech companies.

For many of us, learning to ask questions was a matter of the five W’s: who, what, where, when, why (and how).

As I interviewed founders about the most valuable learning resources that allowed them to grow into the leaders they are today, I realized that many of them leaned heavily on carefully crafted approaches to asking questions. In all the interviews, inquiry was by far the most cited learning process. I found these founders to be incredibly methodical, brave, curious, disciplined and efficient in their pursuit of learning.  

Founders showed incredible discipline by approaching information gathering as a structured process. Some founders have a highly systematic approach in how they target their outreach:

I learned by being systematic about talking to people smarter than myself. I needed to know hundreds of people and know what they know. I made a table matrix of who I talk to and for what topic. For example, Eric Schmidt is one of six experts I turn to on establishing management OKRs.

— Reid Hoffman, co-founder of LinkedIn

And in how they catalog/store information about who is an expert …

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A meeting room of one’s own: Three VCs discuss breaking out of big firms to start their own gigs

One of the more salient trends in the tech world — arguably the engine that propels it — has been the recurring theme of people who hone talents at bigger companies and then strike out on their own to found their own startups.

(Some, like Max Levchin, even hire entrepreneurial types intentionally to help perpetuate this cycle and get more proactive teams in place.)

It turns out that trend doesn’t just apply to companies, but also to the investors who back them. At Disrupt we talked with three venture capitalists who have followed that path: Making their names and cutting their teeth at major firms, and now building their own “startup” funds on their own steam.

On the macro level, the whole world has been living through a challenging time this year. But as we’ve seen time and again the wheels have continued to turn in the tech world.

IPOs are returning, products are being rolled out, people are buying a lot online and using the internet to stay connected, there has been a lot of M&A and promising startups are getting funded.

Indeed, if entrepreneurs and their innovations are the engine of the tech world, money is the fuel, and that is the opportunity that Dayna Grayson (formerly of NEA, now founder at Construct Capital), Renata Quintini (formerly at Lux Capital, now founder at Renegade Partners) and Lo Toney (formerly GV, now founder at Plexo Capital) have zeroed in to address.

Grayson said that part of the reason for striking out to start Construct Capital with co-founder Rachel Holt was what they saw as an opportunity to create a firm that specifically funded startups tackling the industrial sector:

“Half the U.S. economy’s GDP, half the GDP of this country, hasn’t really been digitized,” she said. “[Firms] haven’t been tech enabled. They’ve been way under invested … The time is now to build with early stage entrepreneurs.”

While Construct is focusing on a sector, Renegade was founded to focus on something else: The stage of development for a startup, and specific the Series B, which the firm refers to as “supercritical,” essential in terms of getting team and strategy right after a startup is no longer just starting out, but before and leading to scaled growth.

“We saw through our boards over and over again companies that figured out how to scale their organizations, put in the processes,” said Quintini, who co-founded Renegade with Roseanne Wincek. “On the people side, they actually went further and captured a lot more market cap and market share faster. Once we saw this opportunity, we could not let it go.”

She compares the current imperative to really focus on how to build and scale companies at the “supercritical” stage to the focus on early stage funding that typified an earlier period in the development of the startup ecosystem 15 years ago. “You could get a million dollars and be in business, a lot more people could, and you had less time to figure out what really resonated with customers,” she said. “That really gave rise to today.”

Toney has taken yet another approach, focusing not on sector, nor stage, but using capital to help germinate a whole new demographic of founders, the premise being that funding a more diverse and inclusive mix of founders is not just good for creating a more level playing field, but also for the good of more well-rounded products that speak to a wider population of users.

“I was having a great time at GV, but I just saw this opportunity as being one that was too hard to resist,” said Toney of founding Plexo, which invests not just in startups but in funds that are following a similar investment principle to his. Investing in both funds and founders is something GV did as well, but the added ability to turn that into investing with a social imperative was important. “To have this byproduct of increasing diversity and inclusion in the ecosystem [is something] I’m super passionate about,” he said. 

We are living through a time when the tech world seems to be awash in capital. One of the byproducts of having so many successful tech companies has been limited partners rushing in to back more VCs in hopes of also getting some of the spoils: Many firms are closing funds in record times, oversubscribed and that’s having a knock-on effect not just in terms of startups getting funded, but VCs themselves also multiplying with increasing frequency. All three said that the fact that they all identify as more than just “another new VC”, with specific purposes, also makes it easier for them to get themselves noticed to get involved in good deals.

Grayson said that the challenge of starting a firm in the midst of a global pandemic turned out to be a piece of good fortune in disguise in an industry that thrives on the concept of “disruption” (as we at TechCrunch know all too well … ).

“We were really lucky that we started investing in a COVID world,” she said. “So many things have been up ended. And I think, you know, software adoption and technology adoption have been moved up 10-20 years in industry. [And] the way that we work together really has changed.” She also said that they’ve found themselves almost looking for companies “created in a COVID environment,” which indeed would qualify as a battle-tested business model.

In terms of raising funds themselves, Toney also recalled the period when we saw a real surge of VCs emerging to fund companies at the seed stage and the growth of “solo capitalists” around that.

“I think what’s really interesting about solo capitalists is [how] they take their understanding of operations, and a deep network of other technologists, both from big companies as well as entrepreneurs, and … leverage access to all that deal flow by going out and actually raising capital from other sources, whether that be high net worth individuals or family offices or even institutions,” he said.

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