Monthly Archives: February 2021

News: SpaceX’s floating oil rig spaceship launch pad could be operating later this year according to Elon Musk

SpaceX’s grand vision for Starship, the next-generation spacecraft it’s currently in the process of developing, includes not only trips to Mars, but also regular point-to-point flights right here on Earth. These would skim the Earth’s outer atmosphere, reducing travel times for regular international flights from many hours to around 30 minutes. They’ll need to take

SpaceX’s grand vision for Starship, the next-generation spacecraft it’s currently in the process of developing, includes not only trips to Mars, but also regular point-to-point flights right here on Earth. These would skim the Earth’s outer atmosphere, reducing travel times for regular international flights from many hours to around 30 minutes. They’ll need to take off from somewhere, however, and rockets are a bit more disturbing to their local environs than traditional aircraft, so part of SpaceX founder Elon Musk’s plan for their regular use is covering oil rig platforms into floating spaceports.

Musk has talked about these plans before, and SpaceX recently went so far as to purchase two rigs – which it nicknamed Phoibos and Deimos after the moons of Mars. These are currently in the process of being retrofitted for use with Starship, and they’ll be stationed in the Gulf of Mexico near SpaceX’s Brownsville, Texas development site.

On Wednesday, Musk said on Twitter that one of the two platforms could be at least partially operational by the end of 2021. The SpaceX CEO is known for his optimistic timelines, but a lot of them have actually been relatively accurate lately – or at least not quite as unrealistic as in years past.

One of them may be in limited operation by end of year

— Elon Musk (@elonmusk) February 24, 2021

What he means by “in limited operation” isn’t necessarily clear. That could mean that they’re floating where they’re supposed to be, and technically capable of playing host to a Starship prototype, but not that SpaceX will be actively launching Starships from one by end of year. He did add that the plan is to put floating launchpads for Starship not only in the Gulf, but also at various points around the world – which is in keeping with the bold plan he shared via CG concept videos when Starship debuted, which depicted launch and landing facilities stationed in bodies of water near urban destinations.

News: Meet Smash Ventures, the low-flying outfit that has quietly funded Epic Games among others

When in 2018, Smash Ventures showed up as an investor in a $1.25 billion round for Epic Games — reportedly the largest ever investment in a video game company at the time — it was the first time many had heard of the investing outfit. When the brand showed up again last summer in an

When in 2018, Smash Ventures showed up as an investor in a $1.25 billion round for Epic Games — reportedly the largest ever investment in a video game company at the time — it was the first time many had heard of the investing outfit.

When the brand showed up again last summer in an even bigger round for Epic —  last August, the games giant announced $1.78 billion in fresh funding at a post-money equity valuation of $17.3 billion — a diner near Epic’s Cary, North Carolina headquarters that sells “smash waffles” started getting calls from reporters, says Eric Garland, who used to lead venture and growth deals for The Walt Disney Company after selling his company, BigChampagne, to Live Nation in 2011.

“Some reporters really turned over rocks,” he says.

Garland knows this, he says, because he cofounded Smash Ventures with Evan Richter, a former member of Disney’s corporate strategy and business development team (and who, before that, was an investor at Insight Partners).

They pair say they weren’t trying to duck the press after striking out on their own a few years ago; they were mostly just trying to get their firm off the ground, which they’ve seemingly done and then some. First, there’s the newly closed $75 million debut fund from strategic partners and notable investors like Kevin Mayer, the former CEO of TikTok and the former Disney executive; Pixar cofounder Ed Catmull; and journalist Willow Bay, who is now dean of the USC Annenberg School for Communication and Journalism. Yet it’s just small notable piece of what they have assembled.

Indeed, at a time when money is more of a commodity than ever and can be accessed easily by many founders, Smash has a few tricks up its sleeve, Richter and Garland suggest.

One thing to know, for example, is that the two apparently have little spinning up side vehicles when they wedge their way into an interesting deal. While they got to know Epic Games through Disney (it made an investment in the company in 2017 when Epic took part in its accelerator program), when they persuaded founder Tim Sweeney to take a bigger check from Smash Ventures in 2018, they were able to package together “several hundred million dollars” from their LPs for a stake in the business.

The also “flexed up” with the help of its limited partners to put a separate $200 million into others of its handful of portfolio companies. These include DraftKings, before it went public through a blank-check company last year; the footwear, apparel and accessory brand Nobull; the men’s grooming company Manscaped; and India’s biggest e-learning startup, Byju’s.

Disney — one of the world’s most powerful brands —  is a common thread throughout. In addition to inviting Epic into its accelerator program, Disney began work on an education app with Byju back in 2018 and it owned 6% of DraftKings when it went public last year.

Mayer, the former Disney exec who more recently began launching special purpose acquisition vehicles, credits Richter and Garland with finding “a lot of really cool companies like Epic” while inside Disney, saying he has “been supporting them ever since, because I think they’re great.”

Underscoring the strength of that former Disney network — another apparent advantage here — Mayer says that in addition to being a limited partner, he will sometimes “try and talk to their CEOs, give strategic advice, and talk about exits and M&A with some of their portfolio companies.” (Catmull, who was the president of Walt Disney Animation Studios after Disney acquired Pixar in 2006, was also pulled in to help seal the Epic deal, says Garland.)

As for whether Smash’s dealings have irritated current execs at Disney — it isn’t hard to imagine the entertainment giant would have liked a bigger stake in Epic — Garland says no, adding that “Disney is not generally in the venture business.”

In the meantime, Smash also says it’s getting into deals by helping companies tell stories to their respective, captive audiences. As Richter explains it, “The leading consumer software and internet businesses are building massive, and dedicated, user bases, and media, whether it’s a Travis Scott experience within Epic Games, or an IP collaboration between Marvel or Disney [and Byju’s], or whether it’s doing something with the UFC [which last year partnered with Manscaped], can be an incredible way to keep and grow a user base.”

The firm certainly appears to spend a lot of time with its portfolio companies on these efforts. While Smash wrote its first check in 2018, it has just five portfolio companies to date, and it plans only to invest in 10 to 12 companies altogether with that $75 million pool of capital, writing checks as small as $5 million to $10 million, with the ability to write far larger checks when the opportunity arises and its LP network says yes to it.

Asked why the firm is suddenly going public with those efforts, Richter suggests it’s time to cast a wider net. Even still, Garland says that “we like to stay focused. We make a lot of noise for our portfolio companies,” he adds,” but we are ourselves very heads down.”

News: Google Cloud puts its Kubernetes Engine on autopilot

Google Cloud today announced a new operating mode for its Kubernetes Engine (GKE) that turns over the management of much of the day-to-day operations of a container cluster to Google’s own engineers and automated tools. With Autopilot, as the new mode is called, Google manages all of the Day 2 operations of managing these clusters

Google Cloud today announced a new operating mode for its Kubernetes Engine (GKE) that turns over the management of much of the day-to-day operations of a container cluster to Google’s own engineers and automated tools. With Autopilot, as the new mode is called, Google manages all of the Day 2 operations of managing these clusters and their nodes, all while implementing best practices for operating and securing them.

This new mode augments the existing GKE experience, which already managed most of the infrastructure of standing up a cluster. This ‘standard’ experience, as Google Cloud now calls it, is still available and allows users to customize their configurations to their heart’s content and manually provision and manage their node infrastructure.

Drew Bradstock, the Group Product Manager for GKE, told me that the idea behind Autopilot was to bring together all of the tools that Google already had for GKE and bring them together with its SRE teams who know how to run these clusters in production — and have long done so inside of the company.

“Autopilot stitches together auto-scaling, auto-upgrades, maintenance, Day 2 operations and — just as importantly — does it in a hardened fashion,” Bradstock noted. “[…] What this has allowed our initial customers to do is very quickly offer a better environment for developers or dev and test, as well as production, because they can go from Day Zero and the end of that five-minute cluster creation time, and actually have Day 2 done as well.”

Image Credits: Google

From a developer’s perspective, nothing really changes here, but this new mode does free up teams to focus on the actual workloads and less on managing Kubernetes clusters. With Autopilot, businesses still get the benefits of Kubernetes, but without all of the routine management and maintenance work that comes with that. And that’s definitely a trend we’ve been seeing as the Kubernetes ecosystem has evolved. Few companies, after all, see their ability to effectively manage Kubernetes as their real competitive differentiator.

All of that comes at a price, of course, at a flat fee of $0.10 per hour and cluster (there’s also a free GKE tier that provides $74.40 in billing credits), plus, of course, the usual fees for resources that your clusters consume. Google offers a 99.95% SLA for the control plane of its Autopilot clusters and a 99.9% SLA for Autopilot pods in multiple zones.

Autopilot for GKE joins a set of container-centric products in the Google Cloud portfolio that also include Anthos for running in multi-cloud environments and Cloud Run, Google’s serverless offering. “[Autopilot] is really [about] bringing the automation aspects in GKE we have for running on Google Cloud, and bringing it all together in an easy-to-use package, so that if you’re newer to Kubernetes, or you’ve got a very large fleet, it drastically reduces the amount of time, operations and even compute you need to use,” Bradstock explained.

And while GKE is a key part of Anthos, that service is more about brining Google’s config management, service mesh and other tools to an enterprise’s own data center. Autopilot of GKE is, at least for now, only available on Google Cloud.

“On the serverless side, Cloud Run is really, really great for an opinionated development experience,” Bradstock added. “So you can get going really fast if you want an app to be able to go from zero to 1000 and back to zero — and not worry about anything at all and have it managed entirely by Google. That’s highly valuable and ideal for a lot of development. Autopilot is more about simplifying the entire platform people work on when they want to leverage the Kubernetes ecosystem, be a lot more in control and have a whole bunch of apps running within one environment.”

 

News: Apple supplier Foxconn reaches tentative agreement to build Fisker’s next electric car

Apple supplier Foxconn Technology Group has reached a tentative agreement with electric vehicle startup-turned-SPAC Fisker to develop and eventually manufacture an EV that will be sold in North America, Europe, China and India. Fisker and Foxconn said Wednesday that a memorandum of understanding agreement has been signed. Discussions between the two companies will continue with

Apple supplier Foxconn Technology Group has reached a tentative agreement with electric vehicle startup-turned-SPAC Fisker to develop and eventually manufacture an EV that will be sold in North America, Europe, China and India.

Fisker and Foxconn said Wednesday that a memorandum of understanding agreement has been signed. Discussions between the two companies will continue with the expectation that a formal partnership agreement will be reached during the second quarter of this year. 

Under the agreement, Foxconn will begin production in the fourth quarter of 2023 with a projected annual volume of more than 250,000 vehicles. The electric vehicle will carry the Fisker brand.

Foxconn Technology Group Chairman Young-way Liu touted the company’s vertically integrated global supply chain and accumulated engineering capabilities, noting that it gives the company two major advantages in the development and manufacturing of the key elements of an EV, which includes the electric motor, electric control module and battery.

That supply chain and ability to scale engineering quickly will be critical for Foxconn if it hopes to meet its production target.

“The collaboration between our firms means that it will only take 24 months to produce the next Fisker vehicle — from research and development to production, reducing half of the traditional time required to bring a new vehicle to market,” Young-way Liu said in a statement.

Fisker said production of the Ocean SUV — its first EV and one that is supposed to be built by contract manufacturer Magna — will begin in the fourth quarter of 2022. The company said it plans to unveil a production-intent prototype of the Ocean later this year.

This is not Foxconn’s first foray into electric vehicle manufacturing.

Foxconn announced in January 2020 that it had formed a joint venture with Fiat Chrysler Automobiles to build electric vehicles in China. Under that agreement, each party will own 50% of the venture to develop and manufacture electric vehicles and engage in an IOV, what Foxconn parent company Hon Hai calls the “internet of vehicles” business.

Last month, Foxconn and Chinese automaker Zhejiang Geely Holding Group agreed to form a joint venture focused on contract manufacturing for automakers, with a specific focus on electrification, connectivity and autonomous driving technology as well as vehicles designed for sharing.

The joint venture between Foxconn and Geely will provide consulting services on whole vehicles, parts, intelligent drive systems and other automotive ecosystem platforms to automakers as well as ridesharing companies. Geely said it will bring its experience in the automotive fields of design, engineering, R&D, intelligent manufacturing, supply chain management and quality control while Foxconn will bring its manufacturing and Information and Communication Technology (ICT) know-how.

 

News: MealMe raises $900,000 for its food search engine

This morning MealMe.ai, a food search engine, announced that it has closed a $900,000 pre-seed round. Palm Drive Capital led the round, with participation from Slow Ventures and CP Ventures. TechCrunch first became familiar with MealMe when it presented as part of the Techstars Atlanta demo day last October, mentioning it in a roundup of

This morning MealMe.ai, a food search engine, announced that it has closed a $900,000 pre-seed round. Palm Drive Capital led the round, with participation from Slow Ventures and CP Ventures.

TechCrunch first became familiar with MealMe when it presented as part of the Techstars Atlanta demo day last October, mentioning it in a roundup of favorite startups from a group of the accelerator’s startup cohorts.

The company’s product allows users to search for food, or a restaurant. It then displays price points from various food-delivery apps for what the user wants to eat and have delivered. And, notably, MealMe allows for in-app checkout, regardless of the selected provider.

The service could boost pricing and delivery-speed transparency amongst the different apps that help folks eat, like DoorDash and Uber Eats. But Mealme didn’t start out looking to build a search engine. Instead it took a few changes in direction to get there.

From social network to search engine

MealMe is an example of a startup whose first idea proved only directionally correct. The company began life as a food-focused social network, co-founder Matthew Bouchner told TechCrunch. That iteration of the service allowed users to view posted food pictures, and then find ordering options for what they saw.

While still operating as a social network, MealMe applied to both Y Combinator and Techstars, but wasn’t accepted at either.

The startup discovered that some of its users were posting food pics simply to get the service to tell them which delivery services would be able to bring them what they wanted. From that learning the company focused on building a food search engine, allowing users to search for restaurants, and then vet various delivery options and prices. That iteration of the product got the company into Techstars Atlanta, eventually leading to the demo day that TechCrunch reviewed.

During its time in Techstars, the company adjusted its model to not merely link to DoorDash and others, but to handle checkout inside of its own application. This captures more gross merchandize value (GMV) inside of MealMe, Bouchner explained in an interview. The capability was rolled out in September of 2020.

Since then the company has seen rapid growth, which it measures at around 20% week-on-week. During TechCrunch’s interview with MealMe, the company said that it had reached a GMV run rate of more than $500,000, and was scaling toward the $1 million mark. In the intervening weeks the company passed the $1 million GMV run-rate threshold.

MealMe was slightly coy on its business model, but it appears to make margin between what it charges users for orders and the total revenue it passes along to food delivery apps.

TechCrunch was curious about platform risk at MealMe; could the company get away with offering price comparison and ordering across multiple third-party delivery services without raising the ire of the companies behind those apps? At the time of our interview, Bouchner said that his company had not seen pushback from the services it sends users to. His company’s goal is to grow quickly, become a useful revenue source for the DoorDashes of the world, and then reach out for some of formal agreement, he explained.

“We continue to be a powerful revenue generator and drive thousands of orders to food delivery services per week,” the co-founder said in a written statement. Certainly MealMe found investors more excited by its growth than concerned about Uber Eats or other apps cutting the startup off from their service.

What first caught my eye about MealMe was the realization of how much I would have used it in my early 20s. Perhaps the company can find enough users like my younger self to help it scale to sufficient size that it can go to the major food ordering companies and demand a cut, not merely avoid being cut off.

News: Lifestyle benefits startup Fringe gets a pandemic boost, raises seed round

Employers today often use perks to attract new talent in the form of discounts and deals, commuter funds, gym memberships, childcare, free lunches and more. But the pandemic has impacted what sort of in-office or other in-person perks employees can access. That’s led to booming growth — and now, a fundraise — for a startup

Employers today often use perks to attract new talent in the form of discounts and deals, commuter funds, gym memberships, childcare, free lunches and more. But the pandemic has impacted what sort of in-office or other in-person perks employees can access. That’s led to booming growth — and now, a fundraise — for a startup called Fringe, which offers companies a personalized marketplace of perks that people really want, like Netflix, Uber, Airbnb, DoorDash, Headspace, Talkspace and over 100 other apps.

The idea for Fringe came about from the co-founders’ work as financial advisors where they regularly found themselves consulting people who were weighing new job options and their associated benefits.

“Companies are spending a lot money on traditional benefits…$800, $1,000 a month per person. But the perceived value for most employees is relatively small, given the cost,” explains Fringe CEO Jordan Peace. “I started thinking about what could [companies] offer employees that would be a pretty low actual cost, but a really high perceived value?”

He landed on the idea of subscription services — things people use all the time in their daily lives, but sometimes feel just out of reach from a budgetary standpoint.

That’s where Fringe comes in.

Employers sign up for access to Fringe’s platform at a starting cost of $5 per employee per month. (The rate may decrease for larger organizations.) They then place the dollars they would normally spend on lifestyle benefits into the Fringe accounts of their employees, where they’re converted to “points” that can be spent on any of the apps and services.

Fringe Platform Walkthrough from Fringe on Vimeo.

Today, the marketplace offers a range of benefits, including streaming services like Netflix, Spotify, Disney+, and Audible, as well as virtual fitness, virtual coaching and wellness, online therapy like Talkspace, food and grocery delivery, like Grubhub, Uber Eats, Instacart, and Shipt, prepackaged meals, childcare like UrbanSitter, and more.

In the U.S., there are 135 services partners to choose from, with another couple hundred that are available overseas.

The startup’s business model involves negotiating a discount of anywhere from 10% to up to 60% off these services, which it passes along to the employees through its points back (rebate) system. Initially, it only allowed employees to spend their employer-provided lifestyle benefits dollars on Fringe. But due to user demand, it later opened up to allow employees to spend their own money, too — a feature they wanted specifically because of the points back.

Fringe first launched in 2019 — well ahead of the pandemic — and saw some slow but steady growth. It ended the year with 15 clients, representing a couple of hundred employees in total.

But then the COVID-19 pandemic hit, which sent a number of employees to work from home in a radical change to business culture that appears to have lasting impacts.

“After the dust settled from the first few months of COVID, we started getting 10…20 times more inbound interest,” Peace says, as companies realized Fringe could be a way to support their employees working from home.

“We were just in the right place at the right time to begin to profit from this changed workplace. And it’s not just a ‘pandemic perk.’ We’re going to get past COVID, and we’re still going to have two-thirds of people working from home. The workplace has changed,” he adds.

Image Credits: Fringe CEO Jordan Peace

By the end of 2020, Fringe had grown its client base to over 70 employers, representing now over 12,000 users on its platform. Today, its pipeline includes companies with between 200 and 2,000 employees — a sweet spot that allows them to move relatively quickly. This client base often includes tech companies, like car-sharing startup Turo or talent management system Cornerstone OnDemand, for example.

This year, Fringe expects to grow to well over 100,000 users on its platform, and increase its own team’s headcount, which is today around 20. It also plans to update its marketplace website to include things like automatic point gifting, charitable giving, new Slack integrations, improved navigation, and more.

As a result of the recent growth, Fringe has raised $2.2 million in new funding, in a round led by Sovereign’s Capital, with participation from Felton Group, Manchester Story, the Center for Innovative Technology, and angel investors, including Jaffray Woodriff. As part of this investment, the company also added longtime advisor William Boland, Senior Director of Corporate Development and Strategy at Mission Lane, to its Board of Directors.

With the addition of the new funds, the startup’s total raise to date is $4 million.

Fringe believes the advantage of its marketplace is that it can be personalized to the user. Typically, employers determine what benefits to offer by running employee surveys, where the majority wins. That’s why many companies today provide perks like backup child care or discounted gym access. But this system discounts the minority’s needs — people who may not have kids or don’t want to work out. People who wish they could use their benefits dollars in a different way.

In addition to employee perks, Fringe believes that having so many subscriptions under one roof could present other opportunities further down the line.

Woodriff, for example, sees Fringe’s potential as a big data play, in terms of who is signing up for what subscriptions and why.

“But if you think about the fact that you’ve got a subscription service marketplace…there’s more applications to that than just employee benefits,” Peace explains. “I’d like our Series A to be to be predicated upon the much greater total addressable market. And so I think we’re going to spend the next year to 18 months laying down concrete plans and building the tech to be ready to roll out a couple of different use cases,” he says.

News: Three days left to save on on early-bird pricing for TC Early Stage – Operations & Fundraising

In a mere 72 hours, early bird pricing disappears for TechCrunch Early Stage 2021, our two-part, founder bootcamp series focused on the building blocks you need to grow your company. The first event, TC Early Stage Operations & Fundraising, happens on April 1-2 — that’s two program packed days of education, connection and opportunity. The

In a mere 72 hours, early bird pricing disappears for TechCrunch Early Stage 2021, our two-part, founder bootcamp series focused on the building blocks you need to grow your company. The first event, TC Early Stage Operations & Fundraising, happens on April 1-2 — that’s two program packed days of education, connection and opportunity.

The second event, TC Early Stage – Marketing & Fundraising, takes place July 8-9. Pro Tip: each bootcamp stands alone and features different topics, content and speakers. Attend one or both events — it’s up to you. But know this: you’ll save more and learn twice as much when you score a dual-event pass at the early bird price. Beat the deadline, buy your passes before Feb 27 at 11:59 p.m. (PT) and save up to $100.

TC Early Stage is all about helping new startup founders (pre-seed through Series A) learn the essential skills required to build a successful startup. No need to reinvent the wheel — you’ll have access to the leading experts across the range of specialties. Much like an accelerator (compacted into two days), you’ll learn about legal issues, fundraising, marketing, growth, product-market fit, tech stack, pitch decks and recruiting. We’re talking highly engaging workshops with interactive Q&As.

On day one you’ll hear from experts like Eghosa Omoigui, the founder and managing general partner of EchoVC Partners, a seed and early-stage technology venture capital firm serving underrepresented founders and underserved markets. He’ll discuss ways to keep your eyes on the big picture and avoid the blind spots that lead to fragmentation and oversights.

Day two features the TC Early Stage Pitch Off! Out of the hundreds of applications we received, we selected 10 founders to pitch on stage for five minutes to a panel of prominent VC judges — followed by a five-minute Q&A. Three founders will move into the finals and pitch to a new panel of judges and endure a more in-depth Q&A. The winner receives a feature article on TechCrunch.com, a free, one-year subscription to ExtraCrunch and a free Founder Pass to TechCrunch Disrupt 2021.

Wondering whether it’s worth your time and money?

“You learn from industry leaders and seasoned founders — people who’ve already been there and done that. They were genuine and honest about industry expectations. Plus, they shared first-hand accounts, which made them more relatable.” — Chloe Leaaetoa, founder of Socicraft

Don’t reinvent the wheel. Go to TechCrunch Early Stage 2021 (in April and July), learn how-to from the best, connect with other early-stage founders and build a stronger startup. The early bird price disappears in three days on Friday, Feb 27 at 11:59 p.m. (PT). Buy your pass today and save up to $100.

News: Select Star raises seed to automatically document datasets for data scientists

Back when I was a wee lad with a very security-compromised MySQL installation, I used to answer every web request with multiple “SELECT *” database requests — give me all the data and I’ll figure out what to do with it myself. Today in a modern, data-intensive org, “SELECT *” will kill you. With petabytes

Back when I was a wee lad with a very security-compromised MySQL installation, I used to answer every web request with multiple “SELECT *” database requests — give me all the data and I’ll figure out what to do with it myself.

Today in a modern, data-intensive org, “SELECT *” will kill you. With petabytes of information, tens of thousands of tables (on the small side!), and millions and perhaps billions of calls flung at the database server, data science teams can no longer just ask for all the data and start working with it immediately.

Big data has led to the rise of data warehouses and data lakes (and apparently data lake houses), infrastructure to make accessing data more robust and easy. There is still a cataloguing and discovery problem though — just because you have all of your data in one place doesn’t mean a data scientist knows what the data represents, who owns it, or what that data might affect in the myriad of web and corporate reporting apps built on top of it.

That’s where Select Star comes in. The startup, which was founded about a year ago in March 2020, is designed to automatically build out metadata within the context of a data warehouse. From there, it offers a full-text search that allows users to quickly find data as well as “heat map” signals in its search results which can quickly pinpoint which columns of a dataset are most used by applications within a company and have the most queries that reference them.

The product is SaaS, and it is designed to allow for quick onboarding by connecting to a customer’s data warehouse or business intelligence (BI) tool.

Select Star’s interface allows data scientists to understand what data they are looking at. Photo via Select Star.

Shinji Kim, the sole founder and CEO, explained that the tool is a solution to a problem she has seen directly in corporate data science teams. She formerly founded Concord Systems, a real-time data processing startup that was acquired by Akamai in 2016. “The part that I noticed is that we now have all the data and we have the ability to compute, but now the next challenge is to know what the data is and how to use it,” she explained.

She said that “tribal knowledge is starting to become more wasteful [in] time and pain in growing companies” and pointed out that large companies like Facebook, Airbnb, Uber, Lyft, Spotify and others have built out their own homebrewed data discovery tools. Her mission for Select Star is to allow any corporation to quickly tap into an easy-to-use platform to solve this problem.

The company raised a $2.5 million seed round led by Bowery Capital with participation from Background Capital and a number of prominent angels including Spencer Kimball, Scott Belsky, Nick Caldwell, Michael Li, Ryan Denehy and TLC Collective.

Data discovery tools have been around in some form for years, with popular companies like Alation having raised tens of millions of VC dollars over the years. Kim sees an opportunity to compete by offering a better onboarding experience and also automating large parts of the workflow that remain manual for many alternative data discovery tools. With many of these tools, “they don’t do the work of connecting and building the relationship,” between data she said, adding that “documentation is still important, but being able to automatically generate [metadata] allows data teams to get value right away.”

Select Star’s team, with CEO and founder Shinji Kim in top row, middle. Photo via Select Star.

In addition to just understanding data, Select Star can help data engineers begin to figure out how to change their databases without leading to cascading errors. The platform can identify how columns are used and how a change to one may affect other applications or even other datasets.

Select Star is coming out of private beta today. The company’s team currently has seven people, and Kim says they are focused on growing the team and making it even easier to onboard users by the end of the year.

News: Aquarium scores $2.6M seed to refine machine learning model data

Aquarium, a startup from two former Cruise employees, wants to help companies refine their machine learning model data more easily and move the models into production faster. Today the company announced a $2.6 million seed led by Sequoia with participation from Y Combinator and a bunch of angel investors including Cruise co-founders Kyle Vogt and

Aquarium, a startup from two former Cruise employees, wants to help companies refine their machine learning model data more easily and move the models into production faster. Today the company announced a $2.6 million seed led by Sequoia with participation from Y Combinator and a bunch of angel investors including Cruise co-founders Kyle Vogt and Dan Kan.

When the two co-founders CEO Peter Gao and head of engineering Quinn Johnson, were at Cruise they learned that finding areas of weakness in the model data was often the problem that prevented it from getting into production. Aquarium aims to solve this issue.

“Aquarium is a machine learning data management system that helps people improve model performance by improving the data that it’s trained on, which is usually the most important part of making the model work in production,” Gao told me.

He says that they are seeing a lot of different models being built across a variety of industries, but teams are getting stuck because iterating on the data set and continually finding relevant data is a hard problem to solve. That’s why Aquarium’s founders decided to focus on this.

“It turns out that most of the improvement to your model, and most of the work that it takes to get it into production is about deciding, ‘Here’s what I need to go and collect next. Here’s what I need to go label. Here’s what I need to go and retrain my model on and analyze it for errors and repeat that iteration cycle,” Gao explained.

The idea is to get a model into production that outperforms humans. One customer Sterblue offers a good example. They provide drone inspection services for wind turbines. Their customers used to send out humans to inspect the turbines for damage, but with a set of drone data, they were able to train a machine learning model to find issues. Using Aquarium, they refined their model and improved accuracy by 13%, while cutting the cost of human reviews in half, Gao said.

The 7 person Aquarium startup team.

The Aquarium team. Image: Aquarium

Aquarium currently has 7 employees including the founders, of which three are women. Gao says that they are being diverse by design. He understands the issues of bias inherent in machine learning model creation, and creating a diverse team for this kind of tooling is one way to help mitigate that bias.

The company launched last February and spent part of the year participating in the Y Combinator Summer 2020 cohort. They worked on refining the product throughout 2020, and recently opened it up from beta to generally available.

News: Meet the LatinX Startup Alliance and Startout founders from TC Include at TC Sessions: Justice 2021

We love nothing more than highlighting notable early-stage startups, and you’ll find plenty of them in the spotlight on March 3 at TC Sessions: Justice 2021, a virtual conference exploring diversity, inclusion and the human labor that powers tech. You do not want to miss meeting and learning more about these impressive early-stage founders —

We love nothing more than highlighting notable early-stage startups, and you’ll find plenty of them in the spotlight on March 3 at TC Sessions: Justice 2021, a virtual conference exploring diversity, inclusion and the human labor that powers tech. You do not want to miss meeting and learning more about these impressive early-stage founders — all participants in the TC Include Program.

Not familiar with TC Include? TechCrunch partners with various founder organizations who act as advisors and nominate promising early-stage founders to participate in the program. In a collective collaboration with VC organizations like Kleiner Perkins, Salesforce Ventures and Initialized Capital and the founder organizations, TC Include provides educational resources and mentorship over the course of the year to help program participants develop and succeed.

You’ll have plenty of opportunity to meet and network with TC Include founders, and you won’t want to miss their live pitch feedback session. Each TC Include founder gets a 60-second pitch to a TechCrunch staffer. It’s a great opportunity to learn how to structure your pitch and pick up a few tips and strategies. Who knows? The pitch you improve could be your own.

We’ve already announced the TC Include startups affiliated with partner organizations Black Female Founders (here) and the Female Founder Alliance (here). Today, we’re thrilled to share with you just some of the early-stage founders affiliated with StartOut and the LatinX Startup Alliance.

StartOut

Endo Industries: Endo Industries sells cannabis plants and, through collaboration with farmers, is building a platform that helps operators scale brands grounded in equity, diversity and wellness. Founded by Nancy Do.

Kyndoo: Kyndoo is a data platform for solving social media’s biggest problems — fraud, attribution and content safety. It helps brands avoid working with #FakeFamous and helps them find companies that share their mission and values. Founded by Kelly McDonald.

Thimble: Thimble is a monthly subscription service that teaches kids robotics and coding skills through a curated STEM curriculum, robotics and coding kits and live, build-along classes. Founded by Oscar Pedroso.

LatinX Startup Alliance

Hoy Health: Hoy Health, a digital health company with a bilingual platform, provides access to primary care products and services, at low cost, to underserved communities. Founded by Mario Anglada.

Caribu: Caribu‌ ‌helps‌ ‌kids have virtual playdates with family and friends by ‌playing games, reading‌ and coloring ‌together in‌ ‌an‌ ‌interactive‌ ‌video-call. Founded by Max Tuchman.

Pandocap.co: Pandocap is a financial media company built around the capital markets. Bilingual content focuses on easy-to-understand information and highlights diverse voices through different strategies. Founded by Laura Moreno.

TC Sessions: Justice 2021 takes place on March 3. Check out the event agenda, buy your pass today, and discover the opportunities that come from building a more diverse, inclusive and just industry.

WordPress Image Lightbox Plugin