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The IPO rush of 2021 continued this week with a fresh filing from NoSQL provider Couchbase. The company raised hundreds of millions while private, making its impending debut an important moment for a number of private investors, including venture capitalists.
According to PitchBook data, Couchbase was last valued at a post-money valuation of $580 million when it raised $105 million in May 2020. The company — despite its expansive fundraising history — is not a unicorn heading into its debut to the best of our knowledge.
We’d like to uncover whether it will be one when it prices and starts to trade, so we dug into Couchbase’s business model and its financial performance, hoping to better understand the company and its market comps.
The Couchbase S-1 filing details a company that sells database tech. More specifically, Couchbase offers customers database technology that includes what NoSQL can offer (“schema flexibility,” in the company’s phrasing), as well as the ability to ask questions of their data with SQL queries.
Couchbase’s software can be deployed on clouds, including public clouds, in hybrid environments, and even on-prem setups. The company sells to large companies, attracting 541 customers by the end of its fiscal 2021 that generated $107.8 million in annual recurring revenue, or ARR, by the close of last year.
Couchbase breaks its revenue into two main buckets. The first, subscription, includes software license income and what the company calls “support and other” revenues, which it defines as “post-contract support,” or PCS, which is a package of offerings, including “support, bug fixes and the right to receive unspecified software updates and upgrades” for the length of the contract.
The company’s second revenue bucket is services, which is self-explanatory and lower-margin than its subscription products.
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As enterprise startups continue to target interesting gaps in the market, we’re seeing increasingly sophisticated tools getting built for small and medium businesses — traditionally a tricky segment to sell to, too small for large enterprise tools, and too advanced in their needs for consumer products. In the latest development of that trend, an Israeli startup called DataRails has raised $25 million to continue building out a platform that lets SMBs use Excel to run financial planning and analytics like their larger counterparts.
The funding closes out the company’s Series A at $43.5 million, after the company initially raised $18.5 million in April (some at the time reported this as its Series A, but it seems the round had yet to be completed). The full round includes Zeev Ventures, Vertex Ventures Israel and Innovation Endeavors, with Vintage Investment Partners added in this most recent tranche. DataRails is not disclosing its valuation, except to note that it has doubled in the last four months, with hundreds of customers and on target to cross 1,000 this year, with a focus on the North American market. It has raised $55 million in total.
The challenge that DataRails has identified is that on one hand, SMBs have started to adopt a lot more apps, including software delivered as a service, to help them manage their businesses — a trend that has been accelerated in the last year with the pandemic and the knock-on effect that has had for remote working and bringing more virtual elements to replace face-to-face interactions. Those apps can include Salesforce, NetSuite, Sage, SAP, QuickBooks, Zuora, Xero, ADP and more.
But on the other hand, those in the business who manage finances and financial reporting are lacking the tools to look at the data from these different apps in a holistic way. While Excel is a default application for many of them, they are simply reading lots of individual spreadsheets rather than integrated data analytics based on the numbers.
DataRails has built a platform that can read the reported information, which typically already lives in Excel spreadsheets, and automatically translate it into a bigger picture view of the company.
For SMEs, Excel is such a central piece of software, yet such a pain point for its lack of extensibility and function, that this predicament was actually the germination of starting DataRails in the first place,
Didi Gurfinkel, the CEO who co-founded the company with Eyal Cohen (the CPO) said that DataRails initially set out to create a more general-purpose product that could help analyze and visualize anything from Excel.
Image: DataRails
“We started the company with a vision to save the world from Excel spreadsheets,” he said, by taking them and helping to connect the data contained within them to a structured database. “The core of our technology knows how to take unstructured data and map that to a central database.” Before 2020, DataRails (which was founded in 2015) applied this to a variety of areas with a focus on banks, insurance companies, compliance and data integrity.
Over time, it could see a very specific application emerging, specifically for SMEs: providing a platform for FP&A (financial planning and analytics), which didn’t really have a solution to address it at the time. “So we enabled that to beat the market.”
“They’re already investing so much time and money in their software, but they still don’t have analytics and insight,” said Gurfinkel.
That turned out to be fortunate timing, since “digital transformation” and getting more out of one’s data was really starting to get traction in the world of business, specifically in the world of SMEs, and CFOs and other people who oversaw finances were already looking for something like this.
The typical DataRails customer might be as small as a business of 50 people, or as big as 1,000 employees, a size of business that is too small for enterprise solutions, “which can cost tens of thousands of dollars to implement and use,” added Cohen, among other challenges. But as with so many of the apps that are being built today to address those using Excel, the idea with DataRails is low-code or even more specifically no-code, which means “no IT in the loop,” he said.
“That’s why we are so successful,” he said. “We are crossing the barrier and making our solution easy to use.”
The company doesn’t have a huge number of competitors today, either, although companies like Cube (which also recently raised some money) are among them. And others like Stripe, while currently not focusing on FP&A, have most definitely been expanding the tools that it is providing to businesses as part of their bigger play to manage payments and subsequently other processes related to financial activity, so perhaps it, or others like it, might at some point become competitors in this space as well.
In the meantime, Gurfinkel said that other areas that DataRails is likely to expand to cover alongside FP&A include HR, inventory and “planning for anything,” any process that you have running in Excel. Another interesting turn would be how and if DataRails decides to look beyond Excel at other spreadsheets, or bypass spreadsheets altogether.
The scope of the opportunity — in the U.S. alone there are more than 30 million small businesses — is what’s attracting the investment here.
“We’re thrilled to reinvest in DataRails and continue working with the team to help them navigate their recent explosive and rapid growth,” said Yanai Oron, general partner at Vertex Ventures, in a statement. “With innovative yet accessible technology and a tremendous untapped market opportunity, DataRails is primed to scale and become the leading FP&A solution for SMEs everywhere.”
“Businesses are constantly about to start, in the midst of, or have just finished a round of financial reporting — it’s a never-ending cycle,” added Oren Zeev, founding partner at Zeev Ventures. “But with DataRails, FP&A can be simple, streamlined, and effective, and that’s a vision we’ll back again and again.”
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Eindhoven might not immediately spring to mind as a high-tech hub, but the Netherlands city is keen to position itself as a center for deep tech in Europe.
The Technical University of Eindhoven, High Tech Campus Eindhoven, and locally based corporates like ASML and Philips have been eyeing initiatives across Europe and applying what they’ve learned to the region’s strategy. Philips launched in Eindhoven in 1891 and played no small part in the municipality’s ambitions to become a tech hub.
Eindhoven produces a high number of patents per year considering its small population and has been home to an inordinate number of hardware startups. The local High Tech Campus has a high hardware focus, for instance.
Our survey respondents consider the city strong in areas like photonics, robotics, medical devices, materials science, deep tech, automotive tech, sustainability tech, medtech, Big Data, hardware and precision engineering. They are looking for more mature startups and scaleups focused on AI and hard tech.
Eindhoven is considered weaker in fintech and consumer products, and it exists in a small region with limited global visibility.
Over the next five years, one respondent said, “Eindhoven will have evolved to the Netherlands’ second-largest tech ecosystem, behind Amsterdam. On a European scale, Eindhoven will have entered the top 10.”
To learn more about Eindhoven, we queried the following investors:
What industry sectors is your tech ecosystem strong in? What are you most excited by? What is it weak in?
High-tech systems, photonics, robotics, medical devices.
Which are the most interesting startups in your city?
Lightyear, Bio-TRIP, EFFECT photonics, Nemo Healthcare, Sorama.
What are the tech investors like? What is the investment scene like in your city? What’s their focus?
Fully dedicated.
Who are the key startup people in your city (e.g., investors, founders, lawyers, designers, etc.)?
Steef Blok, Harm de Vries, Piet van der Wielen, Andy Lurling, Mark Cox.
Where do you see your city’s tech scene in five years’ time?
More mature, more focused on inclusive development, less quality coming from university spinoffs.
What industry sectors is your tech ecosystem strong in? What are you most excited by? What is it weak in?
High-tech systems and materials, the real high-tech and deep tech stuff that either leads to scientific breakthroughs or turns scientific breakthroughs into companies. Lithography makes a major contribution to that, as well as medical devices and production technologies.
Which are the most interesting startups in your city?
Nearfield Instruments, Optiflux, Dynaxion, AlphaBeats, Incooling.
What are the tech investors like? What is the investment scene like in your city? What’s their focus?
They focus mainly on high-tech machine building and software development, AI.
With the shift to remote working during the COVID-19 pandemic, will people stay in your city, move out or will others move in?
Largely unaffected.
Where do you see your city’s tech scene in five years’ time?
More integrated between AI and hard tech and production.
What industry sectors is your tech ecosystem strong in? What are you most excited by? What is it weak in?
The pros are high-tech systems, collaboration culture and excellent startup ecosystem; The cons are that it’s a small region with limited visibility globally.
Which are the most interesting startups in your city?
LionVolt, DENS, Lightyear, Morphotonics.
What are the tech investors like? What is the investment scene like in your city? What’s their focus?
They focus mainly on high-tech machine building and software development, AI.
With the shift to remote working during the COVID-19 pandemic, will people stay in your city, move out or will others move in?
Others will move in! Housing is extremely expensive but the demand for a skilled workforce is extremely high. If people move to surrounding areas, within 30 km, housing prices skyrocket all over.
Who are the key startup people in your city (e.g., investors, founders, lawyers, designers, etc.)?
BOM (that’s us!), Braventure, Brainport Development, TNO.
Where do you see your city’s tech scene in five years’ time?
Leading worldwide in several technology areas, mainly, high-precision, roll-to-roll processing atomic layer deposition, material handling, industry 4.0, silicon processing equipment.
What industry sectors is your tech ecosystem strong in? What are you most excited by? What is it weak in?
The region is strong in deep tech, automotive tech, sustainability tech, medtech, Big Data, hardware and precision engineering. Most excited by sustainability tech and deep tech. The region is weak in fintech.
Which are the most interesting startups in your city?
Lightyear, Incooling.
What are the tech investors like? What is the investment scene like in your city? What’s their focus?
Conservative, non-risk-taking — there are so many subsidies they don’t need to take risks, so once the tech risk is gone, they are good, but they are not global enough; hardware.
With the shift to remote working during the COVID-19 pandemic, will people stay in your city, move out or will others move in?
Hardware is hands-on — people are still moving in! We have a housing “crisis!”
Who are the key startup people in your city (e.g., investors, founders, lawyers, designers, etc.)?
Innovation Industries.
Where do you see your city’s tech scene in five years’ time?
More mature startups and scaleups on the scene!
What industry sectors is your tech ecosystem strong in? What are you most excited by? What is it weak in?
The region is strong in sustainable cities, health and well-being, and education.
Which are the most interesting startups in your city?
FruitPunch AI, AlphaBeats, Vaulut, Lightyear, Serendipity.
What are the tech investors like? What is the investment scene like in your city? What’s their focus?
Mainly hardware; LUMO Labs has an early-stage software focus.
With the shift to remote working during the COVID-19 pandemic, will people stay in your city, move out or will others move in?
Stay.
Who are the key startup people in your city (e.g., investors, founders, lawyers, designers, etc.)?
Nard Sintenie, Frank Claassen, Hans Bloemen.
Where do you see your city’s tech scene in five years’ time?
Competing on a global scale.
What industry sectors is your tech ecosystem strong in? What are you most excited by? What is it weak in?
The region is strong in deep tech and health. I’m excited about opportunities for cooperation between different companies. It’s weak in seed investment.
Which are the most interesting startups in your city?
Lightyear, AlphaBeats, Carbyon, FruitPunch, Serendipity.
What are the tech investors like? What is the investment scene like in your city? What’s their focus?
Tech investors are mainly government-regulated constitutions or angels. Focus on scaleup.
With the shift to remote working during the COVID-19 pandemic, will people stay in your city, move out or will others move in?
They will stay; working from home has some benefits but meeting people in an inspiring environment gives the best synergy.
Who are the key startup people in your city (e.g., investors, founders, lawyers, designers, etc.)?
LUMO Labs, HighTechXL, Andy Lurling, Sven Bakkes, John Bell, Guus Frericks, Bert-Jan Woertman.
Where do you see your city’s tech scene in five years’ time?
Leading in the world.
What industry sectors is your tech ecosystem strong in? What are you most excited by? What is it weak in?
The region is strong in building sustainable and resilient cities and a platform between cities/society and tech market.
Which are the most interesting startups in your city?
Digital Toolbox (a Serendipity spinoff), Amber (mobility), Active Esports Arena and other portfolio companies of LUMO Labs.
What are the tech investors like? What is the investment scene like in your city? What’s their focus?
Through LUMO Labs, there is a focus on societal investments; the rest is investment in high tech due to the big industries (VDLK, ASML, NXP, Phillips).
With the shift to remote working during the COVID-19 pandemic, will people stay in your city, move out or will others move in?
Work at home or mix in the office and at home.
Who are the key startup people in your city (e.g., investors, founders, lawyers, designers, etc.)?
A combination of accelerators (LUMO Labs, HighTechXL, Braventure) and Brainport (ecosystem management) supported by the Eindhoven University of Technology and big corporates.
Where do you see your city’s tech scene in five years’ time?
Leading in the world on societal/systemic change — moving from high-tech toward impact (more software and digitization).
What industry sectors is your tech ecosystem strong in? What are you most excited by? What is it weak in?
It’s strong in high-tech equipment, hardware, photonics, additive manufacturing, lighting, electronics, semiconductor technology and health tech, and weak in consumer products and apps.
Which are the most interesting startups in your city?
Lightyear, ELEO Technologies, EFFECT Photonics, SMART Photonics, PhotonFirst, Amber.
What are the tech investors like? What is the investment scene like in your city? What’s their focus?
There is a relatively low number of investors in early stage.
With the shift to remote working during the COVID-19 pandemic, will people stay in your city, move out or will others move in?
They will stay. Eindhoven is a hot spot with many cultures, international tech community and great infrastructure, while it feels like a village.
Who are the key startup people in your city (e.g., investors, founders, lawyers, designers, etc.)?
Nard Sintenie, startup founders, HighTechXL.
Where do you see your city’s tech scene in five years’ time?
Worldwide dominance in high-tech hardware scaleups.
What industry sectors is your tech ecosystem strong in? What are you most excited by? What is it weak in?
The Eindhoven ecosystem is really strong in the sectors of mobility, smart city and energy. I’m most excited about smart city. This is our focus sector and it is the embodiment of ecosystem collaboration with impact solutions.
Which are the most interesting startups in your city?
Vaulut, Roseman Labs, FruitPunch AI, Amber, Sendcloud, Lightyear.
What are the tech investors like? What is the investment scene like in your city? What’s their focus?
The investment scene is getting better. They are increasingly realizing that deep tech takes time and needs to be nurtured, but the potential impact is massive and can have a dramatic effect on the entire ecosystem. There are still relatively few early-stage impact drive investors. LUMO Labs is leading the pack on that front.
With the shift to remote working during the COVID-19 pandemic, will people stay in your city, move out or will others move in?
I think more people will stay as the need to move to Amsterdam as the tech hub of the Netherlands diminishes, giving Eindhoven a boost to strengthen its own ecosystem, which will in turn make even more people stay and attract people to move in the city. As a result, COVID-19 will have a positive effect on Eindhoven’s tech ecosystem, I believe.
Who are the key startup people in your city (e.g., investors, founders, lawyers, designers, etc.)?
LUMO Labs, the Eindhoven University of Technology, High Tech Campus, Amber, Brainport Eindhoven.
Where do you see your city’s tech scene in five years’ time?
In five years, I believe Eindhoven will have evolved to Netherlands’ second-largest tech ecosystem, behind Amsterdam. On a European scale, Eindhoven will have entered the top 10.
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With the right message, even a small startup can connect with established and emerging stars on TikTok, Instagram and YouTube who will promote your products and services — as long as your marketing team understands the influencer marketplace.
Creators have a wide variety of brands and revenue channels to choose from, but marketers who understand how to court these influencers can make inroads no matter the size of their budget. Although brand partnerships are still the top source of revenue for creators, many are starting to diversify.
If you’re in charge of marketing at an early-stage startup, this post explains how to connect with an influencer who authentically resonates with your brand and covers the basics of setting up a revenue-share structure that works for everyone.
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Use discount code ECFriday to save 20% off a one- or two-year subscription
Our upcoming TC Early Stage event is devoted to marketing and fundraising, so expect to see more articles than usual about growth marketing in the near future.
We also ran a post this week with tips for making the first marketing hire, and Managing Editor Eric Eldon spoke to growth leader Susan Su to get her thoughts about building remote marketing teams.
We’re off today to celebrate the Juneteenth holiday in the United States. I hope you have a safe and relaxing weekend.
Walter Thompson
Senior Editor, TechCrunch
@yourprotagonist
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The pandemic forced a reckoning about the way we work — and whether we want to keep working in the same way, with the same people, for the same company — and many are looking for something different on the other side.
Art Zeile, the CEO of DHI Group, notes this means it’s a great time for startups to recruit talent.
“While all startups are certainly not focused on being disruptive, they often rely on cutting-edge technology and processes to give their customers something truly new,” Zeile writes. “Many are trying to change the pattern in their particular industry. So, by definition, they generally have a really interesting mission or purpose that may be more appealing to tech professionals.”
Here are four considerations for high-growth company founders building their post-pandemic team.
Image Credits: Bryce Durbin
“Refraction AI calls itself the Goldilocks of robotic delivery,” Rebecca Bellan writes. “The Ann Arbor-based company … was founded by two University of Michigan professors who think delivery via full-size autonomous vehicles (AV) is not nearly as close as many promise, and sidewalk delivery comes with too many hassles and not enough payoff.
“Their ‘just right’ solution? Find a middle path, or rather, a bike path.”
Rebecca sat down with the company’s CEO to discuss his motivation to make “something that is useful to the general public.”
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What are investors looking for?
Founders often tie themselves in knots as they try to project qualities they hope investors are seeking. In reality, few entrepreneurs have the acting skills required to convince someone that they’re patient, dedicated or hard working.
Johan Brenner, general partner at Creandum, was an early backer of Klarna, Spotify and several other European startups. Over the last two decades, he’s identified five key traits shared by people who create billion-dollar companies.
“A true unicorn founder doesn’t need to have all of those capabilities on day one,” Brenner, writes “but they should already be thinking big while executing small and demonstrating that they understand how to scale a company.”
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EV sales are driving demand for services and startups that fulfill the new needs of drivers, charging station operators and others.
Evette Ellis and Ben Schippers took to the main stage at TC Sessions: Mobility 2021 to share how their companies capitalized on the new opportunities presented by the electric transportation revolution.
Image Credits: Alexandr Wang
Scale co-founder and CEO Alex Wang joined us at TechCrunch Sessions: Mobility 2021 to discuss his company’s role in the autonomous driving industry and how it’s changed in the five years since its founding.
Scale helps large and small AV players establish reliable “ground truth” through data annotation and management, and along the way, the standards for what that means have shifted as the industry matures.
Even if two algorithms in autonomous driving might be created more or less equal, their real-world performance could vary dramatically based on what they’re consuming in terms of input data. That’s where Scale’s value prop to the industry starts, and Wang explains why.
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The prevailing post-pandemic edtech narrative, which predicted higher ed would be DOA as soon as everyone got their vaccine and took off for a gap year, might not be quite true.
Natasha Mascarenhas explores a new crop of edtech SaaS startups that function like guidance counselors, helping students with everything from study-abroad opportunities to swiping right on a captivating college (really!).
“Startups that help students navigate institutional bureaucracy so they can get more value out of their educational experience may become a growing focus for investors as consumer demand for virtual personalized learning increases,” she writes.
Image Credits: Bryce Durbin/TechCrunch
Dear Sophie,
My co-founders and I launched a software startup in Iran a few years ago, and I’m happy to say it’s now thriving. We’d like to expand our company in California.
Now that President Joe Biden has eliminated the Muslim ban, is it possible to do that? Is the pandemic still standing in the way? Do you have any suggestions?
— Talented in Tehran
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Chris Jackson, the vice president of client development at CompTrak, writes in a guest column that having a conversation about diversity, equity and inclusion initiatives and “agreeing on the need for equality doesn’t mean it will be achieved on an organizational scale.”
He lays out a data-driven proposal that brings in everyone from directors to HR to the talent acquisition team to get companies closer to actual equity — not just talking about it.
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Few people are more closely tapped into the innovations in the transportation space than investors.
They’re paying close attention to what startups and tech companies are doing to develop and commercialize autonomous vehicle technology, electrification, micromobility, robotics and so much more.
For TC Sessions: Mobility 2021, we talked to three VCs about everything from the pandemic to the most overlooked opportunities within the transportation space.
Image Credits: TechCrunch
Automakers’ interest in robotics is not a new phenomenon, of course: Robots and automation have long played a role in manufacturing and are both clearly central to their push into AVs.
But recently, many companies are going even deeper into the field, with plans to be involved in the wide spectrum of categories that robotics touch.
At TC Sessions: Mobility 2021, we spoke to a trio of experts at three major automakers about their companies’ unique approaches to robotics.
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Apple’s location devices — called AirTags — have been out for more than a month now. The initial impressions were good, but as we concluded back in April: “It will be interesting to see these play out once AirTags are out getting lost in the wild.”
That’s exactly what our resident UX analyst, Peter Ramsey, has been doing for the last month — intentionally losing AirTags to test their user experience at the limits.
This Extra Crunch exclusive helps bridge the gap between Apple’s mistakes and how you can make meaningful changes to your product’s UX.
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Robotic process automation (RPA) is no longer in the early-adopter phase.
Though it requires buy-in from across the organization, contributor Kevin Buckley writes, it’s time to gather everyone around and get to work.
“Automating just basic workflow processes has resulted in such tremendous efficiency improvements and cost savings that businesses are adapting automation at scale and across the enterprise,” he writes.
Long story short: “Adapting business automation for the enterprise should be approached as a business solution that happens to require some technical support.”
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Mobility should be a right, but too often it’s a privilege. Can startups provide the technology and the systems necessary to help correct this injustice?
At our TC Sessions: Mobility 2021 event, we sat down with Revel CEO and co-founder Frank Reig, Remix CEO and co-founder Tiffany Chu, and community organizer, transportation consultant and lawyer Tamika L. Butler to discuss how mobility companies should think about equity, why incorporating it from the get-go will save money in the long run, and how they can partner with cities to expand accessible and sustainable mobility.
Image Credits: Carlin Ma / Madrona Venture Group/Brian Smale
Coda CEO Shishir Mehrotra and Madrona partner S. Somasegar joined Extra Crunch Live to go through Coda’s pitch doc (not deck. Doc) and stuck around for the ECL Pitch-off, where founders in the audience come “onstage” to pitch their products to our guests.
Extra Crunch Live takes place every Wednesday at 3 p.m. EDT/noon PDT. Anyone can hang out during the episode (which includes networking with other attendees), but access to past episodes is reserved exclusively for Extra Crunch members. Join here.
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Meet Mediflash, a new French startup that wants to improve temp staffing in healthcare facilities, such as nursing homes, clinics and mental health facilities. The company positions itself as an alternative to traditional temp staffing agencies. They claim to offer better terms for both caregivers and institutions.
“It costs a small fortune to health facilities while caregivers are paid poorly,” co-founder Léopold Treppoz told me.
Traditional temp staffing agencies hire caregivers and nurses on their payroll. When a facility doesn’t have enough staff, they ask their usual temp staffing agency. The agency finds someone and charges the facility.
“When we started, we thought we would do a temp staffing agency, but more digital, more tech,” Treppoz said. But the startup realized they would face the same issues as regular temp staffing agencies.
Instead, they looked at other startups working on freelancer marketplaces for developers, project managers, marketing experts and more. In France, a few of them have been quite successful, such as Comet, Malt, StaffMe and Brigad — some of them even run a vertical focused on health professionals. But Mediflash wants to focus specifically on caregivers.
Professionals signing up to Mediflash are freelancers. Mediflash only acts as a marketplace that connects health facilities with caregivers. The company says caregivers can expect more revenue — up to 20% — while facilities end up paying less.
Of course, it’s not a fair comparison as temp staffing agencies hire caregivers. As a freelancer, you don’t have the same benefits as a full-time employee. And in particular, you can’t get unemployment benefits.
“But a lot of caregivers say that this isn’t an issue because there is a lot of demand [from health facilities],” Treppoz said. On the platform, you’ll find students in nursing school who want to earn a bit of money, professionals who already have a part-time job looking for additional work as well as full-time substitute caregivers.
Usually, facilities just want someone for three days because they’re running short on staff. Mediflash is well aware that health facilities usually work with one temp staffing agency and that’s it. That’s why the startup has a sales team that has to talk with each facility one by one. Right now, the startup is mostly focused on Metz, Nancy and Strasbourg.
Mediflash recently raised a $2 million funding round (€1.7 million) led by Firstminute Capital. Several business angels are also participating, such as Alexandre Fretti (Malt), Alexandre Lebrun (Nabla), Simon Dawlat (Batch.com) and Marie Outtier (Aiden.ai, acquired by Twitter).
So far, the company has managed 1,400 substitute days. Mediflash takes a cut on each transaction. The company now plans to expand to other cities all around the country.
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KeepTruckin, a hardware and software developer that helps trucking fleets manage vehicle, cargo and driver safety, has just raised $190 million in a Series E funding round, which puts the company’s valuation at over $2 billion, according to CEO Shoaib Makani.
G2 Venture Partners, which just raised a $500 million fund to help modernize existing industries, participated in the round, alongside existing backers like Greenoaks Capital, Index Ventures, IVP and Scale Venture Partners and funds managed by BlackRock.
KeepTruckin intends to invest its new capital back into its AI-powered products like its GPS tracking, ELD compliance and dispatch and workflow, but it’s specifically interested in improving its smart dashcam, which instantly detects unsafe driving behaviors like cell phone distraction and close following and alerts the drivers in real time, according to Makani.
The company says Usher Transport, one of its clients, says it has seen a 32% annual reduction in accidents after implementing the Smart Dashcam, DRIVE risk score and Safety Hub, products that the company offers to increase safety.
“KeepTruckin’s special sauce is that we can build complex models (that other edge cameras can’t yet run) and make it run on the edge with low-power, low-memory and low-bandwidth constraints,” Makani told TechCrunch. “We have developed in-house IPs to solve this problem at different environmental conditions such as low-light, extreme weather, occluded subject and distortions.”
This kind of accuracy requires billions of ground truth data points that are trained and tested on KeepTruckin’s in-house machine learning platform, a process that is very resource-intensive. The platform includes smart annotation capabilities to automatically label the different data points so the neural network can play with millions of potential situations, achieving similar performance to the edge device that’s in the field with real-world environmental conditions, according to Makani.
A 2020 McKinsey study predicted the freight industry is not likely to see the kind of YOY growth it saw last year, which was 30% up from 2019, but noted that some industries would increase at higher rates than others. For example, commodities related to e-commerce and agricultural and food products will be the first to return to growth, whereas electronics and automotive might increase at a slower rate due to declining consumer demand for nonessentials.
Since the pandemic, the company said it experienced 70% annualized growth, in large part due to expansion into new markets like construction, oil and gas, food and beverage, field services, moving and storage and agriculture. KeepTruckin expects this demand to increase and intends to use the fresh funds to scale rapidly and recruit more talent that will help progress its AI systems, doubling its R&D team to 700 people globally with a focus on engineering, machine vision, data science and other AI areas, says Makani.
“We think packaging these products into operator-friendly user interfaces for people who are not deeply technical is critical, so front-end and full-stack engineers with experience building incredibly intuitive mobile and web applications are also high priority,” said Makani.
Much of KeepTruckin’s tech will eventually power autonomous vehicles to make roads safer, says Makani, something that’s also becoming increasingly relevant as the demand for trucking continues to outpace supply of drivers.
“Level 4 and eventually level 5 autonomy will come to the trucking industry, but we are still many years away from broad deployment,” he said. “Our AI-powered dashcam is making drivers safer and helping prevent accidents today. While the promise of autonomy is real, we are working hard to help companies realize the value of this technology now.”
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Coda entered the market with an ambitious, but simple, mission. Since launching in 2014, it has seemingly forged a path to realizing its vision with $140 million in funding and 25,000 teams across the globe using the platform.
Coda is simple in that its focus is on the document, one of the oldest content formats/tools on the internet, and indeed in the history of software. Its ambition lies in the fact that there are massive incumbents in this space, like Google and Microsoft.
Co-founder and CEO Shishir Mehrotra told TechCrunch that that level of competition wasn’t a hindrance, mainly because the company was very good at communicating its value and building highly effective flywheels for growth.
Mehrotra was generous enough to let us take a look through his pitch doc (not deck!) on a recent episode of Extra Crunch Live, diving not only into the factors that have made Coda successful, but how he communicated those factors to investors.
A screenshot from Coda’s pitch doc.
Extra Crunch Live also features the ECL Pitch-off, where founders in the audience come “onstage” to pitch their products to our guests. Mehrotra and his investor, Madrona partner S. Somasegar, gave their live feedback on pitches from the audience, which you can check out in the video (full conversation and pitch-off) below.
As a reminder, Extra Crunch Live takes place every Wednesday at 3 p.m. EDT/noon PDT. Anyone can hang out during the episode (which includes networking with other attendees), but access to past episodes is reserved exclusively for Extra Crunch members. Join here.
Like many investors and founders, Mehrotra and Somasegar met well before Mehrotra was working on his own project. They met when both of them worked at Microsoft and maintained a relationship while Mehrotra was at Google.
In their earliest time together, the conversations centered around advice on the Seattle tech ecosystem or on working with a particular team at Microsoft.
“Many people will tell you building relationships with investors … you want to do it outside of a fundraise as much as possible,” said Mehrotra.
Eventually, Mehrotra got to work on Coda and kept in touch with Somasegar. He even pitched him for Series B fundraising — and ultimately got a no. But the relationship persisted.
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The biggest tech companies have put a lot of time and money into building tools and platforms for their data science teams and those who work with them to glean insights and metrics out of the masses of data that their companies produce: how a company is performing, how a new feature is working, when something is broken, or when something might be selling well (and why) are all things you can figure out if you know how to read the data.
Now, three alums that worked with data in the world of Big Tech have founded a startup that aims to build a “metrics store” so that the rest of the enterprise world — much of which lacks the resources to build tools like this from scratch — can easily use metrics to figure things out like this, too.
Transform, as the startup is called, is coming out of stealth today, and it’s doing so with an impressive amount of early backing — a sign not just of investor confidence in these particular founders, but also the recognition that there is a gap in the market for, as the company describes it, a “single source of truth for business data” that could be usefully filled.
The company is announcing that it has closed, while in stealth, a Series A of $20 million, and an earlier seed round of $4.5 million — both led by Index Ventures and Redpoint Ventures. The seed, the company said, also had dozens of angel investors, with the list including Elad Gil of Color Genomics, Lenny Rachitsky of Airbnb and Cristina Cordova of Notion.
The big breakthrough that Transform has made is that it’s built a metrics engine that a company can apply to its structured data — a tool similar to what Big Tech companies have built for their own use, but that hasn’t really been created (at least until now) for others who are not those Big Tech companies to use, too.
Transform can work with vast troves of data from the warehouse, or data that is being tracked in real time, to generate insights and analytics about different actions around a company’s products. Transform can be used and queried by nontechnical people who still have to deal with data, Handel said.
The impetus for building the product came to Nick Handel, James Mayfield and Paul Yang — respectively Transform’s CEO, COO and software engineer — when they all worked together at Airbnb (previously Mayfield and Yang were also at Facebook together) in a mix of roles that included product management and engineering.
There, they could see firsthand both the promise that data held for helping make decisions around a product, or for measuring how something is used, or to plan future features, but also the demands of harnessing it to work, and getting everyone on the same page to do so.
“There is a growing trend among tech companies to test every single feature, every single iteration of whatever. And so as a part of that, we built this tool [at Airbnb] that basically allowed you to define the various metrics that you wanted to track to understand your experiment,” Handel recalled in an interview. “But you also want to understand so many other things like, how many people are searching for listings in certain areas? How many people are instantly booking those listings? Are they contacting customer service, are they having trust and safety issues?” The tool Airbnb built was Minerva, optimised specifically for the kinds of questions Airbnb might typically have for its own data.
“By locking down all of the definitions for the metrics, you could basically have a data engineering team, a centralized data infrastructure team, do all the calculation for these metrics, and then serve those to the data scientists to then go in and do kind of deeper, more interesting work, because they weren’t bogged down in calculating those metrics over and over,” he continued. This platform evolved within Airbnb. “We were really inspired by some of the early work that we saw happen on this tool.”
The issue is that not every company is built to, well, build tools like these tailored to whatever their own business interests might be.
“There’s a handful of companies who do similar things in the metrics space,” Mayfield said, “really top flight companies like LinkedIn, Airbnb and Uber. They have really started to invest in metrics. But it’s only those companies that can devote teams of eight or 10, engineers, designers who can build those things in house. And I think that was probably, you know, a big part of the impetus for wanting to start this company was to say, not every organization is going to be able to devote eight or 10 engineers to building this metrics tool.”
And the other issue is that metrics have become an increasingly important — maybe the most important — lever for decision making in the world of product design and wider business strategy for a tech (and maybe by default, any) company.
We have moved away from “move fast and break things.” Instead, we now embrace — as Mayfield put it — “If you can’t measure it, you can’t move it.”
Image Credits: Transform (opens in a new window)
Transform is built around three basic priorities, Handel said.
The first of these has to do with collective ownership of metrics: by building a single framework for measuring these and identifying them, their theory is that it’s easier for a company to all get on the same page with using them. The second of these is to use Transform to simply make the work of the data team more efficient and easier, by turning the most repetitive parts of extracting insights into automated scripts that can be used and reused, giving the data team the ability to spend more time analyzing the data rather than just building data sets. And third of all, to provide customers with APIs that they can use to embed the metric-extracting tools into other applications, whether in business intelligence or elsewhere.
The three products it’s introducing today, called Metrics Framework, Metrics Catalog and Metrics API, follow from these principles.
Transform is only really launching publicly today, but Handel said that it’s already working with a small handful of customers (unnamed) in a small beta, enough to be confident that what it’s built works as it was intended. The funding will be used to continue building out the product as well as bring on more talent and hopefully onboard more businesses to using it.
Hopefully might be less a tenuous word than its investors would use, convinced that it’s filling a strong need in the market.
“Transform is filling a critical gap within the industry. Just as we invested in Looker early on for its innovative approach to business intelligence, Transform takes it one step further by providing a powerful yet streamlined single source of truth for metrics,” said Tomasz Tunguz, MD, Redpoint Ventures, in a statement.
“We’ve seen companies across the globe struggle to make sense of endless data sources or turn them into actionable, trusted metrics. We invested in Transform because they’ve developed an elegant solution to this problem that will change how companies think about their data,” added Shardul Shah, a partner at Index Ventures.
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Databases run the world, but database products are often some of the most mature and venerable software in the modern tech stack. Designers will pixel push, frontend engineers will add clicks to make it more difficult to drop out of a soporific Zoom call, but few companies are ever willing to rip out their database storage engine. Too much risk, and almost no return.
So it’s exceptional when a new database offering breaks through the barriers and redefines the enterprise.
Neo4j, which offers a graph-centric database and related products, announced today that it raised $325 million at a more than $2 billion valuation in a Series F deal led by Eurazeo, with additional capital from Alphabet’s venture wing GV. Eurazeo managing director Nathalie Kornhoff-Brüls will join the company’s board of directors.
That funding makes Neo4j among the most well-funded database companies in history, with a collective fundraise haul of more than half a billion dollars. For comparison, MongoDB, which trades on Nasdaq, raised $311 million in total (according to Crunchbase) before its IPO. Meanwhile, Cockroach Labs of CockroachDB fame has now raised $355 million in funding, including a $160 million round earlier this year at a similar $2 billion valuation.
The past decade has seen a whole new crop of next-generation database models, from scale-out SQL to document to key-value stores to time series and on and on and on. What makes graph databases like Neo4j unique is their focus on the connections between individual data entities. Graph-based data models have become central to modern machine learning and artificial intelligence applications, and are now widely used by data analysts in applications as diverse as marketing to fraud detection.
CEO and co-founder Emil Eifrem said that Neo4j, which was founded back in 2007, has hit its growth stride in recent years given the rising popularity of graph-based analysis. “We have a deep developer community of hundreds of thousands of developers actively building applications with Neo4j in any given month, but we also have a really deep data science community,” he said.
In the past, most business analysis was built on relational databases. Yet, inter-connected complexity is creeping in everywhere, and that’s where Eifrem believes Neo4j has a durable edge. As an example, “any company that ships stuff is tapping into this global fine-grain mesh spanning continent to continent,” he suggested. “All of a sudden the ship captain in the Suez Canal … falls asleep, and then they block the Suez Canal for a week, and then you’ve got to figure out how will this affect my enterprise, how does that cascade across my entire supply chain.” With a graph model, that analysis is a cinch.
Neo4j says that 800 enterprises are customers and 75% of the Fortune 100 are users of the company’s products.
We last checked in with the company in 2020 when it launched 4.0, which offered unlimited scaling. Today, Neo4j comes in a couple of different flavors. It’s a database that can be either self-hosted or purchased as a cloud service offering which it dubs Aura. That’s for the data storage folks. For the data scientists, the company offers Neo4j Graph Data Science Library, a set of comprehensive tools for analyzing graph data. The company offers free (or “community” tiers), affordable starting tiers and full-scale enterprise pricing options depending on needs.
Development continues on the database. This morning at its developers conference, Neo4j demonstrated what it dubbed its “super-scaling technology” on a 200 billion node graph with more than a trillion relationships between them, showing how its tools could offer “real-time” queries on such a large scale.
Unsurprisingly, Eifrem said that the new venture funding will be used to continue doubling down on “product, product, product” but emphasized a few major strategic initiatives as critical for the company. First, he wants to continue to deepen the company’s partnerships with public cloud providers. It already has a deep relationship with Google Cloud (GV was an investor in this round after all), and hopes to continue building relationships with other providers.
It’s also seeing a major uptick in interest from the APAC region. Eifrem said that the company recently opened up an office in Singapore to accelerate its sales in the broader IT market there.
Overall, “We think that graphs can be a significant part of the modern data landscape. In fact, we believe it can be the biggest part of the modern data landscape. And this round, I think, sends a clear signal [that] we’re going for it,” he said.
Erik Nordlander and Tom Hulme of GV were the leads for that firm. In addition, DTCP and Lightrock newly invested and previous investors One Peak, Creandum and Greenbridge Partners joined the round.
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Companies like Stripe and Twilio have put APIs front and center as an effective way to integrate complex functionality that may not be core to your own technology stack but is a necessary part of your wider business. Today, a company that has taken that model to create an effective way to integrate email, calendars and other tools into other apps using APIs is announcing a big round of funding to expand its business.
Nylas, which describes itself as a communications API platform — enabling more automation particularly in business apps by integrating productivity tools through a few lines of code — has raised $120 million in funding, money that it will be using to continue expanding the kinds of APIs that it offers, with a focus in particular not just on productivity apps, but AI and related tools to bring more automation into workflows.
Nylas is not disclosing its valuation, but this is a very significant step up for the company at a time when it is seeing strong traction.
This is more than double what Nylas had raised up to now ($55 million since being founded in 2015), and when it last raised — a $16 million Series B in 2018 — it said it had “thousands of developers” among its users. Now, that number has ballooned to 80,000, with Nylas processing some 1.2 billion API requests each day, working out to 20 terabytes of data, daily. It also said that revenue growth tripled in the last 12 months.
The Series C is bringing a number of interesting names to Nylas’s cap table. New investor Tiger Global Management is leading the round, with previous backers Citi Ventures, Slack Fund, 8VC and Round13 Capital also participating. Other new backers in this round include Owl Rock Capital, a division of Blue Owl; Stripe co-founders Patrick Collison and John Collison; Klarna CEO Sebastian Siemiatkowski; and Tony Fadell.
As with other companies in the so-called API economy, the gap and opportunity that Nylas has identified is that there are a lot of productivity tools that largely exist in their own silos — meaning when a person wants to use them when working in an application, they have to open a separate application to do so. At the same time, building new, say, tools, or building a bridge to integrate an existing application, can be time-consuming and complex.
Nylas first identified this issue with email. An integration to make it easier to use email and the data housed in it — which works with emails from major providers like Microsoft and Google, as well as other services built with the IMAP protocol — in other apps picked up a lot of followers, leading the company to expand into other areas that today include scheduling and calendaring, a neural API to build in tools like sentiment analysis or productivity or workflow automation; and security integrations to streamline the Google OAuth security review process (used for example in an app geared at developers).
“The fundamental shift towards digital communications and connectivity has resulted in companies across all industries increasingly leaning on developers to solve critical business challenges and build unique and engaging products and experiences. As a result, APIs have become core to modern software development and digital transformation,” Gleb Polyakov, co-founder and CEO of Nylas, said in statement.
“Through our suite of powerful APIs, we’re arming developers with the tools and applications needed to meet customer and market needs faster, create competitive differentiation through powerful and customized user experiences, and generate operational ROI through more productive and intelligently automated processes and development cycles. We’re thrilled to continue advancing our mission to make the world more productive and are honored to have the backing of distinguished investors and entrepreneurs.”
Indeed, the rise of Nylas and the function it fulfills is part of a bigger shift we’ve seen in businesses overall: as organizations become more digitized and use more cloud-based apps to get work done, developers have emerged as key mechanics to help that machine run. A bigger emphasis on APIs to integrate services together is part of their much-used toolkit, one of the defining reasons for investors backing Nylas today.
“Companies are rapidly adopting APIs as a way to automate productivity and find new and innovative ways to support modern work and collaboration,” said John Curtius, a partner at Tiger, in a statement. “This trend has become critical to creating frictionless and meaningful data-driven communications that power digital transformation. We believe Nylas is uniquely positioned to lead the future of the API economy.” Curtius is joining the board with this round.
Corrected to note that Blue Owl is not connected to State Farm.
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