Venture Capital and Velocity: 11

“How’s work going?”

As we emerge from the pandemic, it’s the common casual question that many of us receive when we reconnect with our friends. I find I am struggling to answer it concisely. In my over twenty-five years in the startup and venture capital (VC) industry, I have never seen anything like this moment that we are in. To answer this friendly inquiry in as clear and open a manner as possible, the only word that comes to mind is velocity.

As everyone who took high school physics knows, velocity is the rate of change of an object’s position over a period of time as compared to a frame of reference. Entrepreneurs and VCs have a common historical frame of reference: we are all accustomed to moving quickly and dynamically in our collective journey to fund and build innovative, ground-breaking companies. That collective journey has created a series of routines and common practices over the many decades since the first venture capital firm, ARD, invested in Digital Equipment Corporation in 1957.

What’s changed in this pandemic is that the velocity of our activity has dramatically increased due to the systemic removal of any modicum of friction that might have existed in “the old days” up until March of 2020.

Startup Fundraising Process: 1957-2020

To get a sense of how this increased velocity is happening in practice, let me deconstruct the typical fundraising process for the last 60 years of venture capital and startups:

  • Entrepreneurs set up meetings with VCs and travel to their offices in SF, NYC, and/or Boston (this business is profoundly concentrated, with 85% of total assets under management in the US concentrated in just three states: California, New York, and Massachusettes).
  • A week or two later, follow-up meetings take place at the VC offices for broader exposure amongst the partnership and management teams.
  • Then, entrepreneurs host investors in their offices to provide the opportunity for a deeper dive into the business and a tangible sense of the culture as well as an opportunity to meet key executives.
  • Upon passing further due diligence to everyone’s satisfaction, the management team presents to the entire VC firm on Monday during the weekly partners meeting (which always, always happens on Mondays).
  • If the investment decision is made, negotiations on deal terms commence, and after some back and forth over a number of days and additional face-to-face meetings, term sheets are issued and signed.
  • Lawyers from both sides are retained to negotiate the definitive investment agreements.
  • Definitive agreements are signed, the investment is closed and money is wired.

Entrepreneurs would typically meet with 20-30 firms in order to secure 2-3 term sheets and select their chosen partner. This process typically would take 3-6 months end-to-end simply due to the logistics of multiple rounds of meetings, travel, scheduling, and negotiations. Hence, when we are coaching our entrepreneurs regarding “how long should I plan to be fundraising?”, 3-6 months is prudent having 6-9 months of cash cushion gives you a little wiggle room.

Startup Fundraising Process: 2020-2021

When covid hit, everyone’s world turned upside down and remote. VCs and entrepreneurs have adapted particularly quickly. As a result, the fundraising process for today’s entrepreneurs goes as follows:

  • Hold twenty to thirty Zoom meetings, each in 30-minute increments, over the course of a handful of days to meet prospective investors.
  • For deeper dives, 60 or 90-minute follow-up meetings are scheduled with a broader set of VC partners at the prospective firm along with various members of the management team — each of whom seamlessly Zooms in for their relevant portion of the meeting.
  • Like Flybridge, many VC firms have shifted their model from weekly Monday morning meetings to multiple meetings per week — after all, with zero travel and infinitely flexible schedules, it’s easy to coordinate the entire investment team’s calendars and hold more frequent, smaller time slots to meet teams and discuss investment opportunities.
  • Deal documents are now completely standardized and simple. For those of us who invest in the early stages, SAFE notes are the “currency of the realm,” which means there is very little to negotiate once an investment decision is made except for price and amount.
  • Any possible points of friction — meeting the entire partnership, meeting other members of the management team, negotiating deal elements, forming a full investment syndicate — have been eliminated or sharply reduced, easily squeezed in during the course of a day full of remote meetings over Zoom.

As a result of this reduced friction, fundraising — even for large later-stage companies — takes only a few weeks. Thus, velocity has dramatically — in many cases, breathtakingly — increased.

Some Data

Pitchbook recently released their Q1 2021 report, demonstrating the frenetic pace that everyone in the technology and innovation world is experiencing. Investors deployed $69 billion into nearly 4,000 VC-backed companies in Q1, an increase of 93% in capital deployed in just one year. The amount of capital being deployed, never mind the surge of IPOs and SPACs, is simply dizzying. If you take the estimated early-stage deal count in Q1 2021 1,170 and annualize it to 4,680, it represents a 50% increase from 5 years ago.

To see this graphically, look at the chart below (again, using Pitchbook data). I took the annual overall deal value in Q1 and simply annualized it and chart it in comparison to the last 15 years. At a more granular level, the quarterly data shows that the climb in deal value has been dramatic since the pandemic.

A lot has been written about the rise of SPACs, another financial instrument that makes more capital available to entrepreneurs. The chart below shows that the SPAC market raised record capital in just one quarter as compared to previous years. Again, this surge would only be possible with a surge in velocity and the dramatic reduction of deal friction.

As venture capitalist, Everett Randle put it in an insightful blog post about Tiger Global’s strategy of high-velocity capital deployment (which is being replicated by many aggressive growth stage investors), “[Tiger and other fast-moving VC firms] have turned the velocity dial to 11.”


There are many obvious upsides to this increase in velocity, but there are many downsides. Forget that VCs and entrepreneurs are working harder than ever (whine away, my friends — I hear the violin music now). What really concerns me is the sloppiness that results in increased velocity. Faster due diligence, faster decisions, and fewer opportunities to slow down and build authentic, trust-based relationships can be dangerous when there are bumps in the road. The faster your velocity, the bigger an impact those speed bumps make on you and the organization.

Further, the famous “fraud triangle” of opportunity, incentive, and rationalization suggests this surge in velocity could yield both a surge in underlying incentive and opportunity. Fraud in entrepreneurial settings can range from the obviously illegal (see: Theranos and uBiome) to the slightly exaggerated.

When we are all vaccinated and back to meeting face-to-face, this unsustainable velocity will surely slow down. Right? Until then, everyone is operating at “11”.

Spinal Tap: Taking it to 11

Rocket Ship List: 2021 Edition

Picking the right place to launch your career is more important than ever

A year ago, in the wake of the pandemic, finding a growth-stage startup for graduating students hungry to dive into the startup community was about as hard as could be imagined. This year, thanks to arguably the greatest tech and innovation boom in history, graduating students have an abundance of opportunities to productively start their careers.

Each spring, I provide a comprehensive list of exciting, growing, hiring startups that are worthy of consideration as places to start or continue a career in StartUpLand. I try to be as objective as possible in creating the list, leveraging insider knowledge and input from VC and entrepreneur friends regarding who has real momentum. The objective criteria for being on the list is is a mix of fundraising (typically > $20m in the most recent round), scale (typically > 100 employees), momentum (typically growing users or revenue > 50%/year), and hiring (typically growing headcount > 50%/year, including a number of entry-level positions that would be a fit for recent college or business school graduates).

I try to include a few international startups each year, thanks to my VC friends in startup hubs like China, India, Israel, South America, and Western Europe. Pitchbook data is less reliable outside the US so I am particularly grateful to those who shared their local market insights.

Before listing the companies, I suggest checking out two of my posts where I give more detailed advice on how to select the right company for you and position yourself to secure a job — a playbook that is more important than ever in this competitive environment:

Once you have reviewed this framework for deciding what you’re looking for, review the nearly 400 companies (276 US, 115 International) below. As usual, the list is organized by location. Even in an era of remote work, I advise my students (borrowing a bit from David Brooks) to select a geographical particular community to invest in and contribute to over the long term. Similar to last year, the list is also organized by sector and we created an Airtable to make it easy to navigate.

I’m sure I made many mistakes and omissions and I thank you in advance for any feedback you might have — the wisdom of the crowd definitely makes this list better. Very special thanks to the indomitable Shreyas Nair of Harvard Business School and Sequoia, who spent countless hours helping me sort and resort the list. Without further ado:

Here is the Airtable link for the 276 US companies:

The geographic spread is as follows:

  • Boston: 24
  • LA: 18
  • NYC: 60
  • SF/Bay Area: 155
  • Other (Chicago, Seattle, Atlanta, Austin): 19

And here is the Airtable link for the 115 non-US companies:

The geographic spread is as follows

  • China: 13
  • India: 35
  • Israel: 14
  • South America: 28
  • Europe: 25

Disclosure: Among the listed companies, the following are Flybridge portfolio companies — Bowery, Chief, Codecademy, FalconX, Imperfect Foods, Infracommerce, MadeiraMadeira, NS1, and Splice

What Everyone Is Missing About 2020: Wealth Creation

2020 Has Been a Year of Incongruous, Unprecedented Wealth Creation

Inspired by Bill Gates, who calls the practice his annual “Think Week”, I try to read a few intellectually stimulating books during the final two weeks of each calendar year. This year, my book choices ranged from racial inequality (Caste: The Origins of Our Discontent), history (China and Japan: Facing History by my Uncle Ezra Vogel, a scholar and mensch who suddenly passed away a few weeks ago at 90), autobiography (Obama: A Promised Land), and fiction (Philip Roth’s Nobel Prize-winning American Pastoral). Added to this year’s mix was a book my 18-year-old son insisted I read as he recently declared it is his favorite book of all time: Hermann Hesse’s Siddhartha, a novel about the journey of a young Indian boy who gives up a life of privilege to search for truth, leading him to become the Buddha.

It was a nice respite from the mess that was 2020. In wrapping up our year and looking ahead, many pundits and politicians have emphasized the four crises that we face heading into 2021: the pandemic, racial inequality, climate change, and a wounded economy.

Incongruously, in the face of these four crises, the stock market ended the year at a record high, largely driven by a surge in tech stocks. In fact, the hidden secret of 2020 is that it has been a spectacular year for wealth creation. A review of the numbers shows the staggering amount of new wealth that was created during this horrific year of death and disruption. A few examples of note:

  • The collective wealth of America’s 651 billionaires grew $1 trillion since the start of the pandemic: from $3 trillion to $4 trillion.
  • Jeff Bezos and Elon Musk alone have seen a surge of $200 billion in new wealth.
  • The IPO market had a banner year. Three recently public companies alone — Airbnb, DoorDash, and Snowflake — are now worth over $210 billion in value.
  • The combined market capitalization of Bitcoin and Ethereum grew from $140 billion to over $680 billion, a gain of $540 billion in value in just one year for their holders.
  • Even in my hometown of Boston, the degree of wealth creation has been stunning. Just look at five companies that have benefited from the pandemic’s digital acceleration and life sciences boom: DraftKings, Hubspot, Moderna, Thermo, and Wayfair. In March, the combined market capitalization of these five companies was approximately $130 billion. At the market close on 12/31/20, the combined market caps had soared well over 100% to nearly $300 billion, creating $170 billion of new wealth for their executives and shareholders.

All of this in a year where the country’s GDP is forecasted to contract by almost 4% and unemployment is nearly 7%. Economists and historicans will try to deconstruct this disconnect between Wall Street / Silicon Valley and Main Street, between the Winners and Losers, for years to come. What I want to reflect on, though, is what are the implications of this unprecedented situation.

How will this staggering amount of new wealth be applied in the midst of our four parallel crises? What will these few thousand individuals do with their newfound wealth in the coming year? Will we slip into a greater sense of malaise over the vast inequality and unfairness in our society?

Looking ahead, I predict three things will happen:

  1. A surge in philanthropy. I believe we are about to enter a golden age in philanthropic giving. The wealthy feel both a strong sense of obligation and a dash of guilt. The popularity of the billionaire’s Giving Pledge that Warren Buffett and Bill started is a strong indication of that — more are joining on (seven new ones signed up this year alone) and these (mostly) men and women are beginning to reach an age where they are ready to focus on their philanthropy. Jeff Bezos’ ex-wife MacKenzie Scott, quietly donated over $4 billion alone to charities in the final months of 2020. We are entering a golden age for nonprofits.
  2. A surge in money in politics. It’s hard to imagine more money in politics, yet that is what is about to happen. Every one of these billionaires and multi-millionaires has an agenda or cause they are passionate about — fighting climate change, protecting democracy, reforming public schools — and therefore they will seek to influence policy, and the politicians who make that policy, at an unprecedented level. The Georgia Senate race has seen well over $300 million raised, making them the most expensive and second most expensive seats in history. Get ready for more of the same: so long as money can continue to influence policy, money will influence politics (or is it the other way around?). Anand Giridhadaras covers this well in his book as well as this NY Times article on the Billionaire’s Election.
  3. A return to populist rage. Occupy Wall Street gave us a taste of it but I believe we are going to see more protests and populism tied to inequality in addition to people taking to the streets to protest against socialism (from the right) or racism (from the left). Occupy Wall Street was sparked by a single unpredictable incident — as was the Arab Spring, as were the George Floyd protests — and so we may see another unpredictable incident lead to another round of protests in 2021. When President Obama admonished the CEOs of banks in a 2009 White House meeting that he was the only one standing between them and the pitchforks, it was a foreshadowing of what can happen when the American people no longer believe their institutions as being fair. The handling of the pandemic, the vaccine distribution, and the way trillions of dollars are being pumped into the economy are all ingredients that suggest we may see an unpredictable ignite populist rage in America over inequality in 2021.

2021 will be defined by what we as a society do with this newly created wealth — how it is divided up and deployed? In a year where our system of both capitalism and democracy have been challenged to their core (something I was deeply worried about this time two years ago, as described in my Think Week blog post of 2019), I hope we can figure this one out. I am an optimist at heart and so will be rooting for all the good that can come from this — and hoping that our civic and business leaders are thinking deeply about these critical questions heading into the new year.

Happy new year to all!

Startup Lessons From Zen and The Art of Motorcycle Maintenance

Over the last few weeks, I was inspired to re-read Zen and The Art of Motorcycle Maintenance, a book I read in my late teens and remember enjoying.

At the time, I embraced its emphasis on Quality (hard to define, easy to discern) as an organizing mantra for living a purposeful life. The book was published in the 1970s at a time when many young people were waking up from the hangover of the 1960s and feeling aimless and unfocused. What was the meaning of life and how should a good life be lived? Author Robert Pirsig does a brilliant job trying to address these big questions with a ranging review of Buddhism, Socrates, Plato, Kant, and other philosophers all told through the prism of an autobiographical journey on a motorcycle through the great expanse of the West with his young son. It has since become the best-selling philosophy book of all time.

Reading Zen decades later, though, gave me a new perspective on the book and its lessons for the art of startup building. Pirsig spends time highlighting the limitations of the scientific method and those limitations are ones that I’ve been thinking about recently in the context of startups.

The scientific method is a process for experimentation that rests on the belief that hypotheses should be sharply defined and then rigorously tested through well-constructed experiments. Eric Ries popularized applying the scientific method to startups through his book, The Lean Startup.

At Harvard Business School (HBS), in both my class and the entrepreneurship department more broadly, we teach the importance of treating startups like experimentation machines. But HBS and other entrepreneurship programs and startup accelerators typically fall short when giving guidance as to how to determine which experiments to run. I have written in the past that for founders, test selection is all about strategic choices.

Entrepreneurs need to be thoughtful and disciplined regarding test selection, design, and prioritization. In short, entrepreneurs need to analyze their business model critically and select the tests that matter the most at each phase of their journey.

What is less well-understood is the process for determining which experiments to run and how to sequence those experiments. Given that founders have a discrete envelope of time and money before they need to produce positive results, experimentation selection is one of the most critical factors in startup success.

Pirsig speaks to this point in a more general sense. Written in the 1970s, Zen could not have anticipated the impact of his words on tech startups. But his argument applies beautifully to tech startups when he states that test selection must come from intuition. At one point late in the book he observes:

“You need some ideas, some hypotheses. Traditional scientific method, unfortunately, has never quite gotten around to say exactly where to pick up more of these hypotheses…Creativity, originality, inventiveness, intuition, imagination…are completely outside its domain.”

The problem for entrepreneurs, then, is how to build up this intuition. How should an entrepreneur best navigate the Idea Maze (a lovely metaphor from Chris Dixon)?

As with the elusive definition of Quality in Zen, the answer is subtle and not easy to deliver or communicate. We think we know how to identify a quality entrepreneur, a quality business plan, a quality consumer value proposition, a quality initial product, and a quality go to market plan. But is there a rule set that entrepreneurs can follow to know that they are on the right path? The sad answer is no. But founders can do a few things to help in developing that critical entrepreneurial intuition required to navigate the Idea Maze:

  1. Customer Development. Immerse yourself in the customer problem set (i.e., perform deep customer development in the classically defined manner of Steve Blank and Four Steps to the Epiphany) to develop an intuition on the customer’s pain points to hypothesize compelling value propositions.
  2. Domain Knowledge. Study the domain through both direct research (i.e., be an autodidact founder, defying the myth of Founder-Market Fit) and by surrounding yourself with domain experts to develop an intuition on the market dynamics and trends.
  3. Strategy 101. Apply rigorous strategic thinking to the market dynamics, the value chain, substitutes and complements to develop an intuition on where profit pools may lie.
  4. Built a Test Machine. Build an organization that is able to run tests rapidly and efficiently so that your testing throughput is faster than your competitors, building a startup organization that is a learning machine as well as an execution machine.

Follow these steps and, hopefully, you will find your path to Quality experiments, execution, and company-building.

HBS Class – Launching Tech Ventures (LTV)

My Harvard Business School class, Launching Tech Ventures (LTV), begins in just a few weeks. I have taught the class for ten years across over 1000 students and it remains a joy and privilege to engage with our brilliant, ambitious students in the study of startups as they seek to achieve product-market fit.

This year, there are a number of changes happening at the school and in the course. The pandemic has forced us to deliver the course online for the first time and so my colleagues and I have tried to reimagine the course to optimize it for the new medium. I created a few videos to describe that reinvention, and give everyone a “behind the scenes” look at what the course will look like. My faculty colleagues this year are Sam Clemens, Donna Levin, and Reza Satchu. Each of them are accomplished entrepreneurs and investors who bring a wealth of practical experience into the classroom.

Below are the two videos and here is the class website. Enjoy!

Underrepresented Founders and Flybridge’s New Website

I have written about the cultural dysfunction in the venture capital industry before and, six years later, there have been some encouraging steps in the right direction. That said, we as an industry have a long way to go still. A few years ago, we decided to focus more intentionally on diversity and inclusion in our investment practice. Like many, we are appalled by the lack of capital and support for underrepresented founders and are eager to contribute as best we can to address this critical issue.

Over the last few years, we have co-founded and supported three major initiatives to improve diversity and inclusion in our innovation ecosystem:

  • XFactor Ventures:  a pre-seed fund focused on investing in female founders with billion-dollar ideas. My partner, Chip, co-founded the fund with our friend Anna Palmer (founder/CEO of Dough) and they recruited a team of twenty spectacular female CEOs to serve as the investment partners. One of the XFactor Ventures partners refers to her experience in XFactor as a master class in venture capital. Since inception a number of years ago, the fund has invested in over 40 female-founded startups.
  • Hack.Diversity:  a non-profit program to identify, support and train young engineers of color and help them secure jobs at the top innovation economy companies. Since inception a number of years ago, Hack.Diversity has helped nearly 200 fellows find jobs at 20 participating companies, resulting in an average increase in salary of $65,000. It is not unusual for the fellows to go from a minimum wage job as a dishwasher to a software engineering job paying $100,000 at firms like Drift, Hubspot, Rapid7 or Wayfair. Jody Rose of the NEVCA has been a terrific partner and leader in this work. Our recent impact report is here.
  • Global EIR:  a non-profit dedicated to helping immigrant entrepreneurs secure visas. Since inception a number of years ago, the program has had a 100% success rate in securing H1B visas across over 70 entrepreneurs. Those entrepreneurs have founded companies that now employ 1000 people and have raised over $500 million in venture capital. Brad Feld of Foundry Group has been a terrific partner in this endeavor as has Bill Brah at UMass Boston and Craig Montuori.

We are proud of these initiatives and continue to work hard to further their missions. At the same time, we know our core business of investing needs to evolve. We believe that diversity in thought and background is key to the success of our ecosystem as a whole as well as individual companies. In other words, we aspire to develop even more of an edge and reputation in backing diverse founders because we think it will yield better investments.

In the spirit of holding ourselves more accountable to this goal, we decided to highlight the underrepresented founders in our portfolio as part of the redesign of our website. Many firms allow you to sort their portfolio by sector or geography. We have added a category for “Underrepresented founders”, using the standard industry definition of those founders that belong to a group that the venture industry as a whole underinvests in relative to the percent of the overall US population.  This definition includes founders that are women as well as people of color, including those of African, Latin American, or Native American descent.

We have a lot more work to do as individual partners, as a firm, and as an industry as a whole in this area. Hopefully, by providing a bit more visibility towards this work, we can continue to make steady progress. And we welcome any support or ideas to get engaged and help advance these initiatives.

Finally, if you know great founders we should be talking to, particularly underrepresented founders, please let us know!

Cloudflare, Sprung from HBS, is Quietly Worth $5 Billion

Disclosure: I am not an investor in Cloudflare. I have no ties to the company other than a friendship with the two founders.cloudflare-co-founders-matthew-prince-and-michelle-zatlyn_750xx4522-2544-0-236

Amidst all the WeWork IPO hoopla, Cloudflare’s incredibly successful IPO was lost in the shuffle. That’s a shame because the amazing journey that these two founders have undertaken to build a business now worth $5 billion is worth studying.

As depicted in what has become a classic HBS case written by my colleague Professor Tom Eisenmann, Cloudflare founders Michelle Zatlyn and Matthew Prince met as students at Harvard Business School in 2008 and started the company as they were graduating. The two were a powerful combination:  Matthew was a hard-charging, technical visionary while Michelle was a skilled operator with an off-the-charts emotional IQ.

The company’s intense culture resulted in a rocky start. Attrition was high and morale low at the time of the case, despite the company’s early success. What happened next is a great lesson in leadership. The founders doubled down on culture and created a more welcoming, nurturing environment while retaining accountability and ambition. Prince and Zatlyn matured as founders and executives alongside the company’s maturing business model. Importantly, they stayed together as co-founders, even as Zatyln’s role evolved with the company’s meteoric growth and despite her taking time off for maternity leave. This summer, in the midst of the intense IPO process, the NY Times portrayed the company’s decision to ban 8chan in the wake of the El Paso massacre. Read the NY Times interview with Prince and you get a glimpse of a leader that isn’t too proud to admit when he’s wrong and willing to tackle tough decisions with a values-based compass.

Ten years after its founding, Cloudflare is a fast-growing, $300 million revenue company worth $5 billion. The company has quietly become a fundamental part of the Internet’s infrastructure and its leaders have become role models for other entrepreneurs for years to come.

Valuing Those Pesky Stock Options

Image result for stock options image

I receive many questions from my students and other startup joiners regarding how to evaluate the value of the stock options they are being offered. There is surprisingly little written about this topic, so this post will hopefully be useful to folks interested in answering this question.

In order to properly assess the value of your stock options, you need to know four pieces of information from the company:

  1. The number of shares they are offering to grant you
  2. The total number of fully diluted shares of the company
  3. The common stock strike price of your shares
  4. The preferred post-money valuation of the last round of financing

Many HR departments don’t know the answer to these four simple questions and get very defensive when asked by candidates, perhaps out of embarrassment or a false sense of confidentiality. Don’t be afraid to escalate the conversation to a more senior hiring manager or financial executive to get the answer. After all, it’s impossible to understand the value of the options package unless you have the data you need to evaluate it.

From these four data points, you should perform the following calculation using your best judgment:  what might be the dilution that I will face in the coming years as a result of future financings and what might be the range of valuation increases that the company might be able to achieve.

With this information in mind, you can derive a range of possible values of your stock options and evaluate whether the scenarios make sense to you and what range of value is possible under the different scenarios. The spreadsheet template below provides an example that you can play with or download here:

Hopefully, this template and post are helpful! I welcome any feedback or stories you might want to share on your own stock options negotiation process.

Many thanks to Matt Wozny for contributing to this post!

Experiments Lead to Product-Market Fit

The central theme of my Harvard Business School class, Launching Technology Ventures (LTV), is that startups are experimentation machines and the choice and design of experiments during a finite envelope of time and money is the central strategic decision that founders make. In other words, founders should test the experiments that matter most.

If done correctly, these early experiments eventually lead to finding product-market fit. But finding product-market fit in the context of a dynamic system that makes up the startup business model is complex and nuanced. Each component of the business model is linked to the other. Thus, experiments should be run that hold certain elements constant and focus on testing the most important, critical path business model elements first.

To help frame those decisions, I have developed a simple framework that builds off Professor Tom Eisenmann’s work on business model analysis for entrepreneurs to communicate the early strategic choices in experiment design. Founders need to answer two simple questions:

  • Which experiments should I run between testing the Consumer Value Proposition, the Go To Market and the Cash Flow formula (sometimes also referred to as the business model)?
  • What organization should I build to execute each of these experiments in the most efficient fashion?

The following two slides summarize these two questions visually:

Step One in my HBS LTV Course: figure out which are the most critical experiments to run

Step Two: figure out what organization to stand up to run those experiments in the most efficient fashion

The other day, my friend Ed Zimmerman of Lowenstein asked me to “speed present” my entire course in 5 minutes in advance of a panel that he hosted as part of his VentureCrush series. Here is that presentation, where I cover the experiments as well as the metrics that help determine where you are in your quest for product-market fit:

I welcome hearing about feedback from your own experiments!

The Rocket Ship List of Startups – 2019

New graduates should jump on board one of these high flying companies and go along for the ride

Graduating students hungry to dive into the startup community around the world (aka StartUpLand) often struggle to select the right, specific opportunity where they can productively start their career.

Each spring, I provide a comprehensive list of exciting, growing, hiring startups that are worthy of consideration as places to start or continue a career in StartUpLand. The criteria for being on the list is subjective but is a mix of fundraising (typically > $20m in the most recent round), scale (typically > 100 employees), momentum (typically growing users or revenue > 50%) and hiring (typically growing headcount > 20%, including a number of entry-level positions that would be a fit for recent college or business school graduates).

Before we get into the companies themselves, I suggest checking out two of my posts where I give some more detailed advice on how to select the right company for you and position yourself to secure a job:

Once you have reviewed this framework for deciding what you’re looking for, below you will find a list of 500 companies to research and approach.

As usual, the list is compiled and organized based on location. Like David Brooks, I believe in selecting a particular community to invest in and contribute to as a member of the ecosystem.

I received fantastic input from angels, entrepreneurs, lawyers and VCs across the world, helping me pressure test and compile this list (note: Flybridge portfolio companies are in blue). This year, I added companies from India and China with the help of a number of friends from those communities — a nod to the growing global importance of those two startup ecosystems. I’d also point folks to Stanford’s Andy Rachleff’s terrific list, which he publishes each fall with a similar theme.

I’m sure I made many mistakes and omissions, which are all my own. Special thanks to my Flybridge teammate and MIT Sloan intern Caroline Constable, who methodically crushed this year’s list and Harvard computer science intern Raymond Wang, who provided awesome analytical, programmatic firepower.

As always, feedback welcome!

East Coast

BOS 2019 v2

NYC 2019 v2

West Coast


Other Startup Hubs

  • ATL: Bitpay, CallRail, FullStory, Kabbage, MailChimp, Pindrop, SalesLoft, Terminus
  • CHI: AvantCredit, bloXroute, Civis Analytics, Fooda, FourKites, Kin Insurance, Project 44, ShopRunner, Sprout Social, Tempus
  • CO: Boom Supersonic, Cloud Elements, CyberGRX, FullContact, GoSpotCheck, Ibotta, JumpCloud, LogRhythm, Quantum Metric, Red Canary, TeamSnap, Welltok
  • DC: MapBox, Optoro, Sonatype, Vox Media, WeddingWire
  • SEA: Apptio, Convoy, DefinedCrowd, ExtraHop, Knock, OfferUp, Outreach, Porch,, Textio
  • UT: Avetta, BambooHR, Canopy Tax, Fortem Technologies, Health Catalyst, HireVue,, Lucid Software, ObservePoint, Podium, Qualtrics, Solutionreach, Via, Workfront