How Dollar Shave Club, eSalon Built a 'Billion Dollar Brand'

Lawrence Ingrassia

Lawrence Ingrassia is an award-wining journalist and the author of " Billion Dollar Brand Club."

How Dollar Shave Club, eSalon Built a 'Billion Dollar Brand'
  • Relying on analytics, the founders of eSalon who knew nothing about hair dye, built a trendsetting personalized hair color brand that did $30 million in sales
  • The e-commerce brand uses individual data, machine-learning algorithms and predictive analytics to create formulas that keeps customers coming back
  • The Takeaway: Retail is being upended by direct-to-consumer companies that can acquire key metrics to customize products and retain shoppers

In recent years, you no doubt have seen a growing number of new brands pop up everywhere you go online – and you've probably bought some. Where did they come from? Who are the entrepreneurs behind them? Why did they think they could take on long-dominant brands?

This is an excerpt from " Billion Dollar Brand Club," authored by award-wining journalist Lawrence Ingrassia and published on January 28 by Henry Holt and Company.

The book explores how an unlikely band of entrepreneurs launched a business revolution in the way new brands are created and sold online. One of the most successful direct-to-consumer brands, Dollar Shave Club, was founded in Los Angeles and got its initial seed funding from Science Inc. in Santa Monica. This excerpt from Chapter 6, "The Algorithm is Always Right," tells the story behind eSalon, based in El Segundo, and how it tapped data analytics to create customized hair coloring.

The customer, a woman in her mid-to-late forties, knows what she wants when she logs onto eSalon.com to order its customized hair coloring for the first time: dye to match her natural blonde color – and cover up her grays – with the lightest blonde shade it offers. As she clicks through a series of about a dozen questions, the algorithm inside eSalon's computers starts churning away. Without anyone from the company having met or even talked to her, it will understand her hair coloring better than she does by the time she finishes answering the questionnaire.

How long is your hair? it asks. How much gray do you have? How straight or curly is your hair? How thick is your hair? What is your ethnicity? What color are your eyes? What is your natural hair color? What is the closest shade to your natural color? Would you like to maintain your current color?


To help her, the questionnaire shows thirty-one photos of different shades of blonde, with very small gradations from lighter to darker colors. At the end, she selects the lightest blonde color eSalon offers, just as she intended. But that's not exactly what she will receive.

eSalon has collected data from more than five million people. Based on this woman's answers, it knows the best color formulation to achieve the blonde look she wants, regardless of what she thinks. eSalon's computers have learned from crunching the data that many first-time customers who fit her profile and order the lightest blonde dye have been disappointed; they felt their hair came out looking too blonde – too "hot" in hair coloring jargon. The numbers show that eSalon has a higher reorder rate from customers who asked for a slightly darker color for their next order, so that their hair wouldn't come out looking quite so light.

Knowing all of this, eSalon automatically sends the customer – without telling her – a formulation that has 98 percent of its lightest blonde share with 2 percent blue added to soften the color, or cool it, rather than 100 percent blonde. "After seeing this data, we adjusted our algorithm so that new customers who are a natural pure blonde and want to keep that look automatically get that little bit of blue added," explains Tom MacNeil, eSalon's chief technology officer. "They're happier with the result, even though they're asking for the blondest of blonde that we have."

For eSalon, and almost all direct-to-consumer brands, data is the coin of the realm. The data they collect directly from each customer provides a significant advantage over bigger, long-established brands. Clairol doesn't have this data, because the customers they deal with directly are retailers. The people who use the product are largely anonymous to Clairol; they walk into a drugstore, pick a box of hair coloring off the shelf, pay for it, and walk out.

eSalon's shelf is its website, and it collects information about each customer who walks through its digital door and answers its questionnaire. The longer a woman remains a customer, the more eSalon knows about her – and not just her. eSalon aggregates all of that individual data and uses machine-learning algorithms and predictive analysis to inform virtually everything it does: from adjusting its product formulations to introducing new products (like color for highlighting hair) to testing seemingly insignificant word changes on its web pages. "In the end, we're a tech company selling a beauty product," says Tamim Mourad, one of eSalon's co-founders.

Data mining is critical to the biggest challenges facing all direct-to-consumer brands: holding down the cost of attracting customers and keeping them after a purchase or two. Using the data it has gathered, eSalon has improved its retention rate from below 50 percent to about 70 percent on its customers' initial orders. One of the key metrics, especially for subscription companies, like eSalon, Dollar Shave Club, and Hubble, is a customer's lifetime value, or how much she will spend over time. The cost of acquiring customers can be offset only if a lot of them become repeat customers who buy month after month or, even better, year after year. "It's all about retention, because nobody makes money on the first order," explains Francisco Gimenez, another co-founder.

Businesses have used predictive analytics for the past couple of decades, but the growing power of computers, along with the ability of online brands to gather huge amounts of data, has made machine learning central to their success.

Tamim Mourad and several of his colleagues at eSalon discovered from experience the importance of technology to a startup. In 1998, before the direct-to-consumer brand revolution began (indeed, before many of the entrepreneurs behind many of these startups had graduated from college or even high school), they started an internet company, while they were in their twenties. The company, PriceGrabber, was one of the original online price comparison sites. In 2005, Experian bought the company for $485 million – yielding a huge gain on the founders' total investment of $1.5 million.

After taking a couple of years off, the PriceGrabber founders began brainstorming about starting another business.

In the fall of 2008, Mourad and his wife were having dinner with a couple who owned a beauty salon in Beverly Hills. The other woman, who was a hair colorist, tossed out a business idea. "She said that women who color their hair at home don't do it well, because there is a dearth of information," Mourad says. What about starting a web site that explained how to dye your own hair? He didn't see a way to make money from that. But he asked her, "Is it possible to formulate color for someone sight unseen, and mail them something they apply at home? If that works well, then you're delivering a product that is better than the standard hair coloring in a box at drugstore, that would approximate what someone could get at a hair salon. If you could do that, you could charge a price that was a premium. There's a business model."

He went back to his former PriceGrabber colleagues, all men who knew nothing about hair coloring. But the more they thought about the idea, the more they liked it.

It was a business ready for disruption, they decided. Off-the-shelf packaged brands were fine, but most offered only around fifty pre-mixed shades. "Many people who color their own hair at home in general are not happy, because the results are mixed," Francisco Gimenez notes. "But it is affordable, which is why they do it. At the high end, salons charge on average around $60 for base color, though it can go as low as $45 in some cities and is more like $100 or $150 in bigger metro areas."

The PriceGrabber guys concluded there could be an opening for a new brand priced about $25. In today's global marketplace, it would be easy to find suppliers to sell them professional-grade ingredients that go into hair coloring formulations – dyes, modifiers (to stabilize color tones), vitamins (to moisturize the hair), antioxidants, hydrogen peroxide (to remove the old color and activate the new dye), among others. The biggest challenge would be to figure out how to combine all these ingredients to mimic what a stylist does in customizing color for each woman who comes into a salon. "Can you formulate hair coloring for someone sight unseen?" Mourad says. "We had to figure out how to test that idea."

They first did a proof-of-concept test to see if women might be interested in buying customized color online. They created a rudimentary web site and then hand-mixed colors for about fifty women who had signed up, submitted a photo, and said what color they wanted. Then the women were asked if they liked the color better than the results they got with a do-it-yourself kit at a drug store. "We recruited people who were willing to put this product on their hair, with no idea who we really are. The results were positive enough for us to say we have something," he recalls.

The next step: tapping their knowledge of tech and data science to figure out how to replicate color customization on sale, for fifty thousand women, not just fifty. "We wanted to do something that was really innovative, not bullshit innovative," Mourad says.

Omar Mourad, Tamim's younger brother and another of PriceGrabber's co-founders, read everything he could about dyeing hair. "I didn't have any tangible color experience applying it on any person's hair. But I became a theoretical expert," Omar says.

Over the next several months, he and Gimenez took the lead in translating the rules of hair coloring into software that would determine the right customized mix to get the desired color. That can depend on a numerous variables: a woman's natural color, her current dyed color, how recently she dyed her hair, how much gray hair needs to be covered up, the texture and length of her hair. "You basically look at all of the combinations, and then build out a matrix for how to formulate," Omar explains. Using that knowledge, the team developed a questionnaire that included queries a stylist would ask a first-time customer. The questions themselves aren't rocket science. The rocket science happens when hundreds of thousands or millions of people answer the questionnaires, enabling you to gather more and more data to analyze.

The final step was to automate the formulation. In September 2010, the product was launched. As with an apprentice stylist, eSalon's formulations improved over time as the company got more customers and was able to gather more information. As of 2018, eSalon had dispensed 165,000 different formulations. That's out of a total, it calculates, of 2.2 octooctogintillion pigment variations (that would be 22 followed by 266 zeroes).

In 2019, rival L'Oreal introduced a new brand, Color&Co, that copied key features of eSalon, including an online quiz or a consultation with a colorist to help determine the "a unique custom-blend [color] made only for you." With competition ratcheting up, eSalon – with sales still a modest $30 million a year – agreed to sell a 51 percent stake to the German multinational Henkel. It cited the growing trend toward personalization and eSalon's "valuable customer insights" as reasons for its investment.

Lawrence Ingrassia's "Billion Dollar Brand Club" goes on sale January 28. He is a former business editor of the New York Times and managing editor of The Los Angeles Times.

Netflix Doubles Down on LA

🔦 Spotlight

Hey Los Angeles.

Goodbye Coachella, hello Stagecoach. The desert doesn’t stay quiet for long, and neither does LA’s entertainment machine.

This week, that momentum showed up in a more permanent way.

Netflix is expanding its footprint in Los Angeles with a major move to take over and invest in Radford Studio Center, a historic production lot in Studio City. The company is planning a long-term transformation of the site, with upgrades to soundstages, production offices, and infrastructure designed to support the next generation of film and television production.

It’s a notable shift in a moment when production has been under pressure in California, with studios increasingly looking outside the state for cost advantages. Netflix going deeper in LA, and specifically into a legacy studio lot, signals a different kind of commitment. Not just to content, but to where that content actually gets made.

And it comes at a time when the streaming wars have matured. Growth is harder, budgets are tighter, and the focus has shifted from scale at all costs to efficiency and control. Owning or operating more of the production environment gives Netflix tighter control over timelines, costs, and output.

For Los Angeles, it’s a reminder of what still anchors the city. Even as AI, defense tech, and infrastructure startups continue to rise, entertainment remains one of the few industries where LA isn’t just competitive, it’s foundational.

Different headlines each week, but a consistent theme underneath them. Whether it’s power, autonomy, or content, the companies that matter are investing in the layers they don’t want to outsource.

And in this case, that layer is Hollywood itself.

Below are this week’s venture deals, fund announcements, and acquisitions across LA 👇


🤝 Venture Deals

    LA Venture Funds

    • UP Partners and Calm Ventures participated in Reliable Robotics’ $160M funding round, backing the autonomous aviation company as it advances pilotless flight technology for cargo and passenger aircraft. The round included a mix of new and existing investors, and the company plans to use the capital to accelerate certification efforts and expand deployment of its autonomous systems across commercial aviation. - learn more
    • Blue Heron Ventures participated in Tava Health’s $40M Series C, backing the company as it expands its tech-enabled mental health platform into a more integrated, full-stack system for providers, employers, and health plans. The round was led by Centana Growth Partners with participation from existing investors, and the company plans to use the funding to roll out new AI-powered tools and broaden access to care while reducing administrative friction across the system. - learn more
    • Vamos Ventures participated in Zócalo Health’s $15M Series A, backing the company as it scales its tech-enabled, community-based primary care model focused on high-need and underserved populations. The round was led by .406 Ventures with participation from existing and new investors, and the company plans to use the funding to expand its clinics and deepen partnerships with Medicaid programs as demand for accessible care grows. - learn more

    LA Exits
    • Studio71 has been acquired by Fixated as part of a broader deal in which German media company ProSiebenSat.1 sold its North American creator business, giving Fixated a large-scale network of creators and podcast operations and significantly expanding its footprint as it continues an aggressive roll-up strategy in the creator economy. The move signals continued consolidation in the space, with Fixated building a more vertically integrated platform across talent management, content production, and distribution. - learn more
    • Bonsai Health has been acquired by ModMed, bringing its AI-powered patient engagement platform into a broader healthcare software ecosystem. The deal is aimed at integrating Bonsai’s “agentic AI” capabilities into ModMed’s platform to automate patient outreach, fill care gaps, and improve scheduling across a network of nearly 50,000 providers. - learn more

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      A $26M Push Into Power in LA

      🔦 Spotlight

      Hello, Los Angeles.

      Coachella Weekend 2 is here, which usually means LA is either heading back to the desert or happily staying put this time around. Back in the city, the focus this week is less about music infrastructure and more about something far more critical, power.

      That’s where this week’s news comes in.

      Critical Loop, a Los Angeles-based energy startup, raised a $26 million Series A to tackle one of the least talked about bottlenecks in tech right now, grid interconnection. In simple terms, it’s the process of getting power to where it’s needed, and increasingly, that process is too slow to keep up.

      Critical Loop is building modular microgrid systems that can be deployed in days instead of years, giving industrial operators, data centers, and other energy-heavy users faster access to power without waiting on traditional grid upgrades. The round was led by Conifer Infrastructure Partners and Hanover, with participation from Better Ventures, Climate Capital, Adapt Nation Capital, and Cyrus Ventures.

      The timing here matters. Between AI infrastructure demands, electrification, and a broader push toward domestic energy resilience, power is quickly becoming a gating factor for growth. You can build the data center, the factory, or the next big thing, but none of it works if you can’t turn it on.

      That’s what makes companies like Critical Loop worth watching. They’re not building the flashiest part of the stack, but they’re solving for the piece everything else depends on.

      And in a city that knows a thing or two about scaling ambition quickly, that might be the most important layer of all.

      Below are this week’s fund announcements across LA 👇


      🤝 Venture Deals

      LA Venture Funds

      • Anthos Capital participated in Wealth.com’s $65M Series B, backing the AI-powered estate and tax planning platform as it scales across financial institutions. The oversubscribed round included new investors like Titanium Ventures and Pruven Capital alongside existing backers, and the company plans to use the funding to expand product development, pursue acquisitions, and grow its enterprise footprint as demand rises for AI-driven wealth management solutions. - learn more
      • Anamika Ventures participated in Sage Haven’s $3M pre-seed round, backing the AI-powered messaging and calling app designed to create a safer communication environment for kids. The round was led by Anamika Ventures alongside Fabric Ventures and a group of early-stage investors, as the company launches a platform focused on preventing cyberbullying through real-time AI moderation and parent oversight tools. - learn more
      • MANTIS Venture Capital participated in Factory’s $150M Series C, backing the AI startup as it builds autonomous software engineering systems for enterprise teams. The round was led by Khosla Ventures and included firms like Sequoia Capital, Blackstone, Insight Partners, and NEA, valuing the company at $1.5 billion. Factory plans to use the funding to invest further in product development and global expansion as demand grows for AI-driven tools that can automate large portions of the software development process. - learn more
      • Rebel Fund participated in Uplane’s $4.5M seed round, backing the AI startup as it looks to replace traditional marketing agencies with a platform that automates ad creation, testing, and budget optimization. The round was led by Play Ventures with participation from Y Combinator, 20VC, and Multimodal Ventures, and the company says its technology can improve return on ad spend by automating performance marketing workflows. - learn more
      • Alexandria Venture Investments and Presight Capital participated in Alloy Therapeutics’ $40M Series E, backing the biotech infrastructure company as it scales its AI-powered platform for drug discovery and development. The round included a mix of new investors like 8VC and JIC Venture Growth Investments alongside returning backers, valuing the company at $1 billion and underscoring continued interest in platforms that combine AI, data, and lab services across the biopharma lifecycle. - learn more
      • Finality Capital Partners participated in HYFIX’s $15M seed round, backing the semiconductor startup as it builds American-made chips designed to power drones and autonomous robots. The round was led by Craft Ventures with participation from Catapult Ventures, Multicoin Capital, and Sky Dayton, and the company is developing an integrated system-on-a-chip to replace fragmented hardware stacks and reduce reliance on foreign components. - learn more
      • Rainfall Ventures participated in Stendr’s $5.4M pre-seed round, backing the Norwegian defense tech startup as it builds an AI-native platform for drone detection and counter-drone operations. The round was co-led by Rainfall alongside ACME Capital and Skyfall, with additional participation from Antler, StartupLab, and other early-stage investors, and the company plans to use the funding to accelerate development of its multi-sensor technology and expand engineering capabilities. - learn more
      • Slauson & Co. participated in Slate Auto’s $650M funding round, backing the EV startup as it works to bring a lower-cost electric pickup truck to market. The round was led by TWG Global and comes as the Bezos-backed company prepares to begin production, targeting a more affordable segment of the EV market with a customizable truck expected to launch later this year. - learn more
      • Navitas Capital co-led Primepoint’s $10M seed round, backing the AI startup as it builds a platform that reads and connects complex construction drawings to streamline project workflows. The round also included investors like Penny Jar Capital, NextView Ventures, GS Futures, and Aglaé Ventures, and the company plans to use the funding to expand its platform and grow adoption among large commercial contractors. - learn more
      • Alexandria Venture Investments participated in Neomorph’s $100M Series B, backing the biotech company as it advances its molecular glue degrader platform targeting previously undruggable diseases. The round was led by Deerfield Management with participation from Regeneron Ventures, Longwood Fund, and Binney Street Capital, and the company plans to use the funding to support ongoing clinical trials and expand its broader drug development pipeline. - learn more

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      Hermeus Moves In. Uber Lines Up. LA Wins.

      🔦 Spotlight

      Hello, Los Angeles.

      This week’s transportation news says a lot about where LA is headed and who wants to build here.

      Start with Hermeus, which hit a $1 billion valuation after raising $350 million as it works on high-speed aircraft for defense applications. More notably for Los Angeles, the company is moving its headquarters to El Segundo, adding to the region’s growing aerospace and defense cluster. The round was led by Khosla Ventures, with participation from returning backers including Canaan Partners, Founders Fund, RTX Ventures, Bling Capital, and In-Q-Tel, along with new investors including Cox Enterprises, Socium Ventures, Destiny Tech100, Georgia Tech Foundation, 137 Ventures, and GSBackers.

      Then there’s Uber, which made two separate autonomous vehicle announcements that both put Los Angeles in the rollout map.

      The first is a partnership with Zoox, Amazon’s autonomous vehicle company. Uber said the service is expected to launch in Las Vegas in summer 2026 and then come to Los Angeles by mid-2027, giving riders the option to match with a Zoox robotaxi through the Uber app.

      The second is a new deal with MOIA America, which plans to deploy autonomous ID. Buzz vehicles on the Uber platform in Los Angeles by the end of 2026.

      Taken together, the message is pretty straightforward: LA is not just watching the future of transportation take shape, it is increasingly being used as the place to test it, scale it, and sell it. Hermeus is bringing its headquarters here as defense aviation regains momentum. Uber is lining up autonomous partners with Los Angeles as a target market. Different companies, different timelines, same conclusion: a meaningful share of the next transportation cycle is being built with LA in mind.

      Below are this week’s venture deals, fund announcements, and acquisitions across LA.


      🤝 Venture Deals

      LA Companies
      • PeakMetrics raised a $6M Series A to scale its AI-powered narrative intelligence platform, which helps organizations track how information spreads online and identify risks from misinformation and coordinated campaigns. The round was led by Moneta Ventures with participation from Techstars, Parameter Ventures, VITALIZE Venture Capital, and Gurtin Ventures, and the company plans to use the funding to enhance its real-time detection capabilities and expand adoption across enterprise and government customers. - learn more
      • Hybron raised a $25M seed round to scale its advanced carbon fiber composite manufacturing technology, which aims to produce high-performance components faster and at lower cost than traditional methods. The round was led by Marque Ventures with participation from a mix of venture firms and strategic investors, and the company plans to use the funding to expand manufacturing capacity, grow its team, and support increasing demand from aerospace and defense programs. - learn more

      LA Venture Funds

      • Emmeline Ventures participated in Osteoboost’s $8M funding round, backing the company as it expands access to its FDA-cleared wearable designed to treat low bone density in postmenopausal women. The round was led by Ambit Health Ventures with participation from Disrupt Health Impact Fund and others, and the company plans to use the capital to scale manufacturing, expand clinical research, and grow commercial adoption. - learn more
      • Bonfire Ventures led Juno’s $12M seed round, backing the AI-powered tax preparation platform as it aims to automate up to 90% of the manual work in tax filing for accounting firms. The round included participation from Impression Ventures and Xfund, and the company says its software can significantly reduce preparation time while keeping CPAs in the loop for review and advisory work. - learn more
      • Alexandria Venture Investments participated in Sidewinder Therapeutics’ $137M Series B, which will help fund the company’s push to bring its precision bispecific ADC cancer programs into the clinic. The round was co-led by Frazier Life Sciences and Novartis Venture Fund, and Sidewinder said it expects to advance its lead program into clinical development in 2027. - learn more
      • Slauson & Co. participated in Flora Fertility’s $5M seed round, backing the company as it builds what it describes as an individually owned fertility insurance platform that is not tied to an employer. The round was led by ManchesterStory, and Flora plans to use the funding to scale a model aimed at making fertility coverage more portable and accessible for consumers. - learn more
      • Mucker Capital participated in Fastrflow’s $375K early funding round, backing the startup as it builds a screen-aware AI copilot designed to assist students and professionals directly within their workflows. The company is focused on creating an assistant that can understand what’s on a user’s screen in real time to provide contextual help, positioning itself as a more integrated alternative to traditional standalone AI tools. - learn more

      LA Exits

      • Modern Animal has been acquired by Chewy, giving the pet e-commerce giant a much bigger physical veterinary footprint as it expands deeper into healthcare. The deal brings Chewy an additional 29 clinics, 24/7 virtual care, and a membership-based model, and is expected to grow Chewy Vet Care from 18 to 47 locations nationwide while adding more than $125 million in annualized run-rate revenue. - learn more
      • Honk has been acquired by Frontenac, with the Los Angeles roadside assistance software company simultaneously completing an add-on acquisition of CurbsideSOS as part of the deal. The combination is meant to scale Honk’s platform for roadside assistance, towing, and accident management, with former Grubhub executives including Adam DeWitt, Matt Maloney, and Eric Ferguson joining the company to lead its next phase of growth. - learn more

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