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.

Hello Sunshine Sold for More Than $900M. Now Reese Witherspoon Is Buying It Back.
Image Source: Hello Sunshine

🔦 Spotlight

Hey there, LA.

In Hollywood, every successful story eventually gets a sequel. This one brings Reese Witherspoon back to the company she built.

Five years after selling control of Hello Sunshine in a deal worth more than $900M, Witherspoon is partnering with French production group Mediawan to buy back the Los Angeles media company.

The reported purchase price is in the low-to-mid eight figures, significantly below Hello Sunshine’s valuation when Candle Media acquired a controlling stake in 2021.

That difference tells a larger story than any single Hollywood transaction.

Hello Sunshine was one of the most prominent acquisitions made during the streaming boom, when platforms were spending aggressively and investors placed enormous value on production companies with recognizable founders, established audiences and libraries of intellectual property.

Witherspoon had built all three.

Founded in 2016, Hello Sunshine developed its business around stories centered on women, producing projects including “Big Little Lies,” “The Morning Show,” “Little Fires Everywhere” and “Daisy Jones & The Six.” It also turned Reese’s Book Club into an influential audience and discovery platform that now reaches 6.2 million readers and drives approximately $900M in annual U.S. book sales, according to the company.

By 2021, that combination of talent, intellectual property and direct audience access looked like the foundation of a next-generation media empire.

Candle Media, backed by capital from Blackstone, acquired Hello Sunshine as part of a broader effort to assemble a portfolio of entertainment brands. The company also purchased businesses including Moonbug Entertainment, ATTN: and Faraway Road Productions.

Then the streaming market changed.

Entertainment companies became more disciplined about content spending. The race to accumulate subscribers gave way to pressure for profitability. Production budgets tightened, consolidation slowed and some of the valuations assigned during the streaming boom became difficult to maintain.

Hello Sunshine’s return to founder-led ownership reflects how dramatically the media landscape has changed since 2021. It also gives Witherspoon an opportunity to regain greater influence over the company at a moment when its core assets may matter more than its former valuation suggests.

Under the new ownership structure, Hello Sunshine plans to refocus on premium film and television, Reese’s Book Club and new storytelling and distribution formats. Mediawan brings an international production network, while Witherspoon brings something harder to manufacture: a trusted personal brand and an audience willing to follow her recommendations from books to screens.

That relationship with consumers is increasingly valuable in a fragmented media market. Studios can finance productions. Streaming services can distribute them. Far fewer companies can reliably convince millions of people to care before a project is even released.

For Los Angeles, the deal reflects the increasingly fluid boundary between entertainment company, consumer brand and technology-enabled audience platform. The most resilient media businesses may not be those producing the greatest volume of content, but those that own a direct relationship with a specific community.

The first Hello Sunshine deal captured the optimism of the streaming era.

The second may offer a more focused model for what comes next, with the company once again guided by the founder who understood its audience from the beginning.

Hollywood loves a comeback story.

This time, the company is making one too.

LA Tech Week’s Final Stretch

Still making the most of LA Tech Week? We have organized the remaining events by location to make planning the weekend a little easier:

Event schedules may change, so confirm the latest details with the organizer before heading out.

More from this week’s LA startup and venture scene below.

🤝 Venture Deals

    LA Companies

    • Goodweek raised a $12M seed round led by Adara Ventures to expand its AI management platform for small and midsize businesses. The company brings tools such as ChatGPT, Claude, Gemini and Mistral into one governed workspace and will use the capital to accelerate sales and expand into Latin America and Asia. - learn more

    LA Venture Funds
    • Fika Ventures co-led Otter Health’s $8M seed round alongside Evidenced Capital, with participation from Slow Ventures, Metrodora, CoFound Partners, Patient Capital, SemperVirens and Layout Ventures. The startup will use the funding to scale its AI-powered platform, which helps healthcare payers and providers reduce unnecessary care and manage quality without relying as heavily on traditional prior authorization. - learn more
    • Nant Capital co-led Prolific Machines’ $50M Series B2 alongside Atoms & Bits, bringing the biotechnology company’s total funding to more than $100M. Prolific will use the capital to scale its light-controlled biomanufacturing platform, expand pharmaceutical and biotech programs and begin early work on tissue and organ fabrication. - learn more
    • Family Fund participated in Allara’s $30M funding round alongside new investors Camino Partners and Foreground Capital, while existing backers including Index Ventures and GV increased their commitments. The women’s healthcare company will use the capital to expand AI-enabled care, grow its provider and enterprise partnerships and advance research into hormonal, metabolic and reproductive conditions. - learn more
    • Vida Ventures participated in Soufflé Therapeutics’ oversubscribed $135M Series B, which was led by Juvia Group. The biotech will use the funding to move three lead programs into clinical trials for muscular dystrophy, heart failure and muscle and metabolic disorders while advancing its broader pipeline of targeted RNA therapies. - learn more
    • FJOR participated in LightSprint’s $6.1M seed round, which was led by 645 Ventures. The AI software platform will use the funding to expand its enterprise product and grow its engineering and go-to-market teams as it helps employees across departments make changes to company codebases while keeping engineers in control. - learn more
    • Muse Capital participated in Collective X Health’s oversubscribed $3.2M pre-seed round, which was co-led by Council Capital and Anthemis Female Innovators Lab Fund. The women’s health intelligence startup will use the funding to expand its female-focused research and data platform, meet growing enterprise demand and support new research aimed at closing the women’s health data gap. - learn more
    • Act One Ventures participated in Intake AI’s $2.5M pre-seed round, which was led by Kapor Capital. The startup is building AI agents that automate clinical-trial setup and operations, helping research teams turn protocols into documents, search study materials and transfer approved forms into existing systems. - learn more
    • M13 participated in Ultra’s $62M financing, which included a $50M Series A led by Framework Ventures. The Brooklyn-based robotics startup will use the capital to expand deployment of its AI-powered warehouse robots, which handle packing, sorting and other fulfillment tasks and have already processed more than 500,000 orders. - learn more

    LA Exits

    • Farcaster is being acquired by Balaji Srinivasan’s Network School from Neynar, marking the decentralized social network’s second change in ownership this year. The deal includes Farcaster’s app, protocol repositories and related products, with its new owner planning to introduce a rules-based “social smart contract” governing full participation on the platform; financial terms were not disclosed. - learn more
    • Creator Authority has been acquired by Billion Dollar Boy Group, bringing the agency’s B2B influencer marketing expertise and LinkedIn specialization into BDB’s global creator business. The deal will help Creator Authority scale its work with enterprise brands while strengthening BDB’s presence on the U.S. West Coast and expanding its B2B creator marketing capabilities; financial terms were not disclosed. - learn more
    • Burbank-based CareerArc was acquired by AI hiring platform Humanly, with financial terms undisclosed. The deal combines CareerArc’s recruitment marketing and social recruiting tools with Humanly’s AI-powered candidate engagement, screening and interviewing platform, creating a more connected system for employers managing high-volume hiring. - learn more
    • Ethiqly was acquired by Carnegie Learning from Owl Ventures and the company’s management, with financial terms undisclosed. Carnegie Learning plans to integrate Ethiqly’s AI-powered writing platform into its literacy offerings, helping students improve their writing while giving teachers greater visibility into the drafting, revision and learning process. - learn more

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      How to Navigate LA Tech Week 2026

      🔦 Spotlight

      Happy Friday, Los Angeles.

      Next week, hundreds of tech events will take over the city, bringing founders, investors, engineers and creators together from October 12 through 18.

      Calling LA Tech Week a conference does not quite capture the experience.

      Presented by Andreessen Horowitz, Tech Week is a decentralized collection of panels, workshops, demonstrations and gatherings hosted independently by startups, venture firms and technology companies. There is no convention center or central stage. The programming stretches from Santa Monica and Venice to Culver City, Downtown, El Segundo and beyond.

      In other words, the city is the venue.

      AI remains the dominant theme for 2026, appearing across enterprise software, healthcare, finance, media and the creator economy. The schedule also reflects industries where Los Angeles has built a particular advantage, including aerospace, defense, robotics, advanced manufacturing, entertainment and consumer technology.

      That range is what makes LA Tech Week distinct. It brings together the software companies shaping what comes next with the industries that already define Southern California.

      The challenge is deciding where to show up.

      Our advice: apply early and organize your schedule by neighborhood. Crossing from Santa Monica to Downtown may look manageable on a calendar created by someone who has never driven in Los Angeles.

      To help you spend more time meeting people and less time crossing the city, we have organized each day’s events by location:

      You can also browse the complete official LA Tech Week calendar.

      Plan carefully, but do not fill every minute. The best conversation of the week may be the one that was never on your calendar.

      More from this week’s LA startup and venture scene below.

      🤝 Venture Deals

        LA Companies

        • El Segundo-based Gallatin AI raised a $50M Series A from new and existing investors including 8VC and Silent Ventures, bringing its total funding to $70M. The defense technology startup will expand its engineering team and advance Navigator, an AI platform that helps U.S. military units coordinate vehicle readiness, supplies, medical logistics and other mission-support operations. - learn more
        • Pasadena-based quantum computing startup Oratomic raised a $475M Series B at a $5.4B valuation, just three months after its Series A. ARCH Venture Partners, Spark Capital, Khosla Ventures, Index Ventures, General Catalyst and Bezos Expeditions co-led the round, bringing Oratomic’s total funding to $775M as it works toward a commercially viable, fault-tolerant quantum computer by 2030. - learn more
        • Torrance-based Fortastra raised a $30M Series A led by First In, with participation from Upfront Ventures, Space Capital, Rsquared, Side Door Ventures, ATX Ventures and existing investors. The company will use the capital to develop its next-generation maneuverable spacecraft, expand its engineering and operations teams and scale production of systems designed to protect critical assets in orbit. - learn more
        • Parallel Systems raised a $100M Series C led by AVP, with participation from Hillspire, Agility Global, Cobalt Capital, Anthos Capital, Congruent Ventures, Riot Ventures and Collaborative Fund. Founded by former SpaceX engineers, the company will use the funding to scale production and commercial deployment of its autonomous, battery-electric Panther rail vehicles, which are designed to make short-haul freight more competitive with trucking. - learn more
        • Gaming studio Gardens Interactive secured more than $35M in a Series B led by Lightspeed, with participation from Sequoia Capital, Index Ventures, Accel, Innovation Endeavors, Zenith Capital and other investors. The company will use the funding to launch and operate its debut social role-playing “strandbox” game, an evolving multiplayer world shaped by players’ actions and interactions. - learn more
        • Outer Spaces raised an $8M pre-seed round led by Upfront Ventures, with participation from Unlock Venture Partners, Mucker Capital and Genius Ventures. The startup is developing outdoor furnishings with integrated solar panels and batteries, turning backyards into sources of clean energy and backup power. - learn more
        • Furientis raised a $25M seed round led by Benchmark at a reported $125M valuation, following a $5M pre-seed announced in May. The defense startup will use the capital to scale production of lower-cost missile interceptors designed to be assembled quickly with readily available components, with a long-term goal of producing 1,000 systems annually at each factory. - learn more
        • Hiyo raised a $20.8M Series B led by Constellation Brands, with returning investor Live Nation also participating. The nonalcoholic beverage company will use the funding to expand its adaptogen- and nootropic-infused social tonics across more than 13,000 retail locations while growing its presence at hospitality venues and live events. - learn more
        LA Venture Funds
        • Navitas Capital participated in Vesta’s $30M Series B, which was led by Conversion Capital and included backing from several major mortgage lenders and financial institutions. The company will use the funding to scale its AI agents across mortgage origination, automating tasks such as application reviews, underwriting decisions and closing-document checks. - learn more
        • MTech Capital led Nettle’s oversubscribed $4.8M seed round, with participation from Project A Ventures, Sure Valley Ventures, Portfolio Ventures and Ventures Together. The insurtech startup will use the funding to expand across the U.S. and Europe while growing its AI platform, which helps commercial insurers identify property risks, accelerate inspections and generate reports. - learn more
        • Bonfire Ventures doubled down on Santé by participating in the company’s $15M Series A, which was led by FINTOP and included other returning investors. The New York startup will use the funding to expand its AI-powered operating system for independent wine and liquor stores, which combines point-of-sale, e-commerce, payments, inventory and marketing tools in one platform. - learn more

        LA Exits

        • Winnow Solutions was acquired by Marina del Rey-based Spring Labs, with financial terms undisclosed. Winnow’s attorney-built library of more than 100,000 state and federal regulatory requirements will become a core part of SpringGRC, helping financial institutions connect changing laws directly to their compliance policies, controls and workflows. - learn more

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          LA Tech Week 2026: Sunday’s Event Lineup

          🔦 Spotlight

          LA Tech Week 2026 closes Sunday with one final day of events across Los Angeles. We have organized the remaining lineup by neighborhood so you can finish the week with a few last conversations before everyone returns to their regularly scheduled inboxes.

          ARTS DISTRICT

          12:00 PM

          CARSON

          12:00 PM

          CULVER CITY

          9:00 AM

          • Women in Cleantech & Sustainability Hike and Network: See Details Here
            Women in Cleantech & Sustainability

          6:00 PM

          • Founders pitch competition: See Details Here
            Biomorphix solutions, Nightingale regenerative

          HOLLYWOOD

          10:00 AM

          4:00 PM

          • AI International: Film, Music Video & Micro-Drama: See Details Here
            AI International Film Festivals

          MID CITY

          1:00 PM

          OTHER

          12:00 PM

          • ORGANIC LIFE LABS™ PRESENTS THE ALIGNMENT LAB: The Science of human performance: See Details Here
            The Blue Room Collective

          SANTA MONICA

          8:00 AM

          1:00 PM

          6:00 PM

          SOUTH LA

          2:00 PM

          • Future Builders : Family STEM Day: See Details Here
            Black L.A. Tech Week (Community Collective)

          VENICE

          10:00 AM

          12:00 PM

          • How to Raise Funds to Fund Any Business Using Digital Products.: See Details Here
            DN Events

          VIRTUAL

          5:00 PM

          WEST HOLLYWOOD

          3:00 PM

          Each session provides unique opportunities to gain insights, network, and explore various fields of tech innovation. For updates or more event information, visit the official Tech Week calendar.

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