Singulution
Hunt Burdick had been programming since age 12 when his father showed him Visual Basic on DOS, building software for his own business. This early exposure planted a seed: Hunt wanted to create a comprehensive business management solution. After a successful career as a software engineer at Silicon Valley's Arista Networks, Hunt couldn't shake the entrepreneurial itch. In June 2017, he took the leap, leaving his job and cashing out his stock options and 401k to fund his new venture, Singulution.
Hunt threw himself into development with singular focus. "I spent every waking moment building," he recalls. Using Ruby on Rails and React, he constructed a full-duplex real-time point of sale and business management system with WebSocket connections—technically advanced and architecturally elegant. But there was a critical flaw in his approach: he built in a vacuum for 10 months straight, never once using the product himself and never engaging with potential customers until it was too late. The scope ballooned. Every feature seemed necessary. Real-time functionality added overhead. Infrastructure consumed time that should have gone elsewhere. After 10 months and $30,000 burned through (mostly his personal runway), Singulution had no customers and no revenue.
Hunt's biggest mistakes were architectural and strategic. He built what he thought people wanted instead of asking them. He spent too much time on infrastructure and not enough on customer discovery. The product lacked core features because he'd prioritized technical beauty over usability. "Without the complete set of features, the system was not usable," he admits. By the time he started networking to save the company, the runway was gone. The competition was entrenched and far ahead. There was no path forward without significantly more capital.
Though Singulution failed, fate intervened. While networking desperately, Hunt met the founders of E-Dealer Direct, a dealer management startup that was already past MVP with a working model. They bought Singulution's intellectual property, brought Hunt on as Chief Technology Officer for equity, and shuttered the company. Hunt later reflected: "It really wasn't a big deal since we didn't have any customers." In fact, he was relieved. Now he could focus on building with existing customers and real feedback rather than in isolation. Parts of Singulution's infrastructure were eventually incorporated into E-Dealer Direct's system.
- •Building in isolation without customer validation is fatal—Hunt spent 10 months perfecting a product no one wanted instead of learning market needs early.
- •Technical sophistication is worthless without product-market fit—a beautifully engineered real-time system meant nothing when it lacked core usable features.
- •Runway management requires disciplined prioritization—Hunt should have allocated funds to customer interviews and MVP validation rather than living expenses for 10 months of solo development.
- •Overscoping kills startups—Hunt's decision to make everything real-time and monolithic meant he never reached a releasable MVP before money ran out.
- •Failure can compound into opportunity—being acquired and transitioning to CTO showed that learning from mistakes (and having someone else validate them) is more valuable than a failed venture.
- 1.Conduct 10-15 customer interviews before writing any code; understand core pain points and what features truly matter to your target market.
- 2.Build the smallest possible MVP that solves one specific problem for one specific segment; ship something usable in weeks, not months.
- 3.Budget 30-40% of runway for customer engagement, not just living expenses; spend time with users weekly, not at the end of development.
- 4.Avoid premature technical complexity; start with the simplest tech stack that works, and only optimize infrastructure after you've proven demand.
- 5.Set hard MVP deadlines and feature freezes; if a feature isn't essential for your first 10 customers, cut it and ship.
Similar Companies
247.ai
$25.0M/mo247.ai, founded by PV Cannon in 2000, is an AI-powered customer service automation platform serving over 150 enterprise customers with $300M+ in ARR. The company raised only $20M from Sequoia (2003) and bootstrap, achieving 10% net profit margins while maintaining a 12-month CAC payback period and 100% net revenue retention. Despite a security breach setback around 2018, 247.ai has recovered and recently achieved 20% new revenue booking growth in their best quarter.
iCIMS
$13.3M/moiCIMS is a bootstrapped SaaS provider founded in 1999 that dominates the talent acquisition software market as the #2 player, serving 3,500 enterprise customers with an average monthly spend of $4,000. The company exited 2017 with $160M ARR and is targeting 25%+ annual growth while maintaining profitability, recently acquiring Text Recruit to expand into candidate messaging and recruitment advertising.
Zoom
$12.0M/moZoom is a freemium SaaS video conferencing platform founded by Eric Yuan in July 2011 after he left Cisco to build a next-generation collaboration solution. The company has grown to 850,000+ paying customers across individual, SMB, and enterprise segments, generating over $12M in monthly recurring revenue with approximately 100% year-over-year growth. Rather than focusing on customer stickiness or aggressive growth targets, Zoom emphasizes customer happiness and organic word-of-mouth acquisition, which has proven highly effective in driving viral adoption.
Madwire
$10.0M/moMadwire is a comprehensive SaaS platform for small businesses (1-100 employees) that combines CRM, payments, invoicing, billing, e-commerce, and multi-channel marketing tools in a single platform. Founded in 2009, the company has grown to $120M ARR serving 20,000 customers with an average revenue per user of $500/month, while maintaining strong unit economics ($3,000-$4,000 CAC with 3-month payback) and recently turning profitable with a focus on reaching 15-20% EBITDA margins. The company is exploring an IPO within 12-18 months without having raised substantial capital beyond an initial $7.5M.
SwiftPage
$7.0M/moSwiftPage is a CRM and marketing automation platform founded in 2001 that targets small businesses. Under CEO John Oshel's leadership since 2012, the company scaled from 60,000 customers with $26.2M revenue in 2015 to 84,000 customers today with an estimated ARR of $36M+, maintaining 1.5% monthly logo churn and a 6-7 month payback period with a sub-$500 CAC.