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When timing meets insight, exits happen. When conviction wavers, opportunities vanish.
Danny Davis, CEO and founder of Hyperfi, has navigated the treacherous waters of entrepreneurship multiple times—from taking a cannabis tech company public to missing an eight-figure investment opportunity. His journey offers invaluable lessons for entrepreneurs building their next venture and M&A professionals evaluating founder-led businesses.
The Power of Pattern Breaking and Perfect Timing
Davis’s first major company, Convectium, emerged from an unlikely place: a hospital bed. While recovering from appendicitis in 2014, he read about China disrupting the vape industry and spotted an opportunity that institutional investors were ignoring entirely.
The insight: A taboo industry (cannabis) with zero institutional funding and a glaring infrastructure gap—no filling systems existed for the cartridge market that was about to explode.
Convectium became the world’s first company to patent filling systems for cannabis cartridges, eventually going public through a reverse merger in 2018. The company was also an early adopter of Bitcoin payments, though Davis admits to costly mistakes (choosing cash over Bitcoin, trying to buy Bitcoin at $24 in 2013 but finding it too complicated).
The lesson for entrepreneurs: Keen insight trumps industry experience. Davis knew nothing about cannabis or infrastructure, but he understood timing. Two years earlier would have been too soon; two years later would have been saturated. Pattern-breaking opportunities exist where others won’t look.
Board Control: The Make-or-Break Factor in Exits
Perhaps the most critical lesson from Davis’s Convectium exit came after he left in 2019. Despite owning 25 million shares, misalignment with his board forced an amicable separation that fundamentally changed the company’s trajectory.
Davis’s non-negotiable advice:
- Control your board or cultivate true advocates. Get friends and believers on the board who understand your vision—not just financiers looking at quarterly metrics.
- Founder-led is non-negotiable. Davis only invests in founder-led companies now. “I have yet to see a company where people go, ‘wow, the company’s much better without the guy or the woman that started it,'” he notes, citing even controversial examples like Travis Kalanick’s Uber.
For M&A professionals: This founder conviction is both a risk and an asset. The OpenAI board’s attempted ouster of Sam Altman demonstrates what happens when you remove founder energy from a breakthrough company. Evaluate not just the founder, but their board dynamics and alignment.
The Revenue vs. Investment Balancing Act
After exiting Convectium, Davis faced a critical decision that many successful entrepreneurs encounter: continue with predictable service revenue or go all-in on a risky startup?
He was running a profitable managed services business generating $50K monthly, but it was consuming 40% of his time—time needed for his next venture, Hyperfi. The psychological safety of steady income was preventing him from fully committing to the bigger opportunity.
The framework Davis developed:
- Assess the delta: What’s the absolute best case vs. worst case scenario?
- Calculate the risk tolerance: Will the downside wreck you for years, or just set you back temporarily?
- Diversify strategically: Have a backup plan (N+1 strategy from IT), but don’t let it drain the resources needed for your primary bet.
He ultimately chose conviction over safety, going all-in on Hyperfi while investing his own capital in the round.
The Eight-Figure Miss: When Conviction Falters
Davis’s most painful lesson? Being Loom’s first customer, being asked to be their first investor, and saying no. That decision cost him an eight-figure return.
“For every person I talk to that has hindsight, they always had an inkling,” Davis reflects. “The mistakes often happen when you sell yourself short or you get out too early.”
The pattern he identified:
- People don’t randomly wish they’d invested in Microsoft in 1983
- They bought Tesla at $X, sold at 2X because they got nervous, and watched it go to 100X
- The regret comes from ignoring gut instinct, not from missing random opportunities
For entrepreneurs: When you have conviction and early insight into a company or opportunity, find a way to participate. Your biggest regrets will be the times you cut corners or exited too early.
Building Hyperfi: Applying Hard-Won Lessons
Davis’s current venture, Hyperfi, embodies everything he learned from past exits. It’s solving a $1.5 trillion problem in IT procurement—the fragmented, multi-vendor nightmare of buying software, security, cloud, and networking services.
The strategy that makes Hyperfi different:
- Low-hanging fruit: Leveraging his 13+ years of enterprise IT experience (though he warns: “I will advise to not stay in corporate America that long before starting your first company”)
- Existing customer base: Starting with customers already in his network—a critical advantage
- Perfect timing: AI agents talking to other AI systems create an inflection point that wasn’t possible two years ago
- Ben Horowitz’s formula: People → Product → Profit, in that order. “If you’re trying to go after profit before you have great people building an amazing product, you’re gonna fail every single time.”
Key Takeaways for Entrepreneurs
On exits and timing:
- Keen insight + perfect timing beats industry expertise
- Pattern-breaking opportunities exist in taboo or overlooked markets
- Two years makes the difference between too early and too late
On governance:
- Board misalignment can destroy value even after a successful exit
- Founder-led energy is irreplaceable—structure your cap table accordingly
- Get true advocates on your board before you need them
On risk and conviction:
- Diversify strategically (N+1 strategy), but don’t let safety nets drain your primary bet
- Your biggest regrets will be backing out when you had conviction
- “Stick to it-ness” of your gut instinct predicts long-term success
On building for the next exit:
- Product-founder fit matters as much as product-market fit
- Don’t learn an entirely new industry for every venture if you can avoid it
- Follow the People → Product → Profit sequence religiously
For M&A Professionals
When evaluating acquisition targets or investment opportunities:
- Founder engagement is a leading indicator. Companies lose momentum when founders exit
- Board composition reveals future trajectory. Are board members advocates or just financiers?
- Timing analysis is critical. Is this company entering its two-year window, or has that window closed?
- Pattern-breaking insights. Does the founder have a genuinely differentiated view, or are they following the herd?
Davis’s wisdom comes through failure—vendor relationships that cost years of customer trust, missed investments, exits that diminished company value. But his track record of multiple successful ventures proves that learning from those failures is what separates serial entrepreneurs from one-hit wonders.
As he puts it: “It’s only wisdom through failure, man. I wish someone would have taught me this before.”
For entrepreneurs building toward an exit and M&A professionals evaluating opportunities, these hard-won lessons could be worth eight figures of avoided mistakes.
