Startup Operations: AI-Driven Growth
Building an AI-Driven Growth Engine From Zero
Starting with just an idea and no money sounds like a recipe for failure. No website, no backend, no brand, no strategy. Most would assume getting off the ground takes a year or more. In a few months, one person built all of it: infrastructure, messaging, product-market fit validation, platforms, outreach, and more. The results exceeded expected benchmarks at every stage of the funnel. This is how Biz Rizz went from an unvalidated idea to a real service that generated actual value.
Classical Sales and Marketing No Longer Work
Most standard sales and marketing strategies no longer apply. AI tools have gone mainstream in the last 12 months. Gen Z is entering the workforce in large numbers, and millennials are taking on more senior roles. Together, they are driving more of the economy. Treating sales and marketing as separate functions is outdated. The data supports merging them into a single growth function. Add engineering to that, and you have what the market needs now and for the future.
The Context
How Did We Get Here?
- •Biz Rizz officially started development in February 2026. Stealth development and the original idea began in late 2025.
- •Biz Rizz is a boutique firm in the experiential professional development and live events space. Inspired by TEDx, Andrew Yeung, and The Charisma Myth.
- •Biz Rizz helps high-potential Gen Z professionals get ahead in a more competitive and AI-driven world. The focus is on building interpersonal skills in professional settings, what they call business charisma. This matters especially given the reported decline in social skills among Gen Z.
- •The founder is Vivek Pandit. The founding lead is Evan Farnping. Both worked together on PeduL and graduated from Brown University. They formalized the idea after catching up in NYC. The goal: build something fun, impactful, and useful for fellow Gen Z professionals.
- •Biz Rizz is primarily B2B, but B2C is part of the model. In this phase, B2C was the focus. B2B runs in parallel with separate strategies. B2C is not the main revenue driver. It is a mission-driven channel for the broader Gen Z community.
New Ideas Are Harder to Prove
The concept behind Biz Rizz is not entirely new. Business charisma and charm have been covered by coaches for years. What is newer is the Gen Z focus, the emphasis on practical advice over theory, and the addition of elements like comedy and live events.
The Plan
How to Build What Has Not Existed Before?
- •Zero budget is not a blocker. Custom AI and automation make scale possible without spending. The approach was to build custom tools to handle the heavy lifting.
- •Social proof is harder than it sounds, especially for a new idea. The plan was to reference similar work, such as Andrew Yeung's events and books like The Charisma Myth, to anchor the concept for the target audience.
- •LinkedIn was the best platform to start. Evan and Vivek are active there with strong, up-to-date profiles. LinkedIn is also seeing a rise in Gen Z activity. It was the right place to push a professional development message with a casual tone.
- •Messaging required careful iteration. AI helped speed up A/B testing and customization for the Gen Z audience. Over 15 variations were tested to find what worked.
- •Targeting mattered more than volume. With LinkedIn rate limits, casting a wide net made no sense. Prospects were scored on 20+ signals tied to entrepreneurship, tech, and creativity. All automated. Little manual review.
Break the Default
The best results came from going against standard advice. Custom solutions and bootstrapping helped avoid spending hundreds of dollars on an unvalidated idea while working around rate limits and platform restrictions.
The Results
Pipeline built
~2.2K
Ideal people to message.
Cost to build
$0
Full stack: scanning, CRM, sourcing, outbound, AI, automation, etc.
Outcomes reached
200+
Attendees, clients, and partner organizations across events.
Peak throughput
2-4K/day
Profiles processed to determine fit.
Smart-Automation Performance vs. Top Industry Benchmark*
Suspect (ideal profile) to Prospect (accepted connection request)
Prospect to Qualified Lead (positive reply showing interest)
Qualified Lead to Opportunity (provided contact information)
Opportunity to Customer (paid for entry, service, or ticket)
Takeaways
Mostly automated, minimal time spent
2-4 hours
Weekly manual work required.
Above benchmark across all funnel stages
4/4
Outperformed top industry benchmarks across all four funnel stages.
LTV:CAC
x → ∞
Near-infinite: strong signal of channel-market fit.
What This Means Going Forward
These results were strong, but LinkedIn alone has real platform constraints that limit how far you can push it. It is one channel, not the whole strategy. Biz Rizz has since expanded to additional methods and channels. What is shown here is one part of a larger system, and a proof point for how fast real traction is possible on a new idea.