Episode 445 of The VentureFizz Podcast features Roi Carmel, Co-Founder & CEO of Spotlight.ai.
When the shift to AI happened, it created a market dynamic with three distinct types of software companies:
- Ones that were already inmarket and suddenly found themselves in catch-up mode.
- New startups built as AI native platforms right from the jump.
- Companies that were already working on AI driven technology and had a massive head start, even if they weren’t using the term “AI” yet, but rather natural language processing, machine learning, or something comparable.
Spotlight.ai fits squarely in that third bucket, having spent years building their platform. It was a problem that Roi experienced firsthand while in leadership roles at Cybereason and Perfecto Mobile. He saw that companies were struggling to operationalize their value proposition within the go-to-market team, making it extremely challenging to run an effective sales process.
The team at Spotlight.ai spent two years interviewing over 50 CROs from top tech companies to understand their friction points and figure out how to solve the value-sales problem using NLP (natural language processing) or what the market now calls AI.
Fast forward to today: Spotlight.ai is the deal-autopilot AI platform built on a proprietary sales knowledge graph with millions of correlated signals. It integrates across daily seller workflows to autonomously drive MEDDICC qualification (a sales methodology that originated at PTC). Other key benefits for their platform include fact-checking deal status based on hard evidence, auto-generating customer-facing assets, and delivering reliable, bottom-up forecasting.
In this episode, we cover:
- Roi’s thoughts on how established software companies should think about integrating meaningful AI features into their platform.
- His background story including being a nationally ranked Judo competitor and how that helped to shape his entrepreneurial mindset.
- A walk through his rapid rise to leadership roles across the tech industry.
- The origin story of Spotlight.ai and how the platform works.
- Why they chose to bootstrap the company and how they built a culture with zero turnover.
- And so much more!
Transcript
Keith Cline: Roi, thanks so much for joining us.
Roi Carmel: Yeah, thanks, Keith. Thanks for having me.
Keith Cline: I’m excited to talk to you. You’ve had an amazing career building major software companies across different tech platform shifts. I’m excited to talk about the company you’re building now in the AI-native landscape that everyone is so excited about.
As an extension of that, I want to discuss companies that are not natively built on AI from day one, but know they need a clear AI strategy to compete and thrive. What advice do you have for building true, meaningful AI features into existing products or platforms?
Roi Carmel: Everyone is in this race right now, rushing to figure out where to integrate AI into their platforms. AI-native companies design with it from day one, while legacy companies are trying to determine where it fits into existing architectures.
When technology moves this fast, people sometimes forget the fundamentals: Where is the pain? Where is the organizational bottleneck? Deeply understanding customer problems must lead everything we do; otherwise, you end up with a solution looking for a problem.
Second, this transformation brings a heavy “build vs. buy” debate. Everyone feels like AI gives them superpowers to build anything in-house. We have to acknowledge that reality. On one hand, vendors should help customers accelerate what they want to build themselves. On the other hand, vendors need to identify what customers won’t build internally. In our experience, that comes down to two key factors:
- Workflow Integration: Can you integrate in a non-trivial way across the user’s entire workflow? Point solutions are easy to build in-house. Deep integrations across calendars, email, Salesforce, and enterprise systems are exponentially harder.
- Proprietary Data & Context: Proprietary data allows AI to perform actions it simply cannot do without it. The proprietary data structure and knowledge graph you build as a vendor is your ultimate differentiator and defensible moat against “build vs. buy”.
Keith Cline: That is great advice. I love your background story. Where did you grow up, and what were your foundational years like?
Roi Carmel: I had a non-trivial childhood. I was born in Israel, moved to Romania during my childhood where my parents served as diplomats under communism, and was there during the revolution when communism was overthrown. I then moved to Los Angeles for high school. Experiencing Israel, Eastern Europe, and the US West Coast built my ability to relate to people from all walks of life.
I was heavily involved in sports as a competitive judoka in Israel and LA. I was ranked number three in California and 20th nationally in the US. As a teenager, judo was my entire focus.
Keith Cline: Being ranked 20th in the US is incredible! How did that judo training carry over into your mindset as an entrepreneur?
Roi Carmel: In judo, you compete constantly, which means you constantly win and lose. One single mistake can cost you the entire match instantly. Learning to deal with brutal failures is essential. Unlike team sports like basketball or soccer where the better team usually wins over four quarters, in judo, the person who has the better day wins.
It also teaches you to respect your opponent. Your opponent is not your enemy—you bow, shake hands, and often become friends off the mat, but on the mat, you fight like hell.
Keith Cline: It is such a mental game.
Roi Carmel: Judo is about using the other person’s strength against them. You have to completely connect with your opponent rather than staying inside your own head. Even if you have an offensive plan, it means nothing if you don’t connect with where your opponent is moving and adjust in real time.
Keith Cline: How did you transition from that into getting your career started in the tech industry?
Roi Carmel: I earned my Computer Science degree and started as a developer. Early on, I picked up a side project at a company that was later acquired by Cisco. I treated it with intense focus, and within a year, I was managing a development team. Within three or four years, I was managing three global teams, and the product was successfully sold.
Through that journey, two things became clear:
- I hired developers who were far better coders than I was, so pure engineering wasn’t my unique differentiator.
- I fell in love with understanding customer problems and bringing those insights back to the engineering team. I was drawn to customer pain and user experience far more than the underlying bits and bytes.
Keith Cline: You then had a great run at HP Software working on Mercury, the test automation pioneer they acquired.
Roi Carmel: Mercury invented test automation at scale and was acquired by HP Software for $4.5 billion. I joined as a product manager managing $100 million portfolios, then $400 million portfolios, as well as enterprise reseller partnerships with SAP.
At HP, I learned how critical the sales and go-to-market engine really is. In a massive organization, you can build great products, but they mean nothing if the sales team isn’t incentivized or equipped to sell them. Positioning the product so the sales team cares about it is a major lesson I took away.
Keith Cline: When I recruited in 1998, Mercury had WinRunner and LoadRunner. Did you work on those?
Roi Carmel: When I joined, they had WinRunner and the next-generation product, QuickTest Professional (QTP). On my first day, I asked why we had two products doing the exact same thing. The team said they couldn’t sunset WinRunner because customers loved it.
My very first action at HP was killing WinRunner! Eliminating that overlap created massive market clarity, allowing customers to confidently build long-term strategies on QTP. Clarity is often worth far more than temporary market friction.
Keith Cline: That reminds me of how enterprise software used to be deployed behind the firewall with armies of consultants from Accenture or Deloitte doing long implementations. Today, with AI platforms, we see the rise of “forward-deployed engineers” doing custom implementation work again. Does it feel like a bit of deja vu?
Roi Carmel: Exactly. The market is currently going through a period of confusion. Executives receive board mandates to build everything in-house to be “AI-forward,” but then they realize the sheer complexity involved.
We recently had three enterprise customers tell us they were going to evaluate building some of our capabilities internally. Instead of pushing back, we sat down with them and helped define the critical capability requirements for success whether they built or bought. After going through that exercise, all three realized which components made sense to build internally and chose to double down on our platform for the core engine. Vendors must have those honest, value-centric discussions.
Keith Cline: After HP, you joined Perfecto Mobile. What was that journey like?
Roi Carmel: When the first iPhone came out, digital experience and mobile testing exploded. Perfecto was one of about nine competitors in the space. I joined as Chief Strategy and Chief Product Officer.
My core thesis was that test automation was becoming commoditized by open-source tools like Selenium. Instead of being just an automation tool, we transitioned Perfecto into a digital quality lab—providing access to real mobile devices in the cloud. That shift allowed us to scale to $70 million in revenue as the clear category leader before getting acquired by Perforce.
After the acquisition, I brought our go-to-market value framework and MEDDPICC qualification process over to Cybereason, where we repositioned the company and helped scale it past $100 million in ARR.
Keith Cline: What led you to launch Spotlight.ai?
Roi Carmel: Across Perfecto, Cybereason, and companies I advised like Tufin, I saw the exact same problem over and over: companies had amazing value propositions, but couldn’t operationalize them across their sales teams. Sales reps struggled to execute consistent discovery and value selling at scale.
I became obsessed with solving that problem. I took a step back and spent two years interviewing over 50 Chief Revenue Officers to map out how sales leaders analyze deals.
We realized that reps excel at soft skills and relationship building, but struggle to retain complex playbooks and analyze deal signals in real time. So, I partnered with two co-founders to build a sales knowledge graph that maps enterprise sales methodologies, value selling, and industry-specific deal signals. Today, that graph contains over 40 million correlated signals. When Large Language Models emerged, it provided the perfect interface to query that graph in real time.
Keith Cline: You focus heavily on MEDDPICC (Metrics, Economic Buyer, Decision Criteria, Decision Process, Identify Pain, Champion). That methodology originated at PTC, which generated so many iconic sales leaders.
Roi Carmel: PTC is the Mecca of enterprise sales leadership. Leaders like John McMahon (who was on our board at Cybereason) and Keith Butler pioneered that discipline. Today, 80% to 90% of enterprise sales teams using a formal qualification methodology rely on MEDDPICC.
However, MEDDPICC is a risk qualification framework, not the only dimension of a deal. It doesn’t track deal velocity or sudden negative stakeholders coming into the deal mid-stream. We view a deal as a multi-dimensional problem where MEDDPICC is a critical layer, but paired alongside other key signals.
Keith Cline: How does Spotlight.ai work for a sales rep and a sales manager on a day-to-day basis?
Roi Carmel: We operate on a framework called Listen, Understand, Decide, Act:
- For the Sales Rep: Instead of expecting reps to navigate complex playbooks in their heads, Spotlight highlights active risks, suggests specific discovery questions for the next call, and auto-generates customer-facing ROI assets and business cases. It acts like an AI co-pilot guiding the deal.
- For the Manager: Sales managers spend huge amounts of time sorting through rep opinions. Spotlight ingests call recordings, emails, and Slack messages, mapping them against our knowledge graph to separate hard evidence from rep opinions. Managers get bottom-up, evidence-based forecasting and complete traceability down to the exact sentence spoken on a call.
Keith Cline: What is the current scale of the company?
Roi Carmel: Spotlight.ai is bootstrapped! We raised a small pre-seed round with angel investors like Tom Schodorf (former CRO of Splunk), but after gaining early enterprise traction, we chose to fund our growth through customer revenue.
Last year, we grew 300% year-over-year while maintaining top-tier net retention. What I love about bootstrapping is that you can’t just throw venture dollars at problems—you are forced to build real, sustainable value for your customers. Most importantly, we have had zero employee turnover since the company was founded. When you build a mission-driven team, that resilience shows.
Keith Cline: Raising venture capital is often treated as the end goal, but customer-driven growth is the true achievement.
Roi Carmel: Capital is just a tool. Achieving customer success, growth, and retention is the actual achievement.
Keith Cline: How are you using AI in your personal life or workflows?
Roi Carmel: AI is my morning walk buddy! I like taking 30- to 40-minute walks in the morning. I put my AirPods in, turn on ChatGPT voice mode, and do deep-dive research conversations on various topics—whether it’s real estate markets or competitive target archery equipment. By the time I get back to my desk, I have a structured research summary waiting in my inbox.
Keith Cline: Do you compete in target archery?
Roi Carmel: I started shooting archery about 15 to 20 years ago. I am a naturally competitive person, but I made a conscious choice not to compete in archery so I could keep it purely as a relaxing, fun hobby focused on precision and mental focus.
Keith Cline: What are your top book recommendations for entrepreneurs?
Roi Carmel: Never Split the Difference by Chris Voss is a favorite because negotiation tactics mirror judo—connecting deeply with the other party’s position. I also love The Hard Thing About Hard Things by Ben Horowitz. He took operational challenges and turned them into the core IP of his company.
Outside of work, I love picking up brand-new challenges to keep my mind sharp—like learning to surf for the first time this past summer!
Keith Cline: Roi, thanks so much for walking us through your story and sharing all these insights.
Roi Carmel: Thank you, Keith! Great chatting with you.
