In the race to adopt AI, most companies are asking the wrong question. It is not about how many sellers you can replace, but about knowing where to apply a human touch to create moments technology cannot. The future of sales is not automation; it is orchestration.
In a recent episode of The Go-to-Market Podcast, Amy Osmond Cook, Co-Founder and Chief Marketing Officer at Fullcast, sat down with Tommy Barlow, Vice President of Global Revenue at LearnUpon and Advisor for Sales and Go-To-Market at Fullcast. Drawing from his extensive experience scaling high-growth tech teams and a Fortune 5 enterprise, Tommy shared a powerful vision for the modern, AI-driven sales organization. He envisions a structure where roles consolidate, niche expertise deepens, and revenue leaders think more like business owners than ever before.
Use Tommy’s blueprint to understand the foundational principles that govern growth and discover the new team structures and skills required to win in the age of AI. You need a strong foundation before you bring in any new tech, which is exactly why building a practical GTM strategy is your first critical step.
The Foundation: Why Your Old Sales Structure Is Obsolete
The core principles of growth have not changed, but AI gives you the power to act on them with more speed and intelligence than ever before. The fundamentals of revenue growth are constant. What has changed is how quickly and intelligently your organization can execute on them. Understanding this distinction is critical for any leader attempting to build an AI-driven sales organization that actually delivers results.
From Plumbing Funnels to SaaS Scale: The Unchanging Pillars of Growth
Tommy Barlow’s journey into revenue operations began long before he ever heard the term. Working in his family’s plumbing business, he found himself naturally gravitating toward the metrics that would later define his career in SaaS. “I was fascinated by funnel math,” Tommy explains. “We have this many trucks, and they’re making this many phone calls, and this many house visits. Being able to understand what was the next most relevant product that we could sell, and what is our attach rate.”
This early experience shaped a framework Tommy has carried through his leadership roles at Pluralsight, Amazon Web Services, and now LearnUpon. He identifies three non-negotiable pillars for growth:
Clarity comes first. This means an unwavering focus on your ideal customer profile and mission. Without clarity, every subsequent decision becomes a guess.
Coverage follows clarity. Once you know exactly who you are targeting, you must ensure you are pursuing the right opportunities with the right intensity.
Operational Excellence enables scale. This includes your regular cadence of meetings and reports (the rhythm of business), the specific checkpoints a deal must pass, and the systems that allow repeatable success.
These principles are the non-negotiable foundation. An AI-driven sales organization does not replace them; it builds upon them with unprecedented speed and intelligence.
The Great Consolidation: How AI Is Forcing Roles to Merge
The traditional sales organization, with its clearly delineated roles and predictable career ladders, is fundamentally restructuring. Tommy sees this as an inevitable consolidation driven by AI capabilities.
“There are some companies I’m aware of that got as far as three SDRs or BDRs to every one AE,” Tommy notes. “That will never be the case again. It’s the AE plus the AI assistant.”
This shift represents more than a headcount adjustment. According to the 2026 State of GTM Benchmarks Report, “The sales org is moving from a pyramid to a diamond. At the base, a smaller hybrid layer of SDRs and AI agents handles high-volume tasks like prospecting, qualification, and data entry. AI provides scale and speed, while humans apply judgment and nuance. The middle layer expands as AEs evolve into orchestrators, managing AI-driven workflows alongside complex deal execution.”
The traditional sales pyramid is collapsing into a diamond shape. In this new model, AEs become orchestrators of a broader set of activities, requiring a consolidation of skills that few sellers currently possess.
AI as an Accelerant, Not a Replacement for Human Connection
Despite the significant changes AI brings, Tommy holds firm to a fundamental belief about how people make purchasing decisions. “I still believe people buy and they make buying decisions emotionally and they justify with logic,” he explains. “There’s a moment where everyone is staking their reputation, their dollars, their companies, their role, and they need the emotional safety to make that decision. And I believe that will always be the job of a human.”
This insight reframes the entire conversation around AI in sales. The strategic challenge for leaders is no longer managing activity metrics or optimizing call volumes. Instead, it is identifying the precise moments in the buyer’s journey where a human can and should intervene to build trust and confidence.
How to Architect Your New AI-Driven Sales Organization
To win with AI, you must redefine the AE role to be a full-funnel owner and upskill leaders with true financial acumen. With the foundational principles established, the question becomes practical: how do you actually structure a team to operate in this new environment? The answer requires rethinking both individual roles and leadership capabilities.
The Full-Funnel AE: From Deal Closer to Growth Orchestrator
The Account Executive of the future looks fundamentally different from today’s closer. Tommy describes an evolution toward what amounts to a mini-CEO of their territory.
“You’re effectively running growth marketing campaigns,” Tommy explains. “You’re orchestrating. You’re looking for signals, and you’re figuring out when do I insert myself in the loop as the human throughout the cycle and throughout their investigation.”
This new AE runs top-, middle-, and bottom-of-funnel activities simultaneously. This means they are responsible for the entire customer journey, from initial prospecting to closing and expansion. They treat their AI sales agents as their prospecting team, orchestrating signals rather than manually executing every touchpoint. Operating within an AI-native GTM system, successful AEs will no longer just execute plays handed down from leadership. They will run sophisticated campaigns within their book of business, leveraging AI to manage volume while they handle the high-value interactions that require human judgment.
Beyond the Quota: The New Financial Acumen Your Leaders Need
Tommy identifies a critical gap in how most sales leaders operate. “I personally believe one of my key strengths has been my ability to see the finance lens because I was a business owner,” he shares. “If you’ve never written payroll checks and wondered if you can make payroll, you think this is a finance problem. They just don’t get it.”
This financial literacy extends to specific metrics that modern sales leaders must own: B-cap ratios, customer acquisition costs, street capacity, and territory design. Understanding how Territory Management AI can optimize these decisions becomes essential.
“If you don’t understand key metrics like B-cap ratios and customer acquisition costs, or how to design territories where opportunity truly sits,” Tommy warns, “I don’t think you have a future as a revenue leader.”
RevOps becomes the bridge that provides this data-driven language. The evolution of RevOps in the AI era positions the function as the enabler of this new level of financial and strategic leadership, connecting planning to performance in ways that were previously impossible.
How to Activate Your GTM Motion by Focusing on Human Value
Your sales process should be designed around preparing sellers for the critical moments where human judgment and connection win deals. Understanding the theory is one thing. Executing it requires knowing exactly where to deploy your most expensive and valuable resource: human sellers.
Pinpointing the Human-in-the-Loop Moments That Win Deals
Tommy frames the challenge clearly: “Where do we put the human in the loop now? If we believe that the human has to go in and help that emotional decision, and give someone the confidence to move forward and make change, where do we put the humans in?”
The answer varies by deal complexity, but certain moments consistently demand human intervention. A seller’s involvement is critical when a buyer needs help navigating internal politics, when a deal requires creative, multi-threaded problem-solving, or when the final decision-maker needs emotional confidence to sign the contract. These are the moments that win or lose deals.
Your sales process should be redesigned around identifying and preparing for these critical human touchpoints, using AI to automate everything else. Tools like Fullcast Revenue Intelligence help identify these crucial moments by providing deep insight into conversations and relationships.
Doubling Down on Depth: Why Niche Expertise Is Your New Superpower
Tommy offers direct advice for anyone building a career in this new environment: “Find a space and become the expert in there because I think that’s what’s going to differentiate us.”
AI can provide broad, surface-level information on virtually any topic. This commoditization of general knowledge makes true domain expertise more valuable than ever. “If we go back to well, humans are going to need that emotional nudge,” Tommy explains, “they’re going to want it from the most expert person they can find, and the person with the most experience there.”
This focus on high-value work, supported by a data-driven GTM foundation, is exactly how companies like Copy.ai scale their growth by freeing up expert sellers from operational complexity. When a human does enter the loop, they must bring immediate and undeniable value. The generalist seller will struggle; the deep industry expert who can offer a unique perspective will thrive.
The Future Is Orchestrated, Not Automated
The leaders who win with AI will be those who master the art of orchestration, not just the science of automation. Building a high-performing AI-driven sales organization is not a technology problem. It is a structural and philosophical one. As Tommy Barlow’s insights reveal, success requires consolidating roles around full-funnel ownership, upskilling leaders with genuine financial literacy, and redesigning your entire GTM motion around strategic human intervention.
The core principles Tommy learned in his family’s plumbing business remain unchanged: Clarity, Coverage, and Operational Excellence still drive growth. What has changed is the toolkit available to execute them. AI provides unprecedented speed and intelligence, but it is still just a tool. The real transformation comes from how you wield it.
Your challenge is to move beyond simply automating tasks and start orchestrating outcomes. This means building a team of deep experts, developing the financial acumen to tie your work directly to the company’s goals, and treating AI as a capable partner that frees your people to do their most important work: connecting with other people.
The question is no longer whether to adopt AI. It is whether you will lead the transformation or be disrupted by it.