10 min read

How Did Perplexity Replace a 15-Person Team with a Single Hire?

The operating model for RevOps is fundamentally shifting. Perplexity has proven a single human paired with AI can replace a 15-person team.

How Did Perplexity Replace a 15-Person Team with a Single Hire?

Forget the hype about AI taking jobs; the real story is how a single human plus AI is now outperforming entire RevOps teams.


📊 12 episodes across 7 podcasts

⏱ 267 minutes of intelligence analyzed

🎙 Featuring: Rick Rosenfield (Co-Founder, California Pizza Kitchen), Greg Kihlstrom (Host, The Agile Brand), Dave Gerhardt (Host, Exit Five), Jay Schwedelson (Founder, SubjectLine.com, Guru Media Hub)


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One Big Thing

The operating model for RevOps and marketing is fundamentally shifting, proven by a single human and AI effectively replacing a 15-person RevOps team at Perplexity. This isn't just about automation; it's about agentic AI redefining efficiency and pushing organizations to leverage foundational data properly before chasing advanced tools.

This stark reality, shared by Nate Follen, Head of Strategy and Operations at Perplexity, highlights how Perplexity Computer uses AI models to automate thoughtful work, from executive dinner planning optimized by CRM data to building Voice of Customer dashboards. This dramatically increases efficiency and speed in GTM and RevOps workflows. The key takeaway is not just adopting AI, but having the right data infrastructure to empower it.

"My team is one right now. So that includes rev ops essentially enablement, some data analysis work admin for CRMs and other tools as well as procurement for tools and then just the strategy behind that as well. For the enterprise team I was at ramp before this. We had a team of six and that was just strictly systems folks under the ops team. And then on the go to market kind of revenue operations side we had a host of other folks that were aligned to different sales teams. So yeah, computer has vastly changed the way that we work and just the volume of output and speed that we can deploy new projects and test new experiments in the go to market space."
— Nate Follen, Head of Strategy and Operations at Perplexity on Marketing Against The Grain

Meanwhile, Ann Davis, CRO at Crunchbase, underscored this foundational need, stating that "asking for better AI is not the right approach to the ROI problem." Real gains come from addressing data gaps and internal silos, not merely acquiring more sophisticated AI tools (Ann Davis on The Agile Brand with Greg Kihlström®: Expert Mode Marketing Technology, AI, & CX). The message is clear: if your data strategy isn't solid, your AI won't yield the promised returns. This evolution means small, agile teams leveraging AI will redefine the operational norms, demanding that marketers and sales leaders rethink traditional team structures and invest in robust data ecosystems.


The Rundown

① "Webinar" is a Dirty Word.

Renaming your virtual event from "webinar" to a "Live Insider Session" dramatically boosts registration rates by 35%, even if the content remains identical, highlighting the psychological impact of framing. (Jay Schwedelson on The Dave Gerhardt Show (from Exit Five))

Your Move: Audit your event titles immediately; if you're still using "webinar," you're leaving 35% of your potential audience on the table.

② Live Attendance Conversion Soars 400%.

Attendees who show up live to your virtual events are 400% more likely to convert to pipeline than those who watch on-demand, emphasizing the power of real-time engagement incentives. (Jay Schwedelson on The Dave Gerhardt Show (from Exit Five))

Your Move: Implement "attend to receive" incentives like exclusive Q&A, bonus content, or private community access to drive live show-up rates.

③ AI is a Job Creator, Not a Terminator.

Companies with high AI adoption are, on average, experiencing a 10.2% increase in overall headcount, directly challenging the widespread fear that AI will gut white-collar jobs. (Eric Siu on Marketing School - Digital Marketing and Online Marketing Tips)

Your Move: Reframe internal conversations about AI from job displacement to job evolution and opportunity, fostering a culture of upskilling and AI integration.

④ Websites are Icebergs for AI Agents.

The traditional view of websites as human-centric interfaces is outdated; 95% of content will soon be "submerged" for AI agents, demanding a shift from page proliferation to quality, AI-consumable content. (Anda Gansca on MarTech Podcast ™ // Marketing + Technology = Business Growth)

Your Move: Prioritize optimizing your content for AI agent consumption, focusing on structured data, clear semantic meaning, and robust internal linking to feed non-human traffic.

⑤ "Paralysis of Endless Choice" Drives Demand for Decision Layers.

In competitive markets like e-commerce, customers are overwhelmed by options, shifting the brand's role from providing discovery to offering curated decision support, particularly through AI. (Dan Bennett on The Agile Brand with Greg Kihlström®: Expert Mode Marketing Technology, AI, & CX)

Your Move: Assess if your product's experience provides a "decision layer" or adds to the "endless aisle" problem; pivot towards simplification and guided choices to reduce buyer friction.


Signal Board

🚀 HEATING UP

AI impact on white-collar vs. blue-collar jobs: Companies with high AI adoption are increasing headcount, debunking fears of job loss. (Eric Siu on Marketing School - Digital Marketing and Online Marketing Tips)

Perplexity Computer: A fully agentic multimodal orchestrator leveraging AI models to automate end-to-end work, effectively replacing large RevOps teams. (Nate Follen on Marketing Against The Grain)

PwC marketing ROI research: Disciplined marketing investments with a focus on ROI lead to 80% greater shareholder returns and almost double the S&P's performance over five years. (Samrat Sharma on Marketing Over Coffee Marketing Podcast)

Thought Leadership Sourcing & Development: Most valuable thought leadership comes from leaders engaging with customers and anticipating industry shifts rather than generic content. (Alex Howe on The Dave Gerhardt Show (from Exit Five))

B2B email engagement optimization: Strategies like reply-to-get guides and unconventional send times (Sundays) are boosting engagement and deliverability rates. (Jay Schwedelson on The Dave Gerhardt Show (from Exit Five))

🆕 ON WATCH

AI Experience Infrastructure (ACE): A new infrastructure replacing traditional CMS and GEO categories, designed for both AI-native buyers and agents. (Anda Gansca on MarTech Podcast ™ // Marketing + Technology = Business Growth)

LLM training data limitations: AI-driven personalization risks perpetuating mediocrity if trained on previously 'mid' human-driven personalization data. (Benjamin Shapiro on MarTech Podcast ™ // Marketing + Technology = Business Growth)

Real-time disappearing photo sharing 'Instance': Instagram's new feature, criticized for cluttering inboxes and poor user experience, despite its attempt to attract younger demographics. (Chelsea Peitz on Social Media Marketing Podcast)

"No pre-header" email strategy: A contrarian tactic for increased open rates by creating visual 'white space' around the email in the inbox. (Jay Schwedelson on The Dave Gerhardt Show (from Exit Five))

Model Council for comparative AI insights: Perplexity Computer's ability to prompt multiple AI models for answers and compare them for thoughtful work like executive dinner planning. (Nate Follen on Marketing Against The Grain)

📉 COOLING OFF

Creepy factor in early marketing automation: AI personalization has reached a point where it risks crossing into uncomfortable territory if not balanced with human judgment. (Benjamin Shapiro on MarTech Podcast ™ // Marketing + Technology = Business Growth)

Obsolete MarTech categories CMS and GEO: Traditional CMS tools, designed for page proliferation, are becoming irrelevant as the focus shifts to quality human and agent experiences. (Anda Gansca on MarTech Podcast ™ // Marketing + Technology = Business Growth)


The Debate

The conversation around AI continues to present a core tension: whether to prioritize advanced AI tools or foundational data strategy.

🐂 The Case For: Data First, Then AI: Ann Davis, CRO at Crunchbase, argued that "asking for better AI is not the right approach to the ROI problem." She emphasized that real gains come from addressing underlying data quality and internal silos, making superior AI a distraction from fundamental issues (Ann Davis on The Agile Brand with Greg Kihlström®: Expert Mode Marketing Technology, AI, & CX). If your CRM data is incomplete or your ERP system doesn't communicate with sales, integrating these data estates is paramount before expecting AI to solve problems (Ann Davis on The Agile Brand with Greg Kihlström®: Expert Mode Marketing Technology, AI, & CX).

🐻 The Case Against: AI is the Lever for Data: While not a direct counterpoint, the discussion around Perplexity Computer (Nate Follen on Marketing Against The Grain) implicitly suggests that AI itself can be the solution to data problems. Perplexity's ability to backfill CRM data and generate Voice of Customer dashboards using AI can address the very data fragmentation that Ann Davis warns about, making AI a tool for fixing data, not just leveraging it. Alexandra Seaman (Co-Founder and SVP, Furniture.com) also noted that AI is inherently becoming ingrained in how consumers search, indicating that companies must embrace AI to meet customer expectations, regardless of data completeness (Alexandra Seaman on The Agile Brand with Greg Kihlström®: Expert Mode Marketing Technology, AI, & CX).

Our Read: The weight of evidence points to a hybrid approach. While AI offers powerful capabilities to manage and synthesize data, the insights generated are still only as good as the raw underlying information. Fix your data estate, then unleash AI to amplify its value exponentially.


The Bottom Line

Differentiate or die: In a world of infinite choice and AI-driven automation, unique, customer-centric experiences and battle-tested data strategies are the only paths to pipeline.


Channel Check

💬 Social Media

Instagram's new 'Story Spotlight' and 'Instagram Plus' features aim to create premium story functionalities, but marketers are advised to prioritize viable content over algorithmic fit. Chelsea Peitz noted that Instagram's AI often inaccurately categorizes content, without recourse, making authentic, audience-centric content even more critical. Instagram is also trying to replicate YouTube's playlist functionality with its new "Series" feature for Reels, creating a new avenue for marketers to build episodic content funnels. (Michael Stelzner and Chelsea Peitz on Social Media Marketing Podcast)

📧 Email Marketing

Email marketing is experiencing a significant upheaval, with unconventional tactics yielding outsized results. Jay Schwedelson highlighted that Friday attendance and Sunday click-through rates for B2B emails are "crushing it," with Sunday rates up 60% year-over-year. He also advocated for a "no pre-header" strategy and short subject lines (under three words) to boost open rates by creating visual white space in the inbox. The old standard of sending less email is being overturned; sending more email with specific engagement tactics actually improves deliverability. (Jay Schwedelson on The Dave Gerhardt Show (from Exit Five))

💻 Websites & Content

The role of websites is transforming from human-facing display to an "iceberg" where 95% of content is submerged for AI agents, demanding a shift from page proliferation to quality, AI-consumable content. Anda Gansca introduced the concept of "AI Experience Infrastructure (ACE)" as a necessary replacement for traditional CMS and GEO categories, which are seen as fundamentally opposed to quality human and agent experiences in an AI-driven world. The focus is now on how easily AI can understand and utilize your content rather than just human readability. (Anda Gansca on MarTech Podcast ™ // Marketing + Technology = Business Growth)


📖 Want the full episode breakdowns, guest details, and listen links?

Read the Episode Guide →

Quick Appendix

MarTech Podcast ™ // Marketing + Technology = Business Growth: "What's one thing marketers still believe about websites that won't be true three years from now?" · 4 min · Featuring Anda Gansca

Worth Your Time: This short listen debunks the myth of the "dead" website, re-framing it as an AI-powered iceberg — critical for any leader building a content strategy for the next 3 years. ▶ Listen · Apple Podcasts

MarTech Podcast ™ // Marketing + Technology = Business Growth: "What's more important in the AI era: trust, traffic, or personalization?" · 4 min · Featuring Anda Gansca

Worth Your Time: A concise but crucial debate on whether AI personalization is building trust or entering the "creepy factor" territory, essential for any marketer navigating AI ethics. ▶ Listen · Apple Podcasts

MarTech Podcast ™ // Marketing + Technology = Business Growth: "If you could delete one category from the MarTech stack tomorrow, what would it be?" · 4 min · Featuring Anda Gansca

Worth Your Time: A provocative discussion questioning the continued relevance of traditional CMS and GEO tools in an AI-native world, perfect for MarTech leaders evaluating their stack. ▶ Listen

Marketing Against The Grain: "How 1 Human + AI Replaced a 15-Person RevOps Team" · 27 min · Featuring Nate Follen

Worth Your Time: A must-listen for RevOps leaders and CMOs looking to understand how AI is transforming team structures and efficiency at the highest levels, complete with tactical examples. ▶ Listen · Apple Podcasts

Marketing Over Coffee Marketing Podcast: "Proving the Advantage that Marketing Creates" · Featuring Samrat Sharma

Worth Your Time: Essential for CMOs needing to tie marketing investment directly to shareholder value, offering PWC research that quantifies marketing's impact on returns. ▶ Listen · Apple Podcasts

Marketing School - Digital Marketing and Online Marketing Tips: "The Data Is In: AI Is Creating Jobs, Not Killing Them" · 20 min · Featuring Neil Patel

Worth Your Time: Crucial for leaders grappling with the AI-job displacement narrative, providing data and historical context to counter fears and foster a positive AI adoption mindset. ▶ Listen · Apple Podcasts

Social Media Marketing Podcast: "Instagram Plus Stories Features, User-Controlled Algorithms, and Episodic Reels: What Marketers Need to Know" · 43 min · Featuring Chelsea Peitz

Worth Your Time: Essential for social media managers and content strategists, providing tactical insights into Instagram's evolving features and how to prioritize audience viability over algorithm chasing. ▶ Listen · Apple Podcasts

The Agile Brand with Greg Kihlström®: Expert Mode Marketing Technology, AI, & CX: "California Pizza Kitchen Co-Founder Rick Rosenfield on building a brand from the inside out" · 25 min · Featuring Rick Rosenfield

Worth Your Time: A masterclass in brand building through employee-centric culture, ideal for leaders looking to build resilient brands beyond just product and advertising. ▶ Listen · Apple Podcasts

The Agile Brand with Greg Kihlström®: Expert Mode Marketing Technology, AI, & CX: "Crunchbase CRO Ann Davis on the pressure to show ROI from AI" · 23 min · Featuring Ann Davis

Worth Your Time: Crucial for any executive grappling with AI ROI, this episode dissects why data quality, not just advanced AI tools, is the real determinant of success. ▶ Listen · Apple Podcasts

The Agile Brand with Greg Kihlström®: Expert Mode Marketing Technology, AI, & CX: "Furniture.com's CMO Dan Bennett and SVP Alexandra Seaman on helping consumers navigate endless choice" · 32 min · Featuring Dan Bennett

Worth Your Time: Valuable for product and marketing leaders facing intense competition, this provides a framework for simplifying customer decisions rather than just offering more options. ▶ Listen · Apple Podcasts

The Dave Gerhardt Show (from Exit Five): "From $3M to $50M ARR Without Paid Ads with Alex Howe (SVP Marketing & Growth at Funnel Leasing)" · 47 min · Featuring Alex Howe

Worth Your Time: This episode is a must for growth marketers looking for alternative strategies to scale a B2B SaaS business without relying on paid acquisition, focusing on brand and thought leadership. ▶ Listen · Apple Podcasts

The Dave Gerhardt Show (from Exit Five): "How to Upgrade Your Webinar and Email Strategy for 2026 with Jay Schwedelson (Founder, SubjectLine.com)" · 38 min · Featuring Jay Schwedelson

Worth Your Time: Essential for demand gen leaders and email marketers, packed with tactical, counter-intuitive plays for boosting webinar attendance and email click-through rates immediately. ▶ Listen · Apple Podcasts

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