7 min read

70% of 'Direct' Traffic is LinkedIn

Misclassified traffic blindsides marketers to LinkedIn's massive pipeline influence. Here's how to fix it.

70% of 'Direct' Traffic is LinkedIn

The new moats are support and data, not software features, as AI eats away at traditional SaaS.


The Intake

📊 12 episodes across 8 podcasts

⏱ 301 minutes of intelligence analyzed

🎙 Featuring: John Wall, Christopher Penn, Barbara Jovanovic, Kipp Bodnar


One Big Thing

AI's Operational Takeover: Building Autonomous Agencies & The Data Moat

The conversation around AI in demand gen has shifted from hypothetical applications to concrete operational takeovers. We're no longer just talking about AI helping with tasks; we're seeing demand ops pros building entire agencies with zero human employees, driven by sophisticated AI agents. This new reality redefines what a competitive advantage looks like in SaaS, putting the spotlight on customer support and proprietary data as the only true moats left.

A non-technical user, Barbara Jovanovic (Co-Founder, Startup Cookie), demonstrated on Marketing Against The Grain how she built a custom AI agent in Claude Code in 2-3 hours to fully automate post-webinar content generation across multiple platforms, achieving 70-80% completeness in just two minutes. The key, she noted, is feeding the AI agent with specific context documents like brand guidelines and writing examples:

"If you have a lot of context docs in that folder, it will pull from it and the output is going to be much, much better. The difference is truly staggering."
— Barbara Jovanovic, Co-Founder of Startup Cookie on Marketing Against The Grain

This level of automation forces a re-evaluation of SaaS value propositions. As Christopher Penn (Host, Marketing Over Coffee Marketing Podcast) pointed out on Marketing Over Coffee Marketing Podcast, many software solutions are now vulnerable to being 'vibe-coded' by AI. The most effective moats for SaaS companies are now superior customer support and proprietary, hard-to-replicate data.

The pace of this change is unprecedented. Chris Golec (CEO and Founder, Channel 99) noted on MarTech Podcast ™, "I do think we'll see more transformation over this next year than we have in the last 10 years," expressing anxiety about the scale of this shift. This isn't just about efficiency; it's about fundamentally altering business structures and where value is created.

What it means for your pipeline: Teams still building their tech stack around feature parity are losing. The focus needs to be on how AI acts as infrastructure to enable hyper-efficient marketing, shifting budget from 'robot work' to the places where human ingenuity and unique data truly differentiate.


The Rundown

Social Media Comments are a Sales Floor, Not Just Customer Service.

Ralph Burns and Lauren Petrullo on Perpetual Traffic highlighted that businesses are missing critical conversions by treating social media comments on ads as mere customer service interactions, rather than active sales opportunities. They estimate that 85% of potential customers are 'voyeurs' influenced by comment responses.

Your Move: Allocate dedicated reps to your ad comment sections. Their goal should be active selling, not just answering questions. Track influenced pipeline from this channel.

TikTok's Business Accounts Offer Free CRM & AI Tools Beyond Organic Reach.

While some marketers report reduced reach on TikTok Business accounts, Keenya Kelly (TikTok and Instagram Reels Expert, Social Media Agency) explained on Social Media Marketing Podcast that TikTok is rolling out free CRM tools for TikTok Shop sellers, enabling automated personalized messages and abandoned cart campaigns. This is a clear signal of TikTok's push for new business models and direct commerce.

The Opportunity: Evaluate TikTok Shop not just for organic reach, but for its integrated commerce tools that are now effectively replacing paid solutions for small and medium businesses. Identify "secret words" for direct ROI measurement on campaigns.

Misattributed "Direct" Traffic is Hiding LinkedIn's True B2B Pipeline Impact.

Chris Golec (CEO and Founder, Channel 99) revealed on MarTech Podcast ™ that 70% of website traffic is often misclassified as 'direct,' obscuring LinkedIn's true role as a primary B2B pipeline influence channel. His data suggests organic social, particularly LinkedIn, can be the number one driver of pipeline, but goes uncredited.

Actionable Insight: Implement tools like Channel 99 or enhance your own attribution to precisely trace 'dark funnel' activity from LinkedIn. You may be under-investing in your most powerful channel.

AI isn't Magic, but it's the New Infrastructure: Focus on Augmentation, Not Replacement.

Dave (Host, The Dave Gerhardt Show (from Exit Five)) underscored that successful AI adoption treats it as infrastructure to enhance human output, not a job replacement tool. This sentiment, echoed by Eric Siu (Host, Marketing School), emphasizes augmentation for procurement approval and avoiding pushback from internal teams.

Strategic Shift: Frame AI initiatives internally and externally around productivity gains and augmentation. Projects focused on "replacing people" face significant organizational friction and often lead to poor unit economics for AI tools due to high churn, as highlighted by Neil Patel (Host, Marketing School).

Meta Ads Need a New Playbook: Ditch Old Funnels, Leverage Meta's Algorithm for Audience Building.

Lauren Petrullo (Guest, Mongoose Media) introduced her "Five Horsemen" strategy on Perpetual Traffic, which leverages Meta's algorithm to build engaged audiences at a lower cost per purchase, by treating them as new customers. This contrasts with traditional approaches that strictly segment funnels and targets, which Ralph Burns (Host, Founder and CEO, Tier11) argued Meta's algorithm has evolved to handle internally, making single campaigns with creative diversification more effective.

Execution Detail: Test consolidating your Meta Ads funnel stages into a single campaign with minimal targeting, allowing the algorithm greater freedom. Focus on engagement metrics (hook rate, hold rate) for campaign health, rather than just direct conversion data, especially for awareness and consideration stages.


Signal Board

🔥 Heating Up

AI as Foundational vs. Feature: True innovation requires leaders to dismantle existing playbooks and make AI a core construct, not just a bolted-on feature. (Jason VandeBoom on The Agile Brand)

Product Information Management (PIM): Critical for data quality, which is the necessary foundation for successful AI adoption. (Romain Fouache on The Agile Brand)

Comments as Sales: Social media comments on ads are a critical sales channel, not just customer service. (Ralph Burns on Perpetual Traffic)

🆕 On Watch

🆕 Akeneo: Discussed as a platform for strong data foundations before AI implementation. (Romain Fouache on The Agile Brand)

🆕 Cursor: Cited as an example of an AI tool with strong unit economics ($2B AR, 60% enterprise contracts) compared to competitors. (Neil Patel on Marketing School)

🆕 ChatGPT and Gemini are becoming significant traffic sources for product discovery: A prediction that AI agents will mediate many product interactions, influencing existing channels. (Romain Fouache on The Agile Brand)

❄️ Cooling Off

Intent Data (Third-Party): Brandon Redlinger expresses lukewarm enthusiasm, noting its primary utility for re-engaging closed-lost opportunities rather than initial account selection. (Brandon Redlinger on The Dave Gerhardt Show (from Exit Five))

AI Generated Slop in Marketing: The risk of leveraging AI to generate infinite content can dilute sales performance and brand image. (Romain Fouache on The Agile Brand)

Traditional Multi-Level Funnels in Meta Ads: Ralph Burns advocates for consolidating funnel stages into a single campaign, letting Meta's algorithm optimize, challenging the manual segmentation approach. (Ralph Burns on Perpetual Traffic)


The Bottom Line

The only thing AI can't eat is your proprietary data and the human connection of expert support; every other marketing function is now on the chopping block for automation and re-evaluation.


Your Move

Next Steps for Your Demand Team

Audit your social ad comment sections for missed sales opportunities. Assign a dedicated sales/SDR rep to engage proactively and track their pipeline influence.

Experiment with TikTok's free CRM and AI-powered shoppable video tools for direct-to-consumer plays, focusing on hyper-localized content with "secret words" for direct ROI measurement.

Rethink your Meta Ads campaign structure; consolidate efforts into broader objectives and trust Meta's algorithm to optimize, tracking engagement metrics (hook rate, hold rate) over granular conversion data.

Assess your data foundation. Before deploying more AI, ensure your product and customer data is clean and robust—without it, AI creates "slop," not value.


Quick Appendix

Perpetual Traffic: "Your Comments Section Is a Sales Floor. Is Anyone Working It?" · 20 min · Featuring Ralph Burns, Lauren Petrullo

Listen For: Practical steps to convert social media ad comments into direct sales conversations, especially how to engage 'voyeur' customers.

▶ Listen

Marketing Over Coffee Marketing Podcast: "Neo, Stages of AI Adoption, and Dungeon Crawler Carl" · 49 min · Featuring John Wall, Christopher Penn

Listen For: The exponential acceleration of AI model releases and the redefinition of SaaS moats for competitive advantage (data and support).

▶ Listen

MarTech Podcast ™ // Marketing + Technology = Business Growth: "AI hype in MarTech justified?" · 6 min · Featuring Benjamin Shapiro, Chris Golec

Listen For: A candid take on AI's unprecedented pace of change in MarTech and the anxiety it's causing among industry veterans.

▶ Listen

The Agile Brand with Greg Kihlström®: Expert Mode Marketing Technology, AI, & CX: "#830: Design Systems + Systems Thinking: How to Build a Design Language Your Whole Organization Can Actually Use" · 36 min · Featuring Greg Kihlstrom, Jenna Kennedy, Chris Taylor

Listen For: How to build brand equity through "conviction-based" design systems and operational archetypes that empower teams, rather than policing compliance.

▶ Listen

Social Media Marketing Podcast: "How to Use TikTok's Verified Business Account Features and Local Feed" · 43 min · Featuring Michael Stelzner, Keenya Kelly, Kenya Kelly

Listen For: TikTok's new free CRM and AI-powered tools for businesses, despite potential organic reach reductions for business accounts.

▶ Listen

MarTech Podcast ™ // Marketing + Technology = Business Growth: "Is LinkedIn an underrated or overrated marketing channel?" · 4 min · Featuring Benjamin Shapiro, Chris Golec

Listen For: Insights into how attribution errors misclassify LinkedIn traffic as 'direct,' obscuring its true influence on B2B pipeline.

▶ Listen

Marketing Against The Grain: "This Content AI Agent Runs My 0-Employee Marketing Agency" · 25 min · Featuring Barbara Jovanovic, Kipp Bodnar, Kieran Flanagan

Listen For: A detailed walkthrough of how a non-technical founder built a zero-employee agency using AI for multi-platform content generation from a single source.

▶ Listen

The Dave Gerhardt Show (from Exit Five): "ABM (Account-Based Marketing) Overview with Brandon Redlinger" · 56 min · Featuring Dave Gerhardt, Brandon Redlinger

Listen For: Brandon Redlinger's nuanced view on ABM, including why he actively chose NOT to implement it at his current company, and the diminishing relevance of intent data.

▶ Listen

Perpetual Traffic: "Still Relying on Old Funnels? Here’s What's Working in Meta Ads Right Now" · 40 min · Featuring Ralph Burns, Lauren Petrullo

Listen For: A debate on Meta Ads strategy—whether to simplify campaigns and trust Meta's algorithm or use multiple objectives to build engaged audiences at lower costs.

▶ Listen

The Agile Brand with Greg Kihlström®: Expert Mode Marketing Technology, AI, & CX: "#829: ActiveCampaign CEO Jason VandeBoom on AI as foundation versus feature" · 29 min · Featuring Greg Kihlstrom, Jason VandeBoom

Listen For: The critical distinction between bolting on AI as a feature versus integrating it as a foundational element of a business, necessitating a willingness to dismantle existing playbooks.

▶ Listen

The Agile Brand with Greg Kihlström®: Expert Mode Marketing Technology, AI, & CX: "#832: Akeneo CEO Romain Fouache on building and maintaining trust while scaling up AI adoption" · 24 min · Featuring Greg Kihlstrom, Romain Fouache

Listen For: The emphasis on data quality as a prerequisite for successful AI adoption and the risks of generating "AI slop" that dilutes brand image.

▶ Listen

Marketing School - Digital Marketing and Online Marketing Tips: "What Businesses Get COMPLETELY Wrong About "AI Employees"" · 18 min · Featuring Eric Siu, Neil Patel

Listen For: A critique of AI startup pitches, highlighting the precarious unit economics of many AI tools due to high churn and pass-through costs to model providers.

▶ Listen

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

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