What Google's AI Team Gets Wrong About Agentic Workflows (They're Missing This) episode artwork

EPISODE · Jun 30, 2026 · 14 MIN

What Google's AI Team Gets Wrong About Agentic Workflows (They're Missing This)

from The Value Engine · host Nico Hartwell

Google's AI team is betting billions on agentic workflows, but they're missing a crucial piece that could make or break this technology for actual businesses. While everyone's talking about AI agents that can "think" and make decisions, most companies are still struggling with basic automation. The gap between the hype and reality is massive. Agentic workflows promise to bridge that gap by creating AI systems that can adapt and reason through complex business processes, not just follow rigid if-then rules. But here's what Google and other big tech companies aren't telling you: the cost and complexity might not be worth it for 90% of businesses right now. In This Episode: > What agentic workflows actually are (and how they're different from Zapier or n8n) > Why the $2.3 billion in funding might be premature for most use cases > Real cost comparison: traditional automation vs. agentic systems > When it makes sense to upgrade (and when you're just burning money) > The three questions you need to answer before considering agentic tools Nico breaks down the technical differences without the buzzword overload and shows you the actual ROI numbers from companies testing these systems. You'll discover why early adopters are seeing 40-60% less manual work, but also why the 3-5x cost increase isn't justified for most workflows yet. This isn't about whether agentic workflows will eventually dominate. It's about whether they make financial sense for your business today. Timestamps: 00:00 What agentic workflows actually do differently 02:30 The funding bubble and what it means for pricing 05:15 Real cost breakdown: agentic vs. traditional tools 07:45 Three companies that tried agentic workflows (results) 09:30 When to wait vs. when to experiment 📈 Getting real ROI from AI? Follow The Value Engine for daily episodes that cut through the hype. More episodes available at The Value Engine ----------- Keywords: ai consulting, ai revenue, no code automation, automation agency, automation roi, automation tools, business automation Learn more about your ad choices. Visit megaphone.fm/adchoices

Google's AI team is betting billions on agentic workflows, but they're missing a crucial piece that could make or break this technology for actual businesses. While everyone's talking about AI agents that can "think" and make decisions, most companies are still struggling with basic automation. The gap between the hype and reality is massive. Agentic workflows promise to bridge that gap by creating AI systems that can adapt and reason through complex business processes, not just follow rigid if-then rules. But here's what Google and other big tech companies aren't telling you: the cost and complexity might not be worth it for 90% of businesses right now. In This Episode: > What agentic workflows actually are (and how they're different from Zapier or n8n) > Why the $2.3 billion in funding might be premature for most use cases > Real cost comparison: traditional automation vs. agentic systems > When it makes sense to upgrade (and when you're just burning money) > The three questions you need to answer before considering agentic tools Nico breaks down the technical differences without the buzzword overload and shows you the actual ROI numbers from companies testing these systems. You'll discover why early adopters are seeing 40-60% less manual work, but also why the 3-5x cost increase isn't justified for most workflows yet. This isn't about whether agentic workflows will eventually dominate. It's about whether they make financial sense for your business today. Timestamps: 00:00 What agentic workflows actually do differently 02:30 The funding bubble and what it means for pricing 05:15 Real cost breakdown: agentic vs. traditional tools 07:45 Three companies that tried agentic workflows (results) 09:30 When to wait vs. when to experiment 📈 Getting real ROI from AI? Follow The Value Engine for daily episodes that cut through the hype. More episodes available at The Value Engine ----------- Keywords: ai consulting, ai revenue, no code automation, automation agency, automation roi, automation tools, business automation Learn more about your ad choices. Visit megaphone.fm/adchoices

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What Google's AI Team Gets Wrong About Agentic Workflows (They're Missing This)

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This episode was published on June 30, 2026.

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Google's AI team is betting billions on agentic workflows, but they're missing a crucial piece that could make or break this technology for actual businesses. While everyone's talking about AI agents that can "think" and make decisions, most...

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