Ed Marsh is a founder, Army veteran, independent board director, manufacturing marketing expert, and industrial sales leader. He has marketed and sold millions of $ of B2B industrial manufacturing stuff worldwide. Each week on the Industrial Growth Institute, he chats with makers and thinkers, experts and specialists to gather innovative insights, recent trends, and tried & true best practices for B2B business growth. Each episode provides both actionable tips and theory, for everyone from owners and executive management through managers & directors to individual contributors - all in an enjoyable and energetic conversation format.
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Busting Myths and Dropping Truths About B2B Industrial Sales with Derek Baer
Episode 75
Wednesday, August 27, 2025 • Duration 46:10
B2B sales in 2025 is confusing.
On the one hand, it's just the same as it's been for years. We need to connect with buyers, build trust, and guide them through decisions.
On the other hand, it's a completely different beast.
That's why Derek Baer is in the studio this week, for a free-wheeling, no-holes-barred discussion and debate on sales topics.
It's time to get comfortable being uncomfortable!
We talk:
Whether to track "quotes" as a metric
Whether anyone can be trained to sell successfully
Accelerators (kickers) in sales compensation
Whether we should hire for technical/industry knowledge, and more.
And the conversation is blunt. "Tell them to f$%k!ng apply" Derek says at one point!
Summary
Derek Baer brings a new format to the studio this week, debating and discussing B2B sales topics. He and Ed disagree about various aspects of sales, and agree about others. Topics include:
the importance of tracking quotes
the compatibility of salespeople with complex B2B sales
qualities that make a great sales rep
role of sales decks - significance of accelerators in compensation plans
how to manage underperformers and disrupters within sales teams.
The conversation emphasizes the need for continuous improvement and investment in sales skills, drawing parallels between sales and other professional pursuits.
Chapters
00:00 Introduction to Sales Metrics and Tracking Quotes
09:04 The Compatibility of Salespeople in Complex B2B Sales
15:56 Defining Traits of a Great Sales Rep
23:24 The Role of Pitch Decks in Sales
27:29 Understanding Sales Accelerators and Compensation Plans
29:53 Explaining Sales Compensation to the Team
32:42 Managing Underperformers in Sales Teams
35:45 The Impact of Team Dynamics on Performance
41:19 Investing in Sales Skills for Long-Term Success
Resources
Insanity is Doing the Same Things and Expecting Different Results
By Einstein's definition, most industrial sales teams are insane. Buyers, their behavior, and AI have changed so much, and yet most teams are operating much the way they have for years.
Derek's straight talk deliveres an important message - so does Ed's recent paper on changes in industrial sales and marketing.
Tips on How to Build an Effective Industrial Sales and Marketing Website in an AI World with Joe Jerome
Episode 74
Wednesday, August 20, 2025 • Duration 01:11:11
If you haven't asked yourself how to build a B2B website in the new post AI world, you're site is probably underperforming.
Not only has technology advanced, but buyer expectations for features, UX, navigation, and utility have changed. More importantly, the goal of your site has changed as buyer behaviors and search have changed. Today a site works mostly at the bottom of the funnel - the decision stage.
So your top of the funnel marketing must be accomplished using different tools and approaches.
Joe Jerome brings years of design and development experience, and a keen sense of what your industrial marketing website needs to accomplish.
Chapters
00:00 Introduction to Website Strategy for B2B
05:54 Aligning Website Goals with Business Objectives
12:27 The Impact of AI on Website Design
25:50 Continuous Website Evolution vs. Episodic Projects
32:42 Balancing Aesthetics and Functionality in Design
39:38 SEO and Migration Management
44:54 The Role of Websites in the Sales Process
46:29 Understanding User Behavior on Websites
57:49 The Evolution of Website Forms
01:02:37 Empowering Marketing Teams with Website Control
01:05:51 When to Redo Your Website
Resources
The Website is NOT the Only Thing That Has to Change!
AI, Google Search, SEO, buying teams, buying journeys - it's all changing. Quickly. Yes, listen to Joe's tips on how to update your website, but beyond that, there's work to do on the rest of your manufacturing marketing, your industrial sales, and more. That's what I discuss in this guide.
Unlocking Machinery Revenue Opportunities for OEMs Who Embrace the Used Machinery Market with Matt Smith
Episode 73
Wednesday, August 13, 2025 • Duration 54:54
If you're a machinery OEM you probably would like to ignore used machines. They're a hassle. For customers who own them, you have to provide support as components become obsolete and tribal knowledge dwindles.
When you compete against yourself, that's particularly frustrating, especially when it seems like buyers are just trying to save a few bucks and don't care about the hard work of R&D and improvement that you've invested in.
But buyers may see it differently, and Matt Smith draws on years of deep insight in global used machinery markets to explain why it's an entirely rational (not cheap) decision for some buyers in some situations, and why OEMs may cost themselves years of profitable new machinery and after-market sales by ignoring used machines.
Stop ignoring and scoffing at used machines, and consider incorporating them into your overall offering using some of Matt's recommendations.
Chapters
00:00 Introduction to the Challenge of Self-Competition
04:03 Understanding Global Asset Optimization
10:17 The Dynamics of the Used Machinery Market
19:23 Leveraging Lead Time and Flexibility
24:08 The Role of OEMs in the Used Machinery Market
31:48 Navigating Capital Investment Decisions
40:09 The Importance of Risk Management in Equipment Purchases
46:05 Conclusion and Key Takeaways
Resources
Check out Matt's website and other recommended used machinery resources:
AOTCO Surface Finishing
Asset Industry Resources Mentioned in the Episode:
Investment Recovery AssociationEquipNetBidSpotterLabX
Rethinking Our Market Attitudes and Assumptions
Recognizing the potential of used machines as a business benefit rather than a threat is just one example of how we should adjust our market assumptions.
Buyer habits and expectations are changing, just as AI is shifting how buyers search and consider complex decisions.
Public Relations and Industrial Marketing in a Post SEO Content Apocalypse with Greg Matusky
Episode 72
Wednesday, August 6, 2025 • Duration 01:17:52
If you're not embracing PR as a key pillar of your industrial marketing strategy, you're probably not going to survive the collapse of traditional SEO driven content marketing!
AI is disrupting everything about how buyers think, research, learn, evaluate and buy. It's overwhelming and we can only guess about where we'll be in five years. In the meantime, we have to position ourselves to thrive amidst the trends and changes we see. That means that we must become known and trusted - and SEO experts like Rand Fishkin and Marcus Sheridan suggest that the playbook of Public Relations is an important element of that. But you have to do it right.....
So this week, Greg Matusky, founder of one of the 40 largest PR firms in America, joins me to talk about AI, marketing, disruption, and the reshaped role of PR as an element of manufacturing marketing.
If you're ready to go from worrying about traffic to making an industrial marketing impact, hit play and learn from Greg.
Chapters
02:12 Understanding the Role of PR
06:04 The Evolving Landscape of PR and Manufacturing Marketing
23:31 Building Relationships Through Video
30:36 Navigating PR Strategies
33:15 The Future of SEO, PR, and Industrial Manufacturing Revenue Growth
54:09 The Future of AI and PR
01:07:08 Managing Long-Term PR Trends
01:10:20 The Board's Role in PR
01:13:34 The Critical Role of PR in Industrial Marketing
Resources
You're Marketing and Selling to YESTERDAY'S Buyers!
Buyers' behaviors are shifting quickly. Industrial sales and manufacturing marketing teams must adapt radically and quickly. Traditional approaches are failing. We need to change, but first we need to understand how buyers are changing, how their behaviors are evolving, and what that means to us.
The Five Buying Decisions Key to Industrial Sales Success
Episode 71
Wednesday, July 30, 2025 • Duration 27:04
A simplistic sales process sets your team up to fail. Most industrial sales teams never even know who makes the real buying decision!
Want to forecast accurately? You must understand how these five buying decisions shape the buying journey, and your sales process must address them!
Host Ed Marsh lays out his theory of five buying decisions in this solo Episode #71 of the Industrial Growth Institute Podcast
Summary
In this episode, Ed Marsh discusses the complexities of B2B industrial sales, emphasizing the importance of understanding the buying process and the critical decisions that influence sales outcomes. He illustrates that in most complex B2B buying decisions, the real decision is made without the reps, or even many influencers, even knowing.
The five buying decisions include:
to commit some resources to evaluating the potential improvement of a change
to request capital
to approve capital
how to select a vendor
vendor selection
And most complex sales teams and manufacturing marketing departments focus on decision number five - vendor selection - with endless talk about what they make and do.
He highlights the challenges faced by sales reps, the need for business acumen, and the significance of engaging with decision-makers early in the sales process.
The conversation outlines five key buying decisions that impact sales success and offers strategies for improving sales effectiveness in a competitive landscape.
Takeaways
Most complex industrial purchases must pass through hurdles of five buying decisions
Decisions 2 & 3 determine whether there is even a purchase, and most reps don't know about it.
Most big-ticket complex B2B industrial sales forecasts are fantasies.
00:00 Understanding the Flaws in B2B Sales Forecasting
02:46 The Complexity of B2B Sales
05:38 The Five Critical Buying Decisions
08:00 The Role of Sales Reps in Complex Sales
11:19 Navigating Capital Approval Processes
14:10 The Importance of Business Acumen in Sales
17:15 Creating Projects vs. Finding Opportunities
20:05 Conclusion and Call to Action
Selling a Family Owned Manufacturing Business - Michael Horn Jr.
Episode 70
Wednesday, July 23, 2025 • Duration 01:12:20
Selling a business after a great run. Finding the right buyer, making the right decision, doing the deal right - Episode 70 of the Industrial Growth Institute Podcast with Michael Horn, Jr.
Summary
This week, Michael Horn, Jr., former CEO of AC Horn, a fourth-generation family-owned food processing machinery builder, is in the studio chatting about the journey to a business sale. After military service and a stint as a ski instructor, he joined the struggling family business in 2011 and became CEO unexpectedly in 2014 when his father died in a bicycle accident.
Michael shares details of the transformation he helped lead, turning a company weakened by the GFC into an automated, precision, contemporary manufacturer, and shifting from fabrication and component sales to systems. Fun fact - 80 to 90 % of nut butters made in North America ran through at least one AC Horn machine.
Michael speaks in detail about changes in buyer behaviors, the growth of buying teams, the impact of COVID-19 & PPP funds on capital equipment spending cycles, and succession planning. He offers tips for companies considering an exit, including:
Hire professional M&A advisors
Work outside the family business first to gain perspective and leadership experience
Maintain clean financial records and establish proper organizational structure with defined processes
The bottom line from Michael's perspective is simple - "Treat the business as an asset, not an heirloom." This enables you to make informed business decisions, including an exit if and when that becomes appropriate. In Michael's case, he watched another family successfully exit, and he planned to strategically emulate them. In early 2024, AC Horn was acquired by Probat.
Takeaways
Experience in the military teaches important business skills and perspectives
Succession planning is critical
Work outside the family business is an important preparatory step
Generational refresh can be important. Michael Sr. diversified from metal fab into machinery and Michael Jr. modernized the shop and business approach
00:00 The Importance of Legacy in Family Businesses
02:16 Michael Horn's Journey in the Family Business
06:33 Transitioning Leadership: A Personal Story
17:11 Navigating Crisis and Succession Planning
23:52 Adapting to Market Changes and Buyer Behavior
30:20 Building Strong Supplier Relationships
40:47 The Art of Relationship Building in Sales
43:05 Market Dynamics and Sales Strategies Post-COVID
46:19 Advice for Machinery Companies Facing Slowdowns
50:06 The Journey of Selling a Family Business
53:48 The Importance of M&A Advisors
57:39 Post-Sale Reflections and Employee Communication
59:30 Preparing for Future Business Transactions
01:02:34 Advice for G3 and G4 in Family Businesses
01:06:08 Resources for Family-Owned Businesses
01:09:30 Final Thoughts on Liquidity Events
You're Marketing and Selling to YESTERDAY'S Buyers!
Buyers' behaviors are shifting quickly. Industrial sales and manufacturing marketing teams must adapt radically and quickly. Traditional approaches are failing. We need to change, but first we need to understand how buyers are changing, how their behaviors are evolving, and what that means to us.
Episode 69 - Radu Spineanu on How AI is Poised to Disrupt Enterprise Manufacturing Software
Episode 69
Wednesday, July 16, 2025 • Duration 01:27:56
Rewriting the Rules of Enterprise Software for Manufacturing - Episode 69 of the Industrial Growth Institute Podcast with Radu Spineanu
Summary
Radu Spineanu is in the studio with Ed Marsh this week to discuss the intersection of AI and manufacturing, and explore how AI is poised to completely change enterprise software.
Radu shares his journey as a founder, through an IPO, his time in YCombinator, and in founding HumbleOps, a company focused on leveraging AI to improve manufacturing processes. They delve into the challenges of selling to manufacturers, the importance of understanding buyer behavior, and the future of manufacturing in an AI-driven world.
Radu emphasizes the need for manufacturers to adapt to these changes or risk being left behind, and explores the challenges he's found in selling to manufacturers vs. tech companies.
Takeaways
Disruption in manufacturing requires a shift in sales strategies
AI is transforming how manufacturing operates and sells.
HumbleOps aims to digitize manufacturing processes effectively.
Manufacturers often face challenges in adopting new technologies.
Sales in manufacturing is more complex than in tech industries.
Understanding buyer behavior is crucial for successful sales.
AI can automate and optimize manufacturing operations.
The future of manufacturing will involve less human labor but higher efficiency.
Companies must adapt to AI or risk obsolescence.
The journey of founding a startup involves continuous learning and adaptation.
00:00 Introduction to Disruption in Manufacturing
02:20 The Evolution of AI and Its Impact
14:11 Founding HumbleOps: A Journey in Manufacturing
22:12 HumbleOps: Revolutionizing Manufacturing with AI
33:24 Real-World Applications of HumbleOps
42:41 The Future of Custom Software in Manufacturing
43:41 The Rapid Evolution of AI
46:30 Imagining the Future of Manufacturing
48:59 The Impact of AI on Business Adaptation
52:45 Cultural Insights: From Romania to Silicon Valley
55:16 Entrepreneurship and Failure: A Cross-Cultural Perspective
59:12 Reflections on Romania's Transition from Communism
01:02:54 The Journey of a Tech Investor
01:08:32 Sales Strategies in Manufacturing
01:15:38 Navigating the Complexities of Manufacturing Sales
01:22:32 AI's Transformative Role in Manufacturing
You're Marketing and Selling to YESTERDAY'S Buyers!
Buyers' behaviors are shifting quickly. Industrial sales and manufacturing marketing teams must adapt radically and quickly. Traditional approaches are failing. We need to change, but first we need to understand how buyers are changing, how their behaviors are evolving, and what that means to us.
#Manufacturing #AI #AISoftware #ManufacturingSoftware #EnterpriseSoftware #Disruption #Sales #Technology #HumbleOps #RaduSpineanu #DigitalTransformation #IndustrialGrowth #Innovation
Episode 68 - Jim Vinoski on American Re-Industrialization and Marketing Content
Episode 68
Wednesday, July 9, 2025 • Duration 01:13:12
Sales for Manufacturers, and creating content that resonates with people who actually bend steel and make stuff - Episode 68 of the Industrial Growth Institute Podcast with Jim Vinoski, Forbes contributor and the voice of Manufacturing Talks
Summary
Manufacturing podcast veteran Jim Vinoski joins Ed Marsh in the studio this week to discuss manufacturing, policy, content creation, veterans, scouts, bicycling, and more!
They discuss the importance of skilled trades education, the challenges of content creation in the manufacturing sector, and the need for a resurgence in American manufacturing. Jim shares his journey from factory floors to writing for Forbes and launching his own content consultancy.
The conversation emphasizes the significance of understanding the audience, the role of policy in manufacturing, and the value of quality content in driving industry growth.
Takeaways
Jim Vinoski emphasizes the importance of promoting manufacturing among youth.
The partnership between Mike Rowe and Pure Talk aims to support veterans in skilled trades education.
Manufacturing is a challenging yet rewarding field that requires constant innovation.
Content creation should focus on solving problems for the audience, not just promoting products.
The resurgence of manufacturing in the U.S. is a national trend, not limited to specific regions.
Scouting plays a vital role in developing skills and values in youth.
Understanding the audience is crucial for effective content marketing in manufacturing.
AI can help bridge the gap in content creation for manufacturers.
Manufacturers need to take responsibility for their own content and messaging.
Quality content creation requires time, effort, and expertise.
Takeaway Quotes from Jim Vinoski
"It's an honor to partner with Mike Rowe"
"We need to bring back manufacturing jobs."
"Quality content creation takes work."
00:00 Introduction to Manufacturing Advocacy
02:03 Veterans and Skilled Trades Education
05:40 Jim Vinoski's Manufacturing Experience
07:56 Writing for Forbes and Content Creation
11:58 Launching Cosgrove Content and Manufacturing Talks
15:14 Understanding the Audience in Content Creation
19:14 Re-Industrializing America
21:11 The Role of Scouting in Youth Development
30:07 History Buff and Its Influence
31:15 Navigating Policy and Regulation in Manufacturing
41:09 The National Resurgence of Manufacturing
42:12 Workflow and Consistency in Content Creation
43:23 Cycling as Stress Relief
50:57 The Importance of Quality Content
53:56 Recruitment Challenges in Manufacturing
55:53 Funding for MEPs and Industry Responsibility
01:00:22 The Need for Partnerships in Manufacturing
01:01:43 Upcoming Book and Its Themes
01:05:22 Recommended Podcasts and Resources
01:08:58 Final Thoughts on Content Creation
You're Marketing and Selling to YESTERDAY'S Buyers!
Buyers' behaviors are shifting quickly. Industrial sales and manufacturing marketing teams must adapt radically and quickly. Traditional approaches are failing. We need to change, but first we need to understand how buyers are changing, how their behaviors are evolving, and what that means to us.
#SalesForManufacturers #ManufacturingSales #ManufacturingTalks #JimVinoski #TipsForSellingToManufacturers #HowManufacturersCanSellMore #Podcast #EdMarsh #Manufacturing #BusinessDevelopment #ManufacturingRevenueGrowth #B2BSalesAndMarketing #B2BSalesTechniques #B2BSales #TechnicalSales #IndustrialMarketing #ManufacturingMarketing #ContentMarketing #complexSales #BusinessGrowth #B2BSalesProcess #IndustrialSalesTraining #ContentCreation #skilledTrades #IndustrialGrowth
Episode 67 - Marcus Sheridan on Endless Customers, Trust, Marketing, Sales & Video
Episode 67
Wednesday, July 2, 2025 • Duration 01:19:50
Building a Known and Trusted Brand Through Effective Content Marketing in a Zero-Click World - Episode 67 of the Industrial Growth Institute Podcast with Marcus Sheridan, Author of "Endless Customers"
Summary
Ed Marsh and Marcus Sheridan explore the evolution of content marketing, the impact of AI on business, and the importance of transparency and trust in the industrial manufacturing space.
In this marketing podcast conversation, they discuss the 'Pride Cycle' and how businesses can navigate challenges by embracing change and innovation. Marcus shares insights from his books "They Ask You Answer" and "Endless Customers", including:
the need for companies to adopt a media mindset
the importance of video for marketing and sales
how AI is changing buyer behaviors
why "Our industry is different" is so dangerous
the compelling need to differentiate through your marketing and sales
The conversation highlights the significance of building a known and trusted brand in a rapidly changing market, navigating a Zero-Click world where buyers use LLMs for research, and the universal appeal of Marcus' simple approach, regardless of industry.
Takeaways
Content marketing has evolved significantly over the years.
The industrial manufacturing space often feels unique, but principles of marketing apply universally.
Four pillars of building a Known and Trusted Brand include: Say what others won't, Who what others won't, Sell in a way others don't, Be more human
AI is reshaping the business landscape for marketing and sales
The importance of executive sponsorship
The Pride Cycle illustrates the need for continuous effort in marketing and sales.
Transparency in pricing builds trust and differentiates businesses.
Video marketing is crucial for modern engagement and brand building.
Big 5 video types include Cost & Price, Problems, Versus & Comparison, Reviews, and Best in Class
00:00 The Evolution of Content Marketing
10:23 Understanding the Pride Cycle
18:07 The Ask, You Answer Methodology
32:02 Adapting to AI and Trust Signals
42:16 Transforming Websites into Conversion Tools
44:37 The Rise of YouTube as a Marketing Hub
48:25 Interactive Tools and Self-Service in Marketing
50:41 Building Trust in a Trust-Deficient Market
52:54 The Four Pillars of Endless Customers
56:08 The Importance of Marketing Investment
01:00:36 Embracing the Grind in Business
01:15:03 Building a Known and Trusted Brand
You're Marketing and Selling to YESTERDAY'S Buyers!
Buyers' behaviors are shifting quickly. Industrial sales and manufacturing marketing teams must adapt radically and quickly. Traditional approaches are failing. We need to change, but first we need to understand how buyers are changing, how their behaviors are evolving, and what that means to us.
#MarketingPodcast #ContentMarketing #AI #IndustrialManufacturing #B2BMarketing #ManufacturingMarketing #IndustrialMarketing #Trust #Brand #KnownAndTrustedBrand #VideoMarketing #SalesVideo #MarketingVideo #BuyersJourney #BuyingJourney #Transparency #Authenticity #EndlessCustomers #TheyAskYouAnswer #PrideCycle #SalesProcess
Episode 66 - Jeff Tehan on Sensemaking
Episode 66
Wednesday, June 25, 2025 • Duration 01:09:10
Sensemaking & Leadership - Turning Technology into Sustainable Business Impact - Episode 66 of the Industrial Growth Institute Podcast with Sensemaking Evangelist Jeff Tehan
Summary
Jeff Tehan, a former Army Blackhawk pilot, technology product manager and "sensemaking evangelist," joins Ed Marsh in the studio to discuss navigating business uncertainty in the AI era. Jeff brings a unique perspective shaped by his military aviation background and extensive product management experience, now focused on helping leaders interpret uncertainty, align teams, and make insight-driven decisions using AI tools.
The conversation explores how AI can help reduce uncertainty in business decision-making while acknowledging the meta-level uncertainty that AI itself creates. Jeff emphasizes the importance of "human in the loop" approaches and explainable AI, arguing that AI should enhance human capabilities rather than replace them. The conversation highlights:
The challenge of making decisions amid unprecedented uncertainty and rapid change
How AI can help process vast amounts of data to reduce uncertainty in business decisions
The importance of distributed decision-making and human oversight in AI implementation
Practical applications of AI in sales qualification, customer insight, and marketing personalization
The evolution from traditional sales pitches to insight-driven customer engagement
Strategies for helping teams embrace rather than fear AI adoption
The concept of "sense-making" as a critical leadership capability in the AI economy
Takeaways
Uncertainty reduction is the key goal: AI's primary value lies in helping leaders process information to reduce uncertainty and make confident decisions
Human-in-the-loop is essential: AI should augment human decision-making, not replace it entirely
Explainable AI builds trust: Teams need to understand how AI tools work and what data they use to embrace adoption
Distributed decision-making becomes possible: AI enables decisions to be made at the point of need rather than flowing up the chain
00:00 Introduction: Making Sense of Chaos in the AI Era
02:21 Jeff's Background: From Radar Repairman to Sense-Making Evangelist
08:10 Military Aviation Lessons for Business Uncertainty
10:00 The Science of Reducing Uncertainty
12:49 From Product Management to AI Strategy
16:10 Jobs at Risk from AI Disruption
18:08 Explainable AI and Building Team Confidence
20:27 Avoiding AI Implementation Pitfalls
24:22 The Rise of Sense-Making as a Buzzword and Capability
27:07 AI's Dual Nature: Clarity Tool and Uncertainty Creator
30:20 Corporate Attributes for AI Success
34:07 The Value of Planning Process vs. Plans in AI Era
37:19 Legacy Software Companies vs. AI-Native Platforms
39:27 Integrating AI into Existing Workflows
42:12 Using AI to Understand Buyers Better
45:45 AI Sales Agents and Deal Qualification
48:39 Creating AI-Powered Buyer Personas
52:29 Data Challenges in B2B Sales
55:20 Helping Buyers Make Sense of Their Situation
58:31 Co-Creating Value in the AI Era
01:00:36 Navigating Rapid Change While Maintaining Fundamentals
01:01:55 Training Future Leaders in Sense-Making
01:03:23 The Future of Office Collaboration with AI
01:04:38 Resources for AI Leadership Development 01:07:12 Adopting Sense-Making in Daily Work
#Sensemaking #WhatIsSensemaking
Top performers will benefit most: High achievers will leverage AI tools to enhance their capabilities, while those resistant to change may be left behind
Sales must shift from pitch to insight: Successful salespeople will use AI to understand customers deeply and co-create solutions
Buyer personas can be enhanced with AI: Marketing teams can create more sophisticated, personalized buyer avatars using AI analysis
Strategic planning improves with AI research: Business planning becomes more powerful when AI handles underlying research and analysis
Validation is crucial: Always verify AI outputs using multiple sources or human judgment
Leadership starts with self-assessment: Leaders must first understand their own capabilities and gaps before implementing AI across their organization
Takeaway Quotes from Jeff Tehan
"Reducing uncertainty has been handed to us with AI"
"People first, human in the loop. We're not developing robots to do humans' jobs."
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