The So What from BCG

BCG’s Sagar Goel explains how everyday AI use is already eroding the judgment organizations rely on—and what leaders can do about it. Sagar, leader of the Human Futures lab at the BCG Institute, shares what 70 C-suite leaders have told BCG about how “distributed de-skilling” shows up in daily work. Among the most vexing problems: AI outputs that go unchallenged, accountability that slips, and junior talent who build skills more slowly.You’ll Learn:Why AI substitutes for thinking, not just supports it—and why that matters at scale.How to capture AI’s productivity gains while protecting human judgment.How AI-free zones and simple team habits keep critical thinking sharp.Learn More:When Everyone Uses AI, Companies Risk Losing Critical Skills: https://on.bcg.com/4zqcmpRThe BCG Institute: https://on.bcg.com/3WnFC1FBCG’s Latest Thinking on People Strategy: https://on.bcg.com/4iT0SVJBCG’s Latest Thinking on AI: https://on.bcg.com/4yP5qRLChapters00:00 Is AI Eroding How We Think?01:24 What Does De-Skilling Look Like?03:35 Does AI Hinder Career Development?05:53 Should Companies Limit AI Use?06:47 Productivity Without Risking De-skilling07:58 How to Rethink Employee Training10:30 Who Owns AI’s Mistakes?11:12 How to Spot AI Gains and Losses13:01 Is Skill Loss Hard to Spot?14:37 How Can Leaders Counter De-skilling?Meet the ExpertName: Sagar GoelTitle: Managing Director & Partner; Global Insights Leader, BCG Institute (leads the Human Futures Lab)Bio: https://on.bcg.com/4z11ttBLinkedIn: https://www.linkedin.com/in/sagar-goel-bb7b192/?isSelfProfile=falseListen to Other Episodes of The So What from BCG podcastYouTube | https://youtube.com/playlist?list=PLMJgyXjV5gMI9JV-GcF_D1Y6zyf1Eab_0&si=plXqe7-YNzbG56U8Apple | https://podcasts.apple.com/us/podcast/the-so-what-from-bcg/id1591194141Spotify | https://open.spotify.com/show/2NSVR7qrAyZ4CaGsnknbBk?si=1d846c2af8784923Other platforms | https://lnk.to/so-what-general-show12Follow BCGhttps://www.bcg.com/LinkedIn | https://www.linkedin.com/company/boston-consulting-groupThis podcast uses the following third-party services for analysis: Podtrac - https://analytics.podtrac.com/privacy-policy-gdrp

Vinciane Beauchene explains why AI strategy, not tool access, drives value. Employees with plenty of tools but weak strategic guidance are five times less likely to see measurable impact. She explains how leaders can redesign work end-to-end, decide where to protect human value, and set clear guardrails as AI agents take on more. Adoption is an individual metric. Value creation is a systemic one. Vinciane is a former BCG Managing Director and Partner. She recently joined Schneider Electric as Chief AI Transformation Officer.You’ll LearnWhy companies should focus on the most important places to protect human value.How calling AI a “coworker” negatively impacts accountability and leaves greater room for error.Why every employee should be able to answer three questions about their company’s AI strategy: where the company is going, what it means for their job, and how they will grow.Learn More:BCG’s Latest Insights on AI: https://on.bcg.com/4k5QU4iAI at Work: Strategy Matters More Than Tools: https://on.bcg.com/4hZpkmOVinciane’s Ted Talk: https://www.ted.com/talks/vinciane_beauchene_will_ai_take_your_job_in_the_next_10_years_wrong_questionChapters00:00 How Is AI Changing Work?01:30 Are Companies Seeing Gains With AI?02:30 AI’s Real Impact on Business04:18 How Do You Measure AI Success?05:20 What Processes Should Companies Rework?08:48 Where Shouldn’t AI Be Used10:19 Which Human Skills Still Matter?11:07 How Will Agents Change Strategy?12:04 How AI Effects the Way Work Feels12:33 Is AI a Coworker or Tool?14:23 What Does Good Look Like for Employees?16:04 Move Fast or Redesign First?17:08 How Should Leaders Approach AI Deployment?Meet the ExpertVinciane BeaucheneFormer BCG Managing Director and PartnerSchneider Electric Chief AI Transformation OfficerLinkedIn: https://www.linkedin.com/in/vinciane-beauchene-74a72131/Listen to Other Episodes of The So What from BCG podcastYouTube | https://youtube.com/playlist?list=PLMJgyXjV5gMI9JV-GcF_D1Y6zyf1Eab_0&si=plXqe7-YNzbG56U8Apple | https://podcasts.apple.com/us/podcast/the-so-what-from-bcg/id1591194141Spotify | https://open.spotify.com/show/2NSVR7qrAyZ4CaGsnknbBk?si=1d846c2af8784923Other platforms | https://lnk.to/so-what-general-show12Follow BCGhttps://www.bcg.com/LinkedIn | https://www.linkedin.com/company/boston-consulting-groupThis podcast uses the following third-party services for analysis: Podtrac - https://analytics.podtrac.com/privacy-policy-gdrp

BCG's Matt Kropp explains why productive AI use, not just access, is becoming the biggest lever for growth. Companies using AI purposefully are growing three times faster than those that aren't. So why are many still stuck? The winners aren't substituting people with AI — they're augmenting them and arming them with AI tools, building an advantage that compounds over time.You’ll Learn:Why “token-based competition” is emerging as the next growth advantageWhat Matt learned from building — and shutting down — an all-AI companyThe real reasons employees still aren't adopting AI at scaleLearn More: The Era of Token-Based Competition Is Here. Is Your AI Strategy Ready?: https://on.bcg.com/4ARAa79BCG’s Latest Thinking on AI: https://on.bcg.com/4hZqpw1Matt’s Substack: https://mattkropp.substack.com/AI Costs a Fortune. Mismanaging AI Will Cost You More: https://lnk.to/so-what-BCG-Goydan-Lukic-AI-Cost12Chapters0:00 Equal AI Access, Equal Results?1:00 What Is Token-Based Competition?1:39 Token-Based Competition vs. Token-Maxing3:50 Inside a Zero-Human Company5:35 Lessons from An All-Agent Company10:03 How To Win in the Token Economy11:06 Is AI a Substitute for Labor?12:21 Token Use and Company Performance14:38 What Is Return on Intelligence?15:06 What ‘Intelligence’ Really Means15:41 Getting Your Team On Board17:00 Why AI Adoption Still LagsMeet the ExpertName: Matt Kropp, CTO, BCG XBio: https://on.bcg.com/4s2FuRbLinkedIn: https://www.linkedin.com/in/matt-kropp/Follow BCGWebsite: https://www.bcg.com/LinkedIn: https://www.linkedin.com/company/boston-consulting-groupThis podcast uses the following third-party services for analysis: Podtrac - https://analytics.podtrac.com/privacy-policy-gdrp

BCG’s Daniel Kuepper and Laura Juliano explain why AI is rewriting the economics of where and how the world manufactures.Daniel Kuepper, who co-leads BCG's Manufacturing and Physical AI team, and Laura Juliano, BCG's North America Operations Practice Lead, unpack why the factory of the future is no longer a distant vision. Physical AI, agentic systems, and a shared data backbone are converging to expand what's automatable and changing the math on where companies should manufacture. Do leaders still need to separate where to produce from how to produce?You'll Learn: What actually separates a genuine “lights-out factory” from a partially automated one.The biggest mistakes leaders make when starting an AI-led manufacturing transformation.How new hires are showing up already fluent in AI, changing what factory training even looks like.Learn More:BCG’s Latest Thinking on Manufacturing: https://on.bcg.com/46rlzRTHow the Factory of the Future Is Reshaping the Economics of Manufacturing Competitiveness: https://on.bcg.com/4y7h7DWHow Physical AI Is Reshaping Robotics Today—and What Comes Next: https://on.bcg.com/4rgBawWThe CEO’s Guide to Physical AI: https://on.bcg.com/4AoTg4kChapters(00:00) Is Factory of the Future Here?(01:20) What Is Different This Time?(04:19) How Significant Are Recent Shifts?(04:49) Are Lights-Out Factories Realistic?(07:54) What Industries Are Leading in Robotics?(09:09) Where Should Factories Double Down?(11:58) Physical AI's Impact on Companies(14:55) Leaders’ Costliest Mistakes in Robotics(18:53) The First-Mover Factory Edge(21:15) What Should Manufacturing Leaders Do Now?Meet the ExpertsDaniel Kuepper, Managing Director and Senior Partner: https://on.bcg.com/4Am2e27Laura Juliano, Managing Director and Senior Partner: https://on.bcg.com/4AlXp8ZListen to Other Episodes of The So What from BCG podcastYouTube | https://youtube.com/playlist?list=PLMJgyXjV5gMI9JV-GcF_D1Y6zyf1Eab_0&si=plXqe7-YNzbG56U8Apple | https://podcasts.apple.com/us/podcast/the-so-what-from-bcg/id1591194141Spotify | https://open.spotify.com/show/2NSVR7qrAyZ4CaGsnknbBk?si=1d846c2af8784923Other platforms | https://lnk.to/so-what-general-show12Follow BCGhttps://www.bcg.com/LinkedIn | https://www.linkedin.com/company/boston-consulting-groupThis podcast uses the following third-party services for analysis: Podtrac - https://analytics.podtrac.com/privacy-policy-gdrp

Bryan Gauch, Leader of BCG’s Commercial Tech Topic, explains why CRM isn’t disappearing even as agentic AI reshapes how customers are served. He argues that CRM will keep serving as the data backbone while agents take over the interface. He also lays out the cost and resourcing questions CEOs need to answer before scaling their AI investment.You’ll Learn:Why agents are quietly replacing the screen, not the system, behind every customer interaction.Why cost is the real constraint on agentic AI, not the technology itself.How CEOs should align cost, resources, and innovation before deciding what CRM keeps and what agents take over.Learn MoreBCG and Salesforce: https://on.bcg.com/4zTgNKlBCG’s Latest Thinking on Marketing and Sales: https://on.bcg.com/4zVIMsPChapters(0:00) What Does CRM Actually Do?(1:29) What CRM Means for Customers(2:02) Could AI Agents Replace CRM Entirely?(6:44) The Real Cost of Agents(8:52) ROI of AI Agents(10:45) How Will Agents Impact Employees?(12:55) Where CRM Is Headed in 3 Years(14:33) How Should CEOs Approach CRM?(15:53) What Role Will Consultants Play?Meet the ExpertBryan Gauch, BCG Managing Director & Partner: https://on.bcg.com/4iI7fLVListen to Other Episodes of The So What from BCG podcastYouTube | https://youtube.com/playlist?list=PLMJgyXjV5gMI9JV-GcF_D1Y6zyf1Eab_0&si=plXqe7-YNzbG56U8Apple | https://podcasts.apple.com/us/podcast/the-so-what-from-bcg/id1591194141Spotify | https://open.spotify.com/show/2NSVR7qrAyZ4CaGsnknbBk?si=1d846c2af8784923Other platforms | https://lnk.to/so-what-general-show12Follow BCGhttps://www.bcg.com/LinkedIn | https://www.linkedin.com/company/boston-consulting-groupThis podcast uses the following third-party services for analysis: Podtrac - https://analytics.podtrac.com/privacy-policy-gdrp

Vlad Lukic, BCG’s global leader for tech and digital advantage, and Paul Goydan, global leader of BCG’s cost offer, explain why so many companies spend more on AI than they get back. What is the fix? They argue it isn’t simply cutting AI spend, but assigning clear ownership, categorizing costs correctly, and tying every dollar to a business outcome.You’ll Learn:Business owners, not IT, should be accountable for AI’s return, like any other investment.Many companies give routine tasks to their most powerful and expensive AI models, when a simpler tool could do the job.Instead of focusing on banning unauthorized AI tools, leaders should turn towards educating employees on sanctioned options.Learn More:How Leaders Build an AI-First Cost Advantage: https://on.bcg.com/4c3KrSWWhy We Still Need a CIO in the AI-First Era: https://on.bcg.com/46bBbIVChapters0:00 AI's Bottom-Line Problem1:01 Why Your AI Costs Don't Add Up2:16 Can Promoting AI Use Promote Waste?4:02 Are AI Costs an IT Problem?4:48 How to Prioritize AI Spend6:18 How Do CEOs Pay for AI?7:14 How to Categorize AI Costs?8:02 Who Owns the AI Budget?8:30 How Leaders Know AI Is Paying Off10:50 Strategy vs. FOMO13:49 Turning FOMO Into Action14:27 Winners in the AI Era16:28 Handling Hidden AI Risk18:05 Now What: Next StepsListen to Other Episodes of The So What from BCG podcastYouTube | https://youtube.com/playlist?list=PLMJgyXjV5gMI9JV-GcF_D1Y6zyf1Eab_0&si=plXqe7-YNzbG56U8Apple | https://podcasts.apple.com/us/podcast/the-so-what-from-bcg/id1591194141Spotify | https://open.spotify.com/show/2NSVR7qrAyZ4CaGsnknbBk?si=1d846c2af8784923Other platforms | https://lnk.to/so-what-general-show12Follow BCGhttps://www.bcg.com/LinkedIn | https://www.linkedin.com/company/boston-consulting-groupThis podcast uses the following third-party services for analysis: Podtrac - https://analytics.podtrac.com/privacy-policy-gdrp

Kristy Ellmer and Julia Dhar, co-authors of How Change Really Works and founders of BCG’s Behavioral Science Lab, explain why so many transformations fail and what the science says separates success from failure. They break down the “messy middle,” why people resist being changed rather than change itself, and how giving employees real agency turns resistance into momentum.What You’ll Learn:Why “false alignment” among leaders, not resistance from employees, derails most transformations before they start.Why giving employees real ownership, not just participation, turns resistance into momentum.What makes AI transformations distinct from other kinds of organizational changeLearn More:Read How Change Really Works: https://on.bcg.com/3SpBPzdYour AI Change Is Actually a People Change: https://on.bcg.com/3RKUp4JThe False Alignment Trap: https://on.bcg.com/45R9ULHCEOs Are Betting Big on AI Transformations. Science Is How They Win: https://on.bcg.com/4bGy1jGWe Found the Real Reason 70% of Transformations Fail: https://on.bcg.com/4xqmOMqChapters(0:00) What Is Transformation?(1:54) Why Leaders Need a New Playbook for Change(3:42) Where Do Most Transformations Fail?(5:37) What Does the “Messy Middle” Look Like?(6:28) What Makes AI Transformations Different?(9:25) Where Is the "End Point" in an AI Transformation?(11:51) Why “Just Get on the Bus” Isn’t Good Advice for AI Change(13:03) When to Walk Away from a Change Effort(15:42) What Should Leaders Do When Momentum Fades?(16:49) Why Giving Employees Ownership Matters(21:06) What Should Leaders Do in the “Messy Middle”?(22:37) How Do You Make Change Successful?Meet the Experts Kristy Ellmer: https://on.bcg.com/4xvpgBgCo-Author, How Change Really WorksBCG Managing Director & PartnerNorth American Leader, BCG’s Transform PracticeCo-Founder, BCG’s Behavioral Science Lab:https://on.bcg.com/4z9WhVsJulia Dhar: https://on.bcg.com/45ec8VjCo-Author, How Change Really WorksBCG Managing Director & PartnerNorth American Leader, People and Organization PracticeCo-Founder, BCG’s Behavioral Science Lab: https://on.bcg.com/4z9WhVsListen to Other Episodes of The So What from BCG podcastYouTube | https://youtube.com/playlist?list=PLMJgyXjV5gMI9JV-GcF_D1Y6zyf1Eab_0&si=plXqe7-YNzbG56U8Apple | https://podcasts.apple.com/us/podcast/the-so-what-from-bcg/id1591194141Spotify | https://open.spotify.com/show/2NSVR7qrAyZ4CaGsnknbBk?si=1d846c2af8784923Other platforms | https://lnk.to/so-what-general-show12Follow BCGhttps://www.bcg.com/LinkedIn | https://www.linkedin.com/company/boston-consulting-groupThis podcast uses the following third-party services for analysis: Podtrac - https://analytics.podtrac.com/privacy-policy-gdrp

Nick Goad, BCG's global co-leader for retail merchandising, argues that retail's biggest problem isn't a lack of data, it's the gap between data and real customer understanding. He explains how AI and large language models are finally bridging that divide, making it possible to localize assortment, sharpen pricing, and accelerate product innovation at scale. For leaders wondering where to start, he makes the case for codifying the knowledge already in merchants' heads.What You’ll Learn:Retailers have more data than ever, but AI finally gives them the tools to turn it into action merchants can actually trust.The biggest near-term opportunities are in assortment localization, smarter pricing, and AI-accelerated product innovation.The new data advantage for retailers isn't raw data — it's codifying the knowledge already in their merchants' heads.Learn More:BCG’s Latest Thinking on the Retail Industry: https://on.bcg.com/4bYoe8xMerch AI by BCGX: https://on.bcg.com/3RxTfJFChapters(0:00) Has Retail Lost Its Personal Touch?(1:13) Serving Customers Before the Digital Age(2:33) The Internet’s Impact on Retail(3:11) Does More Data Mean Better Customer Understanding?(4:12) Why Are Retailers Drowning in Complexity?(5:32) What Can AI Do to Help Retailers?(7:02) Will AI Create a New Data Overload?(7:54) What Are Retail Leaders Hopes and Fears for AI?(9:02) Will AI Get Products to the Shelf Faster?(9:57) Will AI Influence Product Design?(10:37) Can AI Create More Personalized Loyalty Programs?(11:34) How Will AI Shape the Shopping Experience?(12:02) Is Physical Retail Here to Stay?(13:36) Will AI Make All Our Shopping Decisions for Us?(14:23) Where Can Retailers Make the Biggest Changes?(15:00) Where Should Retailers Apply AI First?(15:48) What New Data Advantage Can AI Create?Meet the Expert:Nick Goad, BCG Managing Director & Senior Partner: https://on.bcg.com/4wuIlU0Listen to Other Episodes of The So What from BCG podcastPunch Cards, Frequent Flyers, and the Future of Loyalty: https://lnk.to/so-what-BCG-Crouch-Loyalty09YouTube | https://youtube.com/playlist?list=PLMJgyXjV5gMI9JV-GcF_D1Y6zyf1Eab_0&si=plXqe7-YNzbG56U8Apple | https://podcasts.apple.com/us/podcast/the-so-what-from-bcg/id1591194141Spotify | https://open.spotify.com/show/2NSVR7qrAyZ4CaGsnknbBk?si=1d846c2af8784923Other platforms | https://lnk.to/so-what-general-show12Follow BCGhttps://www.bcg.com/LinkedIn | https://www.linkedin.com/company/boston-consulting-groupThis podcast uses the following third-party services for analysis: Podtrac - https://analytics.podtrac.com/privacy-policy-gdrp

Ben Keneally, BCG’s Asia Pacific health care services leader, explains why AI is now many patients’ first stop — often before they see a doctor. He argues that pairing AI with personal health records improves outcomes and equity, and that health leaders, not LLMs, must shape how this shift unfolds.You’ll Learn:Why AI is becoming the default first step in care, especially in markets with limited access to cliniciansHow pairing AI with personal health records improves treatment compliance and catches errors earlierWhy driving AI into end-to-end care pathways takes leadership, not just frontline experimentationLearn More:BCG’s Latest Thinking on the Health Care Industry: https://on.bcg.com/4w2MmPtConsumers Are Ready for AI-Enabled Health Care. Health Systems Need to Be, Too.: https://on.bcg.com/4vo2ZDXChapters (0:00) The Biggest Health Care Shift in Centuries(1:47) How Is AI Being Used in Health Care Today?(2:23) Where Is AI Adoption Highest, and What Does That Tell Us?(3:29) Does AI Create a Two-Tier Health System?(4:55) What's Next for AI Agents?(6:51) Where Are the Biggest Opportunities: Diagnosis, Navigation, or Appointments?(8:13) The Health Care System AI Could Build(9:56) Does Your Health System Need Its Own AI?(11:36) The Danger of Inaccurate Health Advice(12:53) What Role Does Trust Play?(13:52) How Are Health Care Organizations Shaping This Shift Today?(14:47) AI Alone Won't Transform Health Care(15:49) Who Is Responsible When AI Gets Health Care Wrong?(17:22) Who Owns the Patient Relationship?(18:29) Is the Shift to AI in Health Care Inevitable?(19:49) Is It AI Plus Clinicians or AI Replacing Clinicians?Meet the ExpertBen Keneally, BCG Managing Director & Partner: https://on.bcg.com/4woTTbcListen to Other Episodes of The So What from BCG podcastYouTube | https://youtube.com/playlist?list=PLMJgyXjV5gMI9JV-GcF_D1Y6zyf1Eab_0&si=plXqe7-YNzbG56U8Apple | https://podcasts.apple.com/us/podcast/the-so-what-from-bcg/id1591194141Spotify | https://open.spotify.com/show/2NSVR7qrAyZ4CaGsnknbBk?si=1d846c2af8784923Other platforms | https://lnk.to/so-what-general-show12Follow BCGhttps://www.bcg.com/LinkedIn | https://www.linkedin.com/company/boston-consulting-groupThis podcast uses the following third-party services for analysis: Podtrac - https://analytics.podtrac.com/privacy-policy-gdrp

Governments are racing to deploy AI. Most have the foundations, but struggle to translate them into faster, smarter execution without losing public trust. BCG's Miguel Carrasco and Daniel Selikowitz break down what separates the countries getting this right from those still stuck — and what every leader can take from their example.You’ll Learn:Why AI governance frameworks are quietly becoming the biggest barrier to AI deploymentHow to tell the difference between necessary caution and unnecessary bureaucracyHow and why some countries are already getting AI governance rightLearn More:Trust Imperative 5.0: https://on.bcg.com/3QO3fOmBCG’s Latest Thinking in Public Sector: https://on.bcg.com/4f69kisMeet the ExpertsMiguel Carrasco, BCG Managing Director & Senior Partner: https://on.bcg.com/4gGH8UzDaniel Selikowitz, Managing Director & Partner: https://on.bcg.com/4oMRKTYWatch The So What from BCG on YouTube: https://www.youtube.com/playlist?list=PLMJgyXjV5gMI9JV-GcF_D1Y6zyf1Eab_0Chapters(0:00) AI Is Already in Government. Here's Where You'll Find It.(3:12) Public vs. Private: Why the Stakes Are Different(4:40) What Leaders Are Saying Across Industries(6:15) What Role Does Fear Play in AI Adoption?(8:14) Inside Governments Deploying AI(9:55) How Are Governments Governing AI?(11:56) How Do Countries Compare on AI Adoption?(13:37) Useful Caution Vs. Unnecessary Bureaucracy in AI Implementation(15:42) Who Is Keeping Pace with AI Innovation?(16:46) What Private Sector Leaders Can Learn from Governments(19:34) What Should Leaders Do Now?This podcast uses the following third-party services for analysis: Podtrac - https://analytics.podtrac.com/privacy-policy-gdrp