A Rational Conversation on Where AI Is Actually Going | Benedict Evans

Why It Matters

Understanding AI’s early‑stage dynamics helps firms allocate capital wisely, redesign work, and stay competitive as the technology reshapes entire industries.

Summary

The conversation with Benedict Evans frames AI as a transformative technology on par with the internet and mobile revolutions, but still in a nascent 1997‑like stage where most applications are experimental and adoption uneven. Evans stresses that while AI will automate many tasks, history shows automation creates new roles that are hard to predict, and the net effect on employment will be a reshuffling rather than a wholesale loss.

He highlights three analytical lenses: capital flows into model labs and consulting firms; deployment challenges across software, legal, and accounting sectors; and the fundamental re‑definition of what constitutes a "job" versus a "task." Survey data shows only 15‑20% of younger users engage daily with AI tools, underscoring a jagged adoption curve and the need for firms to identify high‑value use cases.

Evans also points out the paradox that AI‑heavy labs are hiring massive consulting and forward‑deployed engineering teams to help enterprises re‑engineer workflows, contradicting the notion that AI will eliminate professional services. He likens the current moment to accountants discovering spreadsheets in the 1970s—those who adapt will gain productivity, while others may remain skeptical.

The implication for businesses is clear: ignore AI at your peril, but also avoid naïve hype. Companies must invest in internal pilots, partner with consulting expertise, and re‑think job design to capture AI‑generated value, positioning themselves for the next wave of productivity gains.

Original Description

Benedict Evans is an independent analyst and former partner at Andreessen Horowitz, where he spent years as their in-house “thinker” tracking the most important technology trends. For the past six years, he’s been publishing deeply researched presentations on where tech is heading, most recently focused on AI’s transformation of the economy. His work is read by founders, investors, and operators trying to make sense of a noisy field. His most controversial opinion: AI is as big a deal as the internet or mobile—and only as big.

In our in-depth conversation, we discuss:

1. Why we’re in “1997” for AI—early, exciting, and deeply uncertain about what comes next

2. Where value will actually accrue in the AI stack

3. The anti-AI backlash, and where it may lead

4. The surprising boom in consulting and professional services at AI companies

5. Why distribution is becoming the ultimate moat as software gets easier to build

6. Why the right question about your job isn’t “What percent can AI do?” but “Is this a task or a job?”

7. Why things will probably be okay—and what you need to do to prepare

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Episode transcript: https://www.lennysnewsletter.com/p/a-rational-conversation-on-where

Archive of all Lenny's Podcast transcripts: https://www.dropbox.com/scl/fo/yxi4s2w998p1gvtpu4193/AMdNPR8AOw0lMklwtnC0TrQ?rlkey=j06x0nipoti519e0xgm23zsn9&st=ahz0fj11&dl=0

Where to find Benedict Evans:

• LinkedIn: https://www.linkedin.com/in/benedictevans

• Newsletter: https://www.ben-evans.com/newsletter

• Website: https://www.ben-evans.com

Where to find Lenny:

• Newsletter: https://www.lennysnewsletter.com

• X: https://twitter.com/lennysan

• LinkedIn: https://www.linkedin.com/in/lennyrachitsky/

In this episode, we cover:

(00:00) Introduction to Benedict Evans

(02:19) What people aren’t pricing in about AI’s impact

(06:24) Why we’re in the 1997 moment of AI

(09:44) The unexpected boom in professional services and consultants

(17:44) Why distribution is becoming the ultimate moat

(23:17) The coming job transformation: what’s real vs. panic

(27:33) Why AGI definitions keep shifting

(38:11) Where value will accrue: models vs. applications

(42:55) Distribution wars: Google, Meta, Apple, and OpenAI

(48:12) The anti-AI sentiment and backlash

(53:11) How to raise kids in an AI future

(58:27) What jobs to steer toward or away from

(59:20) The question nobody’s asking about AI

(1:06:25) How to be successful in this coming future

(1:08:43) AI corner

(1:11:43) Lightning round

Referenced:

• Andreessen Horowitz: https://a16z.com

• AI Eats the World: https://youtu.be/niJpDnNtNp4

• VisiCalc: https://en.wikipedia.org/wiki/VisiCalc

• McKinsey & Company: https://www.mckinsey.com

• Bain & Company: https://www.bain.com

• Accenture: https://www.accenture.com

• Jevons paradox: https://en.wikipedia.org/wiki/Jevons_paradox

• Benedict’s post on LinkedIn about Excel: https://www.linkedin.com/posts/benedictevans_younger-people-may-not-believe-this-but-activity-7303217994459938816-PNqu

• The AI-native startup: 5 products, 7-figure revenue, 100% AI-written code | Dan Shipper (co-founder/CEO of Every): https://www.lennysnewsletter.com/p/inside-every-dan-shipper

• Dario Amodei on X: https://x.com/DarioAmodei

• Marc Andreessen: The real AI boom hasn’t even started yet: https://www.lennysnewsletter.com/p/marc-andreessen-the-real-ai-boom

• Frame.io: https://frame.io

• Food Marketing Institute: https://en.wikipedia.org/wiki/Food_Marketing_Institute

• Llama: https://www.llama.com

• Steven Sinofsky on X: https://x.com/stevesi

• Drake meme: https://imgflip.com/memegenerator/343699919/Drake-Hotline-Bling-Transparent-Background

• Ex-Google CEO Gets Booed While Discussing AI in Commencement Speech | WSJ News: https://www.youtube.com/watch?v=tNH43a1EI7s

• Jonathan Swift’s quote: https://www.goodreads.com/quotes/9838985-you-cannot-reason-a-person-out-of-a-position-he

• George Carlin’s quote: https://www.brainyquote.com/quotes/george_carlin_391403

• Fujitsu: https://global.fujitsu

• O*NET OnLine: https://www.onetonline.org

• Pete Holmes’s website: https://peteholmes.com

• The Seventh Seal: https://www.imdb.com/title/tt0050976

• Ericsson R310s phone: https://en.wikipedia.org/wiki/Ericsson_R310s

• i-mate phone: https://en.wikipedia.org/wiki/I-mate

Recommended books:

• Three Men in a Boat: https://www.amazon.com/Three-Men-Boat-Jerome-K/dp/1512099899

• Nature’s Metropolis: Chicago and the Great West: https://www.amazon.com/Natures-Metropolis-Chicago-Great-West/dp/0393308731

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Lenny may be an investor in the companies discussed.