Can a handful of engineers really do the work of an army of consultants? That’s the bet behind Ode with Anthropic — the joint venture dedicated to embedding forward-deployed engineers in enterprise firms, backed by Anthropic, Blackstone, Hellman & Friedman, Goldman Sachs and others.

On this episode of TechCrunch’s Equity podcast, Rebecca Bellan sits down with Ode’s leaders Chris Taylor and Eddie Siegel, who founded Fractional AI, the applied AI services startup that Ode acquired earlier this year to serve as the new venture’s core. The three discuss why so many enterprise AI pilots never make it to production and why they think AI-native services are about to become one of the biggest categories in tech.

Subscribe to Equity on YouTube, Apple Podcasts, Overcast, Spotify and all the casts. You also can follow Equity on X and Threads, at @EquityPod.

Chapters:

00:00 Intro

00:30 Fractional AI becomes “Ode with Anthropic”

1:13 Why non-AI companies are the real AI winners

2:04 Working with Blackstone, Anthropic, and beyond

3:05 Inside a real project: fixing LogicGate’s bottleneck

7:29 How long does it take from hypothesis to production?

9:19 Measuring ROI: revenue, efficiency, and evals

16:37 Model choice vs. workflow redesign, and why it’s Claude-first

23:10 Hiring generalists over specialized AI talent

26:39 Can this scale without turning into another consulting firm?

30:49 Outro

Over the years, phone-makers have shown off handsets that stretch, bend and fold. But inside a secret room at Samsung Display’s headquarters in South Korea — one that had never before been opened up to the press — CNET Senior Tech Reporter Abrar Al-Heeti got a firsthand look at the company’s vision for the future of smartphones. Here’s how it went:

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Many robots helped in the assembling of these phones. 🤖

If you’re curious how your Galaxy S26 or Galaxy S26 Ultra is made, CNET Senior Tech Reporter Abrar Al-Heeti got a sneak peek inside Samsung’s manufacturing facility in South Korea. Here’s how parts are turned into phones. 📲✨

🎥: Samsung

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