This episode has everything you need to know about AI agents 🤖
Ray Smith is the VP of AI Agents at Microsoft. He breaks down what exactly is an AI agent, the architecture of multi-agent workflows, which skills will matter most in an agent-first world (hint: think like a GM or growth hacker), and much more.
I was too captivated to take notes the first time around, so gave it another listen on the flight back from GTMfund events this week.
My top 10 takeaways from listening to Ray’s episode on The GTM Podcast:
1️⃣ Agents are the new APIs – design workflows, not just prompts.
Stop thinking of LLMs as chatbots. The real unlock is giving agents a clear task, letting them reason through steps, and dynamically execute workflows across your stack.
2️⃣ You don’t need an AI team, you need domain expertise and velocity.
The winners aren’t building agent infra from scratch. They’re nailing specific use cases, solving real business pain, and getting to ROI faster than IT can say “governance.”
3️⃣ Agents kill the SaaS seat license model.
Agents don’t need seats or logins. If you’re building B2B software today, assume agents - not humans - will be your primary users. Design with APIs and deterministic behavior, not flashy UI.
4️⃣ Don’t build an agent, build an outcome.
Start with a high-value use case. Don’t let your agent do everything. Be specific, scoped, and think like you're onboarding a new hire. Vague prompts = vague results.
5️⃣ Multi-agent orchestration is the new architecture.
Cramming too much into one agent kills reliability. Instead, build modular, specialized agents that talk to each other—just like microservices. Easier to maintain, easier to scale.
6️⃣ AI infra is becoming the new cloud.
The real moat isn’t your model or your tooling—it’s your customer insight and speed. Don’t waste time reinventing agent infra. Build on platforms and own the relationship.
7️⃣ Enterprises are buying agents now, not just experimenting.
Ray’s seeing Fortune 500s roll agents into production within weeks. The entry point is narrow (claims, fraud, KYC), but the land-and-expand motion is fast—and budgets are real.
8️⃣ SaaS incumbents are vulnerable at the edges.
You can now unbundle parts of massive apps with targeted agents that solve a single job better and cheaper. If your product’s value is just moving forms over data, you're exposed.
9️⃣ Delegation is the new productivity superpower.
It’s not about doing the job, it’s about designing the system. The best operators will act like AI managers, orchestrating fleets of agents to scale themselves exponentially.
1️⃣0️⃣ Don’t chase hacks, build leverage.
This isn’t about the next outbound trick. It’s about compound value. If your AI agent makes every SDR 5x more efficient or your CS team twice as proactive, that’s the new GTM edge.
More on AI agents from Ray in the full episode, available on the GTMnow website or wherever you get your podcasts by searching "The GTM Podcast" 🎧
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