Prediction certainty 3/5 debate potential 3/5

Discovering new AI capabilities no longer requires a machine learning PhD

Mike Murchison · AI-First Customer Service Playbook: Ada CEO Mike Murchison on Building Scalable Support with Gen AI · Jul 26, 2023 · at 18:29

Mike Murchison, CEO of Ada, discusses how the required skill set for discovering AI model capabilities is shifting away from traditional machine learning backgrounds.

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“I think it's actually no longer the case that you need a PhD in machine learning to understand and push the frontier of what an ML model is capable of, and I would actually say that That I actually believe that the folks who are going to discover the newest capabilities are actually less likely to come from those backgrounds.”

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More from Mike Murchison

Assertion Not checkable as stated
Ada uses runtime guardrails to prevent inaccurate AI responses entirely
“Increasingly, we make those assurances in runtime, so it's actually not possible for ADA to deliver an inaccurate response.”
Mike Murchison Feb 13, 2025 ▶ 23:52 Farewell, Chatbots: AI Agents Are Taking Over Customer Service | Mike Murchison, CEO, Ada
Assertion Not checkable as stated
Ada's AI agents resolve up to 85% of customer service conversations autonomously
“Our agents are now autonomously resolving. We have a new high watermark as of last week, week before, 85% of all conversations that, up to 85% that they're seeing. That's without human involvement”
Mike Murchison Feb 13, 2025 ▶ 19:26 Farewell, Chatbots: AI Agents Are Taking Over Customer Service | Mike Murchison, CEO, Ada
Assertion Not checkable as stated
Ada measures customer conversation quality as accurately as humans across 100% of interactions
“And we can say with confidence right now that yes, that is exactly true. We can measure the quality of a conversation transcript as well as a human annotator. And we can do it with a hundred percent coverage.”
Mike Murchison Feb 13, 2025 ▶ 28:37 Farewell, Chatbots: AI Agents Are Taking Over Customer Service | Mike Murchison, CEO, Ada
Prediction Not checkable as stated
Murchison: AI agents will soon face zero technical action limitations
“I think we're very soon going to be in a position where there's really no action that a, that, that ADA can't perform on behalf of a customer. And the limiting factor will be whether or not the business wants that action to be automated.”
Mike Murchison Feb 13, 2025 ▶ 31:40 Farewell, Chatbots: AI Agents Are Taking Over Customer Service | Mike Murchison, CEO, Ada
Prediction Not checkable as stated
Unified customer-facing AI will soon outcompete humans in sales and support
“There will just be a single customer-facing AI that most businesses deploy, and that AI will not only serve as well or better than a human, but it will sell as well or better than a human too.”
Mike Murchison Feb 13, 2025 ▶ 48:13 Farewell, Chatbots: AI Agents Are Taking Over Customer Service | Mike Murchison, CEO, Ada
Insight
Murchison: Ada added artificial email delays because instant AI replies had lower open rates
“So, like, you know, the, in other words, like, customers weren't opening these emails because they didn't believe that the email could be helpful if it came so instantly, right? So it was like an eight-minute delay that a lot of our customers use.”
Mike Murchison Feb 13, 2025 ▶ 1:02:10 Farewell, Chatbots: AI Agents Are Taking Over Customer Service | Mike Murchison, CEO, Ada
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