Custom AI Agents vs Out-of-the-Box Tools

Summary

MarTech Podcast™ // Episode: Custom AI Agents vs Out-of-the-Box Tools

Host: Benjamin Shapiro
Guest: Nicholas Holland, Head of AI at HubSpot
Release Date: July 29, 2025

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Introduction

In this episode of the MarTech Podcast™, host Benjamin Shapiro engages in a thoughtful discussion with Nicholas Holland, HubSpot's Head of AI, focusing on the evolving landscape of artificial intelligence in marketing. The primary theme centers around the debate between developing custom AI agents versus utilizing out-of-the-box AI tools, and how this shift is reshaping marketing automation and team dynamics.

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Custom AI Agents vs. Out-of-the-Box Tools

Benjamin Shapiro:
Kicks off the conversation by posing a critical question to Nicholas: "Would you spend more time leaning towards building custom AI agents or relying on simpler out-of-the-box AI tools that need human oversight?" [01:38]

Nicholas Holland:
Responds by emphasizing HubSpot’s commitment to empowering Small and Medium-sized Businesses (SMBs) through AI. He states:

"From my vantage, like HubSpot is all about making AI do work on behalf of SMBs. So we're not really in love with AI itself. We're in love with how to help SMBs apply AI to help them grow." [01:50]

Nicholas advocates for out-of-the-box AI solutions primarily because they minimize effort and maximize output with minimal setup—crucial factors for SMBs that may lack extensive technical resources. He further explains:

"We take the stance that many of these agents should be ready to go out of the box. We're really trying to aim for the lowest amount of effort to get it going for the highest amount of output." [01:50]

Nicholas cautions against the complexities of developing custom AI agents, highlighting the long-term maintenance and potential deprecation challenges:

"Going down the path of trying to build a custom one, you have signed up for a much bigger task than what you know of... you gotta deprecate it like it's hard, so I would do out of the [Box]." [02:34]

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Strategic Implementation of AI in Marketing

Benjamin Shapiro:
Offers practical advice on integrating AI tools effectively:

"Baby steps start with having ChatGPT or Claude write some email responses for you. Start getting better at writing prompts to do more complex tasks. Start figuring out how to feed data. Start figuring out how to build contacts. Then you can get into more automated workflows where you're building your own agents." [02:34]

This step-by-step approach encourages marketers to begin with accessible AI tools to handle straightforward tasks before advancing to more sophisticated, automated systems. By doing so, teams can gradually build their AI competence without overwhelming resources.

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Key Insights and Conclusions

1. Accessibility for SMBs:
   Out-of-the-box AI tools present a practical solution for SMBs, offering immediate benefits without the need for significant technical investment. This accessibility ensures that smaller businesses can harness AI-driven growth effectively.

2. Ease of Implementation:
   Ready-made AI solutions require minimal setup, allowing marketers to focus on core activities rather than the intricacies of AI development and maintenance.

3. Scalability and Flexibility:
   As businesses grow and their AI needs become more complex, transitioning from out-of-the-box tools to custom agents can be a natural progression, provided the organization has the necessary resources and expertise.

4. Focus on Customer Satisfaction:
   Both speakers underline the ultimate goal of utilizing AI in marketing: enhancing customer satisfaction. By leveraging AI to streamline operations and improve customer interactions, businesses can foster stronger relationships and drive sustained growth.

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Notable Quotes

• Nicholas Holland:
  "We're really trying to aim for the lowest amount of effort to get it going for the highest amount of output." [01:50]

• Nicholas Holland:
  "Especially if you've never done any agentic stuff, it is critical that you use out of the box agents." [02:00]

• Benjamin Shapiro:
  "Start getting better at writing prompts to do more complex tasks." [02:34]

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Final Thoughts

The episode concludes with Benjamin emphasizing the importance of customer satisfaction and encouraging listeners to adopt a measured approach to integrating AI into their marketing strategies. By starting with user-friendly AI tools and progressively advancing to more customized solutions, marketers can effectively navigate the evolving technological landscape to drive business growth.

For more insights and to connect with Nicholas Holland, listeners are directed to the show notes or the MarTech Podcast website. Additionally, information about HubSpot’s AI initiatives can be found at HubSpot AI.

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Transcript

[Benjamin Shapiro]

The Martech Podcast is a proud member of the I Hear Everything Podcast Network. Looking to launch or scale your podcast, I Hear Everything delivers podcast production, growth and monetization solutions that transform your words into profit. Ready to give your brand a voice? Then visit iheareverything.com.

From advertising to software.

[Nicholas Holland]

As a service to data, across all of our programs and clients, we've seen a 55 to 65% open rate.

[Benjamin Shapiro]

Getting brands authentically integrated into content performs.

[Nicholas Holland]

Better than TV advertising.

[Benjamin Shapiro]

Typical lifespan of an article is about 24 to 36 hours.

[Nicholas Holland]

If we're reaching out to the right person with the right message and a clear call to action, then it's just a matter of timing.

[Benjamin Shapiro]

Welcome to the Martech Podcast, a member of the I Hear Everything Podcast network. In this podcast, you'll hear the stories of world class marketers that you technology to drive business results and achieve career success. Here's the host of the Martech Podcast, Benjamin Shapiro.

I'm Benjamin Shapiro and joining me today is Nicholas Holland, the head of AI at HubSpot. And today Nicholas is going to explain how the shift from agentic AI is fundamentally changing marketing automation and what it means for your team's future. All right, Nicholas, I want to move into our lightning round where I'm going to ask you a couple of questions about artificial intelligence and HubSpot and the Agentic revolution. Are you ready?

[Nicholas Holland]

Let's do it.

[Benjamin Shapiro]

All right, here we go. Would you spend more time leaning towards building custom AI agents or relying on simpler out of the box AI tools that need human oversight?

[Nicholas Holland]

From my vantage, like HubSpot is all about making AI do work on behalf of SMBs. So we're not really in love with AI itself. We're in love with how to help SMBs apply AI to help them grow. So because of that, we take the stance that many of these agents should be ready to go out of the box. We're really trying to aim for the lowest amount of effort to get it going for the highest amount of output. We do have the ability for people who kind of graduate past that and I do think some of the marketers will graduate past that. But I would lean on really first. Especially if you've never done any agentic stuff, it is critical that you use out of the box agents. Going down the path of trying to build a custom one, you have signed up for a much bigger task than what you know of. Somebody's gotta keep taking care of that agent slash employee years from now or you gotta deprecate it like it's hard, so I would do out of the.

[Benjamin Shapiro]

Box Baby steps start with having ChatGPT or Claude write some email responses for you. Start getting better at writing prompts to do more complex tasks. Start figuring out how to feed data. Start figuring out how to build contacts. Then you can get into more automated workflows where you're building your own agents all right, that wraps up this episode of the MarTech podcast. Thanks to Nicholas Holland, the head of AI at HubSpot, for joining us. If you'd like to contact Nicholas, you could find a link to his LinkedIn profile in our show notes or on martechpod.com or you can learn about HubSpot and how they're building AI for marketers by going to HubSpot.com AI and if you haven't subscribed yet and you want a daily stream of marketing and technology knowledge in your podcast feed, hit the subscribe button in your podcast app or on YouTube and we'll be back in your feed next week. All right, that's it for today, but until next time, my advice is to just focus on keeping your customers happy.

Foreign thanks for listening to the MarTech podcast, and I hear everything. Production Looking to launch or scale a podcast like this one for your brand? Then visit iheareverything.com.