Turning Messy Data Into Opportunity With Andrew Brooks

Andrew Brooks is the Founder and CEO of Contextual.io, an AI orchestration platform that helps businesses of all sizes accelerate production-ready AI solutions. He is a serial entrepreneur best known for building and scaling multiple high-growth companies, including SmartThings (acquired by Samsung), and has contributed to billions of connected devices worldwide. A Princeton chemistry graduate and elite endurance athlete, Andrew’s leadership blends technical expertise with a passion for innovation and creation.

Here’s a glimpse of what you’ll learn:

• [3:12] Why creating tangible tech brought Andrew Brooks deep fulfillment
• [8:38] The staggering pace of AI advancement and what it means
• [11:41] Why mastering AI beats fearing job loss in today’s market
• [14:11] Andrew busts myths about AI readiness and automation in real businesses
• [16:38] How AI turns messy data into profit and new opportunities
• [23:36] Tips on persistence and salesmanship for tech venture success
• [29:13] Andrew’s advice for building lasting, trust-based professional relationships

In this episode…

Messy data has a reputation for being a liability, something to clean up before any real progress can happen. But what if the very chaos organizations try to avoid is actually where the biggest opportunities live?

For Andrew Brooks, the key lies in rethinking how organizations approach complexity. Drawing from his experience as a seasoned technology entrepreneur, he explains that AI thrives in environments where data is unstructured and processes aren’t perfectly defined. Rather than waiting for ideal conditions, he points out that AI can normalize and extract value from that messiness, turning overlooked information into actionable insight. The real shift is moving from seeing AI as just a tool for automation to recognizing its potential to unlock entirely new ways of working and creating value.

In this episode of In Good Company: Where Relationships Drive Results, Lisa Kilrea is joined by Andrew Brooks, Founder and CEO of Contextual.io, to discuss how AI is transforming the way organizations think about messy data. They explore why imperfect data is often more valuable than expected, how AI drives both efficiency and new revenue opportunities, and what businesses get wrong about readiness. Andrew also shares advice on identifying and strengthening competitive moats with AI.

Resources mentioned in this episode

• Lisa Kilrea on LinkedIn
• WSI eResults
• Andrew Brooks on LinkedIn
• Contextual.io
• Sam Altman on LinkedIn
• The Rational Optimist: How Prosperity Evolves by Matt Ridley

Quotable Moments

• “AI does really well with messy data. It can normalize and standardize that. You don’t have to have super prescriptive processes.”
• “You can give it its goal and how it can get there. And so readiness, I think, is a misconception.”
• “We as humans are linear thinkers. We take what we’ve experienced over the last six months, and we tend to project it out in a linear way.”
• “The cost of a bit of intelligence from an AI standpoint is going down by 10X every 12 months.”
• “If you can sell, you can explain what you do, how you do it, and why you’re the trustworthy person.”

Action Steps

1. Start applying AI even if your data is messy: Waiting for perfect data delays progress, while AI can extract value immediately.
2. Focus on outcomes instead of rigid processes: Giving AI a goal allows flexibility and often produces better, faster results.
3. Move beyond automation to deeper insights: Leveraging AI for analysis and strategy unlocks greater long-term business value.
4. Use AI to strengthen your competitive advantages: Enhancing existing strengths helps organizations stand out rather than compete on basic capabilities.
5. Continuously adapt to rapid technological change: Staying engaged with evolving AI tools ensures you remain effective and competitive.

Sponsor for this episode…

This episode is sponsored by WSI EResults Manufacturing Marketing — revolutionizing digital marketing for the manufacturing industry.

At WSI EResults, we help B2B manufacturers, OEMs, and industrial distributors elevate their digital presence through AI-powered, data-driven strategies designed to generate targeted, impactful leads.

From AI-powered SEO and content marketing to tailored campaigns built for the unique challenges of the manufacturing sector, WSI EResults delivers the tools and expertise to help your business stand out, grow, and thrive.

Learn more at wsi-manufacturing-marketing.com. Your blueprint for smarter, more effective manufacturing marketing.

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