Driving Mortgage Lending ROI With Multimodal’s AI

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This Week: Data Readiness & AI: Lessons From David Aaronson

How can enterprises unlock AI’s full potential without perfect data? Is data readiness the missing piece in AI success—or just another corporate buzzword?

David Aaronson, product marketing principal at Velotix, breaks down why data governance, accessibility, and compliance are the true foundations of AI-driven innovation.

We covered:

• Why AI initiatives fail without well-structured, accessible data

• The balance between AI experimentation and data governance

• How data-driven companies are winning the AI arms race

• The role of compliance in scaling AI responsibly

• Why data accessibility matters more than sheer data volume

AI Without Good Data? Think Again.

Many companies are shifting budgets away from data science to focus on AI, but that’s a mistake. The success of generative AI depends entirely on the quality of your data.

While simple AI tasks like email personalization can get by with third-party APIs, complex workflows like invoice reconciliation require high-quality, well-structured data.

The good news?

Investing in data today has a higher ROI than ever because AI can now leverage real business value from it.

Watch this clip to see why strong data is the foundation for powerful AI agents.