--- title: Product Development and Compliance Blog | Cognition | AI description: AI | Our blog navigates product development and compliance for the life science industry. Our solutions save time and money, delivering products with less risk. --- [![Cognition Corporation Logo](https://blog.cognition.us/hs-fs/hubfs/Cognition+without+Tagline+Horizontal+Full+Color.png?width=500&height=500&name=Cognition+without+Tagline+Horizontal+Full+Color.png "Cognition Corporation Logo")](https://cognition.us/) [GET A DEMO](https://info.cognition.us/cognition-corporation-demo-request) - Categories** - Follow Us** - [Subscribe](https://info.cognition.us/subscribe-use-error-analysis-white-paper) - [**](http://www.twitter.com/cognitioncorp/) - [**](http://www.linkedin.com/company/cognition-corporation) # Medical Device and Pharmaceutical Product Development and Compliance Cognition Blog Our blog navigates product development and compliance for the life science industry. Our solutions save time and money, delivering products with less risk. [Subscribe](https://info.cognition.us/subscribe-use-error-analysis-white-paper) [![Blog Feature](https://cdn2.hubspot.net/hubfs/298890/blog-files/blog--cards-feature.png)](https://blog.cognition.us/structured-data-the-foundation-for-effective-ai-in-product-development) [Product Development](https://blog.cognition.us/topic/product-development) | [Structured Data](https://blog.cognition.us/topic/structured-data) | [AI](https://blog.cognition.us/topic/ai) ## [Structured Data – The Foundation for Effective AI in Product Development](https://blog.cognition.us/structured-data-the-foundation-for-effective-ai-in-product-development) By: [Dale Gallaher](https://blog.cognition.us/author/dale-gallaher) October 21st, 2025 Artificial intelligence (AI) is reshaping how products are designed, built, and brought to market. From automating routine tasks to providing predictive insights, AI promises to accelerate engineering and improve outcomes across industries. But while the potential is enormous, the reality is clear: AI is only as effective as the data it’s built on. [Read More](https://blog.cognition.us/structured-data-the-foundation-for-effective-ai-in-product-development) Share ** - ** Close - [**](https://www.facebook.com/sharer/sharer.php?u=https://blog.cognition.us/structured-data-the-foundation-for-effective-ai-in-product-development) - [**](https://twitter.com/intent/tweet?text=Structured+Data+%E2%80%93+The+Foundation+for+Effective+AI+in+Product+Development&url=https://blog.cognition.us/structured-data-the-foundation-for-effective-ai-in-product-development&via=) - [**](https://plus.google.com/share?url=https://blog.cognition.us/structured-data-the-foundation-for-effective-ai-in-product-development) - [**](https://www.linkedin.com/shareArticle?url=https://blog.cognition.us/structured-data-the-foundation-for-effective-ai-in-product-development&title=Structured+Data+%E2%80%93+The+Foundation+for+Effective+AI+in+Product+Development&summary=But+while+the+potential+is+enormous%2C+the+reality+is+clear%3A+AI+is+only+as+effective+as+the+data+it%E2%80%99s+built+on.) - [**](https://pinterest.com/pin/create/button/?url=https://blog.cognition.us/structured-data-the-foundation-for-effective-ai-in-product-development&media=https://250507.fs1.hubspotusercontent-na1.net/hubfs/250507/Amarillo%20Fotograf%C3%ADa%20Blog%20Biograf%C3%ADa%20Enlace%20Sitio%20Web.png&description=But+while+the+potential+is+enormous%2C+the+reality+is+clear%3A+AI+is+only+as+effective+as+the+data+it%E2%80%99s+built+on.) - [**](mailto:?body=https://blog.cognition.us/structured-data-the-foundation-for-effective-ai-in-product-development) [ All posts ](https://blog.cognition.us/all) [![cognition logo white](https://blog.cognition.us/hubfs/Cognition-with-Tagline-White-250.png)](https://blog.cognition.us/) [info@cognition.us ](mailto:info@cognition.us) [1 (781) 271-9300](tel:1-781-271-9300) 24 Hartwell Avenue, Lexington, Massachusetts 02421 [![White LinkedIn Logo](https://blog.cognition.us/hubfs/Mahalo/social_icons/LinkedIn%20Icon%20White.png)](https://www.linkedin.com/company/cognition-corporation/) [![Twitter White Logo](https://blog.cognition.us/hubfs/Mahalo/social_icons/Twitter%20Icon%20White.png)](https://twitter.com/cognitioncorp) ©2026 Cognition Corporation | [Privacy Policy](https://cognition.us/privacy-policy/)