
Shopify brands with large product catalogs face a specific, unglamorous problem: product image alt text. Every image on a Shopify store needs accurate, descriptive alt text for two reasons. Accessibility compliance, because screen readers depend on it to describe products to visually impaired users. And SEO, because search engines cannot see images and rely on alt text to understand what a product page contains.
For a brand with a few hundred products, writing alt text manually is tedious but manageable. For a brand with thousands of SKUs and multiple images per product, it becomes an operational burden. The client engagement that prompted this build had 7,000 product images needing accurate, product-specific descriptions.
The tools available at the time generated generic descriptions. They could identify "a gold ring on a white background" but could not incorporate the product title, material details, collection context, or brand-specific language that drives SEO performance and meets real accessibility standards. The output was technically present but practically useless.
Caseo.ai is a Shopify-native app that generates contextualized, product-specific alt text by combining image recognition with product data. It does not just describe what it sees in the image. It cross-references the product title, description, attributes, and collection to produce alt text that is accurate, brand-appropriate, and optimized for search.
The technical approach:
The app started as a custom build for a single client. After recognizing the broader market need, we packaged it as a standalone Shopify app and launched on the Shopify App Store. It was one of the first AI-powered alt text tools purpose-built for eCommerce.

Within 12 months of public launch:
One note on these numbers: they reflect Caseo.ai as a product, not as a Streamline consulting engagement. We include it here because it demonstrates how we approach building AI tools, from identifying a manual operational problem to shipping a production system that handles it reliably at scale. That is the same process we bring to every client engagement.
Caseo.ai is a production AI product handling real workloads for real brands. We built it end-to-end: problem identification, architecture, development, Shopify App Store launch, and ongoing operation. It runs every day without supervision. That is what we mean when we say we build systems that run.
If your team has operational work that is manual, repetitive, and follows identifiable rules, we build systems that automate exactly that kind of work. Caseo.ai is one example. Our workflow automation builds for eCommerce, operations, and data processing teams are others.
