&lt;p&gt;This is a sample for how to build a Spin component, which you can use to generate embeddings for texts, and compare against. The component is general-purpose in that it accepts text you want to store in the database. You can update and delete text in the database, e.g. from a web hook, or by different types of automation. You can also call the component to compare a given text string with what’s in the database already. The component will return a sorted list of text already in the database.&lt;/p&gt;
&lt;p&gt;This is built using the Serverless AI features in Spin and Fermyon Cloud.&lt;/p&gt;
&lt;p&gt;Make sure to run the ./dev/db_scheme.sql to create the required schema in the database. I.e. spin up –sqlite @dev/db_scheme.sql&lt;/p&gt;
&lt;h2&gt;Pre-requisites&lt;/h2&gt;
&lt;ul&gt;
&lt;li&gt;spin (1.5-pre)&lt;/li&gt;
&lt;/ul&gt;
&lt;h2&gt;Getting Started&lt;/h2&gt;
&lt;ul&gt;
&lt;li&gt;Clone the repository&lt;/li&gt;
&lt;li&gt;Build and Run the app, while creating the DB Schema &lt;br&gt;
&lt;code&gt;spin build &amp;amp;&amp;amp; spin up --sqlite @dev/db_scheme.sql&lt;/code&gt;&lt;/li&gt;
&lt;li&gt;You can use the small front-end to play with the API.&lt;/li&gt;
&lt;/ul&gt;
&lt;p&gt;More details are in the sample repo.&lt;/p&gt;