Yes, this is a common scenario in a large HTML export (on top of the time taken to export).
Whilst there isn't a search functionality inbuilt, you have one of the two options
1. Use the publish to Joomla option and have a site to which you publish EA models
2. Write a web app to handle the generated HTML files to build the search functionality