Is Text To Image Analysis Real?
The text-to-image ratio in an email plays a crucial role in its deliverability. Emails with a high text-to-image ratio are more likely to land in the recipient’s inbox rather than the spam folder. Email filters tend to flag emails with high image content as suspicious, as spammers often use images to evade detection. By reducing the text-to-image ratio, you can improve your email deliverability rates and increase the chances of your emails being opened and read.SpamAssassin Image Ratio Source Code
Here’s the source code from the SpamAssassin, the #1 Open Source anti-spam platform.

Video Overview of Text to Image Analysis
Use Case For Text To Image Analysis
A marketing team for an e-commerce company has noticed a decline in their email open rates and suspect that their emails are being filtered as spam. Upon running their email campaigns through Campaign Cleaner, they discover that the majority of their emails have a high text to image ratio.The team decides to adjust their email templates to include more plain text and fewer images. They also ensure that all images have proper ALT attributes to ensure accessibility. After implementing these changes and running their campaigns through Campaign Cleaner again, they notice a significant increase in email deliverability and open rates.Thanks to text to image analysis provided by Campaign Cleaner, the marketing team was able to identify a potential issue with their email campaigns and take action to improve their inboxing rates.