Publishers
Editorial teams tracking how AI-generated and low-quality material appears on public sites.
CONTENT QUALITYPublic web intelligence / In development
See AI slopspreading
across the web.
Muckglass is being built to help publishers, brands, and researchers follow questionable content across public websites without checking them one by one.
Check a photo
Photo checks are available now. Website monitoring is still in development.
PublishersBrandsResearchers
01WHY MUCKGLASS
A wider view of public content.
Content quality can shift far beyond the sites a team owns. Muckglass is being built to make public pages easier to keep in view and investigate over time.
Continuous checks, validated detection, and change history are still in development. Findings are not available today.
FOR TEAMS ACROSS THE WEB
Built for people who need to know where to look.
Brands
Brand and communications teams researching how their organization appears across the web.
BRAND CONTEXTResearchers
Researchers studying questionable content and how public pages change over time.
PUBLIC EVIDENCEPLANNED PRODUCT FLOW
From a public page to a useful record.
This direction depends on continuous monitoring and reliable detection. Neither is available yet, so Muckglass does not show findings or claim sites have been checked.
Choose a site
Keep a list of public websites your team wants to revisit.
Examine a finding
See its source page, when it was observed, and why it was flagged.
Follow real changes
Compare saved observations after a new check has actually happened.
All three steps describe planned capabilities. Monitoring, findings, and change history are not available yet.
02WHERE THINGS STAND
IN DEVELOPMENT
The monitoring layer is not live yet.
There is no active web monitoring, detection, or findings history today. No sites have been scanned, and Muckglass has no live results to show.
Contact Muckglass