What the Self-Healing Bot Catches
Every published post is monitored for these common issues.
Broken Images
Detects missing or failed images and regenerates or replaces them automatically.
Before
Broken image placeholder on page
After
AI-generated replacement image live
Dead Links
Finds product links that no longer resolve and updates them to current URLs.
Before
404 error on product link
After
Link updated to active product page
Layout Issues
Screenshots the page and uses visual QA to spot layout breaks, overlapping elements, and rendering bugs.
Before
Overlapping text and images
After
Clean, properly formatted layout
Formatting Errors
Catches missing headings, broken tables, malformed HTML, and style inconsistencies.
Before
Raw HTML visible to users
After
Properly rendered content
How the Visual QA Process Works
Screenshot-based monitoring with AI-powered analysis and automatic fixes.
Visual Screenshot
The bot takes a screenshot of every published blog post at regular intervals.
AI Analysis
A vision model analyzes the screenshot for layout issues, broken elements, and visual quality.
Issue Detection
Problems are categorized by severity — critical issues get fixed immediately, minor ones queued.
Auto-Fix
The bot regenerates or patches the content, re-publishes, and verifies the fix with another screenshot.
What's Included
Everything runs automatically after you publish a blog.
- Scheduled visual screenshots
- AI-powered layout analysis
- Broken image detection & replacement
- Dead link scanning & update
- HTML validation
- Auto-republish after fixes
- Fix verification screenshots
- Issue history & reporting