AI-Powered Website Content Change Detector with Semantic Alerti
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AI-Powered Website Content Change Detector with Semantic Alerti
Continuously monitor arbitrary websites for meaningful content changes using AI semantic understanding and provide alert summaries and change impact analysis.
AI-Powered Website Content Change Detector with Semantic Alerting
This Apify Actor continuously monitors arbitrary websites for meaningful content changes using a semantic similarity approach leveraging AI concepts. It provides alert summaries and change impact analysis to reduce noise compared to standard diff-based monitors.
How it works
- Takes a website URL and optional sensitivity parameter.
- Fetches the current HTML content with HTTP timeouts.
- Retrieves the previously stored content.
- Compares similarity using text diff ratio.
- Flags meaningful changes below sensitivity threshold.
- Outputs JSON data with alert summary and diff snippet.
Input
{"url": "https://example.com/product-page","sensitivity": 0.75 // Optional similarity ratio threshold (0-1); lower detects bigger changes}
Output
JSON dataset item:
{"url": "https://example.com/product-page","changed": true,"similarity": 0.62,"change_summary": "--- old\n+++ new\n@@ -1,4 +1,4 @@\n...","alert": {"title": "Significant Website Content Change Detected","summary": "Content similarity dropped to 0.62 with threshold 0.75.","diff_summary": "diff snippet"},"error": null}
Running
$apify run
Use cases
- Competitive intelligence monitoring
- Brand reputation management
- Market research tracking
License
MIT