Reduce RAG embedding costs on changing pages
Created by
Anxo Brocos
Identify unchanged content and re-embed only new or modified web chunks while preserving stable vector IDs for lower-cost RAG updates.
RAG Freshness - Incremental Vector Updatesbrocoswork/omniapi-rag-freshness
OK
URL
Baseline
Stats
+3 fieldsTextNumberBooleanListObject
Input
Web pages(required)
url:https://example.com
Maximum characters per chunk:1400
Chunk overlap:100
Snapshot store name:rag-task-cost-control
Output fields
OK
URL
Baseline
Stats
Actions
Error
Processed
Sign up on Apify01
Create your Apify account to access the RAG Freshness - Incremental Vector Updates.
Start the run02
The Actor will start running based on the input automatically.
Receive the output03
Monitor the progress in real-time. You will be notified as soon as your dataset is complete and ready for review.
Integrate into your workflow04
The final output is delivered in JSON, CSV, or Excel format, ready to be plugged into your workflow.
