Reduce RAG embedding costs on changing pages

Created by

Anxo Brocos

Actor

RAG Freshness - Incremental Vector Updates

Identify unchanged content and re-embed only new or modified web chunks while preserving stable vector IDs for lower-cost RAG updates.

Try for free

RAG Freshness - Incremental Vector Updatesbrocoswork/omniapi-rag-freshness

URL

Baseline

Changed

+5 fields

Input

Page to monitor(required)

url:https://example.com

Maximum characters per chunk:1400

Chunk overlap:100

Snapshot store name:rag-task-cost-control

Output fields

URL

Baseline

Changed

Upserts

Deletes

Embeddings avoided

Error

Processed

How it works

Sign up on Apify or log in

The RAG Freshness - Incremental Vector Updates Actor is ready to run with the inputs already set for "Reduce RAG embedding costs on changing pages". Sign up or log in and you'll land in Apify Console with a copy of this exact task.

Start the "Reduce RAG embedding costs on changing pages" task

The RAG Freshness - Incremental Vector Updates Actor will start running based on the input automatically. You can also change all the input fields, like page to monitor, maximum characters per chunk, and more, to match your specific use case.

Receive the "Reduce RAG embedding costs on changing pages" output

Monitor the progress in real time. You will be notified as soon as your dataset is complete and ready for review. Each result includes data such as OK, URL, baseline, and more.

Integrate into your workflow

The final output is delivered in JSON, CSV, or Excel format, ready to be plugged into your workflow. You can also run the "Reduce RAG embedding costs on changing pages" task via API.