AI for SEO: DeepSeek Replaces Manual Keyword Collection

What began as an ordinary attempt to stop copying data from Wordstat into Excel turned into an SEO pipeline built on DeepSeek, SERP Veto and ensemble voting. The author built a system that processes about 3000 keywords in 20–30 minutes instead of several hours of routine work. It raises classification stability to ~85% and leaves only about 5% of disputed queries for manual review.

AI-processed from Habr AI; edited by Hamidun News
AI for SEO: DeepSeek Replaces Manual Keyword Collection
Source: Habr AI. Collage: Hamidun News.
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A Habr post describes how DeepSeek turned manual keyword collection from Wordstat into an automated SEO tool: the system processes about 3000 keywords in 20–30 minutes, leaving only about 5% of disputed queries for manual review. The original goal was thoroughly down-to-earth: stop copying keywords by hand.

How long does the system take to process keywords?

The system processes about 3000 keywords in 20–30 minutes, leaving only about 5% of disputed queries for manual review.

How many keywords per minute does the

DeepSeek SEO system process? About 3000 keywords in 20–30 minutes, leaving only about 5% of disputed queries for manual review.

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Key Questions Answered

How long does the system take to process keywords?

The system processes about 3000 keywords in 20–30 minutes, leaving only about 5% of disputed queries for manual review.

How many keywords per minute does the DeepSeek SEO system process?

About 3000 keywords in 20–30 minutes, leaving only about 5% of disputed queries for manual review.

ZK
Zhemal Khamidun — CPO at Alpina Digital, product manager of AlpinaGPT. Building AI products since 2019. Hamidun News is a pet project that grew into a production aggregator with 6,000+ readers.
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