Machine Learning in SEO – Implementation Guides
Implementation guides for utilising machine learning in organic search and broader digital marketing projects, showing different ways that the data can support the execution of the project, or improve the organic search visibility strategy. These are guides are typically a follow-up to the Machine Learning Tutorials and Machine Learning Templates and show you the ‘what now’ section, following the execution of a ML API or the training of the model. What to do next, and how to ensure that the insights and data you have gathered is actually properly utilised and incorporated into your strategy or project.
57 posts
- Implementation guides
AI-Powered Backlink Strategy: A Practical Guide for 2026
Do links still matter in 2026? What Google, the research and AI search say, plus an AI-assisted backlink workflow tested on mlforseo.com's…
Lazarina Stoy7 Nov 2026 · 13 min - Implementation guides
After the Backlink Audit: Ignore, Disavow, Reclaim or Pursue
Toxic backlinks, disavow, broken and lost links, mentions and prospects: a decision guide for what to do after a backlink audit, with…
Lazarina Stoy7 Nov 2026 · 13 min - Implementation guides
Score Backlink Quality in Python: DataForSEO, Embeddings and Claude
A free Python notebook that scores backlink quality with DataForSEO data, rule flags, embeddings and Claude. Real run on mlforseo.com: 288 domains,…
Lazarina Stoy7 Nov 2026 · 11 min - Implementation guides
Backlink Analysis with Claude and the DataForSEO MCP Server (No Code)
Connect Claude to the DataForSEO MCP server and analyse backlinks in plain English: setup, a real session on mlforseo.com, copyable prompts and…
Lazarina Stoy7 Nov 2026 · 11 min - Implementation guides
How to Do an AI-Powered Backlink Audit (Tools, Signals and Research)
What makes a backlink valuable, which audit tools measure what, and an AI-assisted backlink audit run on mlforseo.com's 288 referring domains.
Lazarina Stoy7 Nov 2026 · 12 min - Implementation guides
How to Build a Topical Map with the EAV Model (Free Template)
How to build a topical map from an entity, its attributes and their values, with a free Google Sheets template that generates…
Lazarina Stoy24 Oct 2026 · 11 min - Implementation guides
YouTube Tag Generator vs Keyword Research: A Free Python Notebook
A free Colab notebook that does the research a YouTube tag generator skips: autocomplete topics, what top videos use in titles and…
Lazarina Stoy24 Oct 2026 · 9 min - Implementation guides
Keyword Mapping: A Free Template and the Rules I Use
Keyword mapping is the step between clustering and content briefs. Here are the five rules I use and a free Google Sheets…
Lazarina Stoy24 Oct 2026 · 11 min - Implementation guides
Content Audit Template: Keep, Update, Merge or Prune Every Page
A free content audit template that joins your crawl, Search Console and GA4 data and suggests keep, update, merge, prune or redirect…
Lazarina Stoy24 Oct 2026 · 11 min - AI search optimisation
Generative Engine Optimisation Checklist: 44 GEO Checks for AI Search
A free 44-point GEO checklist in the order AI systems process content, from crawler access to citation tracking, with an evidence label…
Lazarina Stoy24 Oct 2026 · 11 min - AI search optimisation
Query Fan-Out Tool: Simulate AI Mode Sub-Queries and Check Coverage
Google says AI Mode fans your query out into many searches. Here's a free notebook that simulates the sub-queries and checks, passage…
Lazarina Stoy24 Oct 2026 · 12 min - AI search optimisation
GPTBot vs OAI-SearchBot: Which AI Crawlers to Block in robots.txt
Training bots, search bots and user fetchers do different jobs. Here's which AI crawlers to block, what each choice costs, and a…
Lazarina Stoy24 Oct 2026 · 11 min











