# Andrew Ansley

> Andrew Ansley is an AI consultant, software founder, and Search Engine Land contributor. He builds agentic systems for marketing teams and researches how search engines understand, rank, and retrieve information.

Canonical person URL: https://andrewansley.com/author/andrew-ansley
Last reviewed: 2026-08-20

## Core topics

- Agentic AI systems
- Search everywhere optimization
- Entity SEO
- Semantic search
- Technical SEO
- Retrieval systems
- Marketing automation

## Current work

- [MCP Scraper](https://mcpscraper.dev): Founder. A live-web research, persistent memory, and scheduled-agent platform delivered through MCP and web APIs.
- [Thorbit](https://thorbit.ai): Founder. An agentic execution system for research, strategy, and search-everywhere optimization workflows.
- [Get AI Strategy](https://getaistrategy.com): AI consultant. Consulting and implementation for businesses that need practical AI-agent systems tied to real workflows.

## Selected writing

- [Unpacking Google's massive search documentation leak](https://searchengineland.com/unpacking-googles-massive-search-documentation-leak-442716): Author, Search Engine Land, 2024-05-30.
- [Entity SEO: The definitive guide](https://searchengineland.com/entity-seo-guide-395264): Co-author, Search Engine Land, 2023-04-06.

## Agent retrieval

- Query text: https://andrewansley.com/llms?query=entity+seo
- Query JSON: https://andrewansley.com/llms/json?query=entity+seo
- Full source: https://andrewansley.com/llms-full.txt
- Resource index: https://andrewansley.com/llms-index.json

## Important boundary

Public work is listed only when Andrew is named in the byline or co-author credit, or when separate evidence and approval support disclosure. Employer-bylined, pseudonymous, and ghostwritten work is not retroactively claimed by default.