Andrew Ansley
Working acrossSearch × AI × Systems

Founder · AI consultant · researcher

Andrew
Ansley

Founder building AI agents and search systems

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.

Agentic AI systemsSearch everywhere optimizationEntity SEOSemantic search

What I work on

I build the systems between models and the work people actually need done.

My background is in search: technical SEO, entities, content systems, and the messy mechanics behind how information gets understood. Today that same work extends into retrieval, agents, persistent memory, and durable automation.

Read the full biography

Selected writing

Research that moved beyond my own sites.

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Author

Unpacking Google's massive search documentation leak

A primary-source analysis of more than 14,000 attributes exposed in Google's Content Warehouse documentation, including PageRank variants, NavBoost, embeddings, site focus, authority, clicks, and demotions.

Read at Search Engine Land
Co-author

Entity SEO: The definitive guide

A research-led guide to entities, semantic search, knowledge graphs, entity linking, structured data, and using entity relationships to organize web content.

Read at Search Engine Land

Independent reach

2 documented citation paths

The Google leak analysis has been cited in academic work and used by other Search Engine Land contributors.

See the evidence

Current work

Products and systems built for the agent era.

Full work history
01

Founder

MCP Scraper

A live-web research, persistent memory, and scheduled-agent platform delivered through MCP and web APIs.

Visit MCP Scraper
02

Founder

Thorbit

An agentic execution system for research, strategy, and search-everywhere optimization workflows.

Visit Thorbit
03

AI consultant

Get AI Strategy

Consulting and implementation for businesses that need practical AI-agent systems tied to real workflows.

Visit Get AI Strategy

Conversations

Search, systems, and the occasional argument with conventional wisdom.

Interviews and podcasts about entity SEO, AI content, topical authority, and building with agents.

Browse appearances
  1. 01
    SEO Evolution: How to Win in 2025 With Helpful Content and Topical AuthoritySimple and Smart SEO
  2. 02
    How AI is Transforming SEO Strategies ForeverAgency Insider Podcast by PageTraffic
  3. 03
    Is AI Content bad for SEO?StatsDrone / Affiliate BI

Verified elsewhere