GEO research, rankings & guides
How AI assistants choose which brands to recommend — and what to do about it.
Why ChatGPT Recommends Notion Over Coda (An AI Visibility Teardown)
Ahrefs data shows a 36.8x ChatGPT citation gap between Notion and Coda. Examine the links, cited sources, and limits behind the comparison.
HubSpot vs. Salesforce: The CRM AI Visibility Clash
HubSpot leads backlinks, Salesforce leads total AI citations. Compare engine-level results and measure CRM visibility with a fixed competitor denominator.
How to Track Your Brand in Google AI Overviews
Track Google AI Overview citations separately from organic rankings. Measure brand presence and competitor Share of Voice with repeatable query samples.
Perplexity Citations and the B2B Trust Graph
Map the sources Perplexity cites for B2B queries, then earn credible coverage where competitors appear and your brand is absent.
JSON-LD Entity Mapping for Generative Engine Optimization
Connect brands, software, and topics with JSON-LD entity IDs. Validate each relationship and use sameAs only for verified identity matches.
GPTBot Blocking and AI Share of Voice
Blocking AI search crawlers can reduce a SaaS brand's visibility. Manage access by bot, publish clear product sources, and measure AI share of voice.
How to Measure AI Share of Voice
Calculate AI share of voice from brand mentions across a fixed competitor set and prompt panel. Separate competitive share from mention rate.
llms.txt Syntax and Deployment for RAG Systems
Deploy llms.txt as a compact documentation index and llms-full.txt as an optional content bundle. Validate links, access, and freshness.