Tools
Practical tools built for GEO and LLM visibility work at PromptMarketing. Each one started as a way to avoid doing something manually across hundreds of pages.
Information Density Auditor
Internal toolMeasures content specificity at scale using sentence-level embeddings compared against a reference corpus of marketing fluff sentences — without touching a single LLM.
Python Embeddings sentence-transformers Screaming Frog
Brand Mention Extractor
Internal toolExtracts every sentence that mentions a brand from markdown exports at scale, using regex for recall and a batched LLM call for precision. Outputs a clean CSV ready for analysis.
Python Regex LLM Streamlit CSV