Market Brew

Market Brew is a cloud-based search engineering product for enterprise SEO and AI visibility teams. Its search engine models are calibrated against observed search results using particle swarm optimization (PSO) and template models. Calibration evaluates candidate algorithm weights and biases to produce an inspectable model of a query environment.

Search modeling and testing

Users compare the modeled signals of their pages with competing pages. Calibrated algorithm settings and ranking radar plots show differences in structural, semantic, and link signals. Teams can test proposed content and site changes in the model before publishing them.

Embedding space and AI retrieval

Embedding-space views, orbital drift analysis, content alignment, and large language model (LLM) search testing help teams examine semantic relationships, compare content with intended brand meaning, and investigate AI retrieval behavior.

Enterprise delivery

AI Visibility Architects provide model interpretation, prioritization, implementation guidance, and progress verification. Enterprise subscriptions are quoted and billed annually, with mobile browser access and no enterprise free trial. Support is available Monday through Friday, 9 a.m. to 6 p.m. Eastern.

Public tools and modeling technology

A separate AI Content Dashboard provides 25 public content tools with free access, email verification, and credits. Market Brew’s search engine modeling technology is covered by U.S. Patent Nos. 8,447,751 and 9,245,037.