Market Brew develops patented search engine modeling software for enterprise brands, in-house SEO teams, and agencies. Its search engineering platform uses particle swarm optimization and template models to calibrate modeled ranking behavior against observed search results. Teams can inspect structural, semantic, content, and link signals, compare competitors, and test proposed changes before publishing. The platform also supports AI visibility and retrieval analysis. Enterprise plans include white-glove guidance from AI Visibility Architects. A separate AI Content Dashboard provides 25 public content tools with free access, email verification, and credits.