Marketing knowledge, built for AI.
Source-backed articles, workflows, indexes, and research for marketers, builders, and AI agents.
Start with system, not prompt.
Build a Marketing AI Operating System on GitHub
How to structure context, skills, agents, evidence, and outputs in a GitHub repository that compounds over time.
Build an Evidence-Backed Content Agent
A research-to-pull-request workflow for producing useful marketing content without hallucinated claims or scaled-content sludge.
SEO vs AEO vs GEO in 2026: What Search and AI Platforms Actually Say
Evidence-backed guide to Google AI search, ChatGPT, Claude, Bing, crawler access, structured data, llms.txt, and citation measurement.
What Is a Marketing AI Agent?
A practical definition of marketing AI agents, copilots, workflows, and automation, with a decision test for real autonomy.
Repeatable work. Visible evidence.
Evidence-Backed Content Agent
A pull-request workflow that separates opportunity research, evidence, drafting, claim verification, and human publication.
Measure AI Search Visibility
A reproducible benchmark workflow for mentions, citations, source diversity, answer stability, and factual support across AI answer systems.
Verify a Marketing AI Tool Profile
A repeatable workflow for separating documented capabilities, observed behavior, editorial inference, stale claims, and unknowns.
Built to be read twice.
Useful pages for people. Predictable fields for agents. Every profile separates documented claims, observed evidence, and unknowns.
Explore indexShow method. Then result.
AI Search Visibility Benchmark
Open protocol for measuring mentions, citations, source diversity, support quality, and answer stability across AI answer systems.
Protocol publishedTrend researchMarketing Agents Move from Copy to Operations
Research queue tracking whether marketing AI products gain permissioned actions, durable context, tool access, approval gates, and outcome evidence.
Evidence collectionMethodTool Capability Verification Method
Claim-level method for separating official documentation, observed behavior, inference, stale evidence, contradiction, and unknowns.
Published