Observe one fanout
AI Fanout performs one provider request and shows only the query strings and sources exposed in that bounded run.
Optional connected workflow · same operator
Move from observed search behaviour to real SEO evidence.
The SEO research plan is complete before Crawl Foundry appears. Continuing is optional and does not make any of the three commonly owned products independent validation.
Read the SEO pattern locally
SEO Fanout reuses that visible result without another AI request. It groups wording, preserves source scope and records unresolved evidence.
Verify against real data
Crawl Foundry can add keyword demand, current pages, Search Console, crawl evidence and an owned workflow. Those checks are separate from the fanout observation.
Commercial relationship
Connected products, not independent proof.
AI Fanout, SEO Fanout and Crawl Foundry are operated by Matthias Ramahi. The connection exists because each stage has a different job: observation, interpretation and operational evidence.
No account is required for AI Fanout or SEO Fanout. The current SEO Fanout-to-Crawl Foundry step opens the relevant Crawl Foundry product area; it does not claim an automatic workspace import.
Choose a step