Research
Map the site, catalog or product, buyer questions, competitors, source landscape, current rankings, and AI-answer citations.
Research → Build → Approve → Publish → Verify
Foliora is not a report generator and it is not an unrestricted AI writer. It is a governed operating loop for deciding what matters, shipping the approved work, and checking whether it landed.
The operating sequence
Deterministic checks establish technical facts. Models synthesize research and draft. Typed policies decide what can execute.
Map the site, catalog or product, buyer questions, competitors, source landscape, current rankings, and AI-answer citations.
Turn first-party expertise and the market evidence into a prioritized strategy and exact page, schema, link, or content changes.
Show the source, rationale, affected resource, risk class, and before-and-after diff. Approval binds to that exact version.
Snapshot the existing state, apply a typed Shopify operation or open a GitHub pull request, and retain the execution record.
Re-crawl the rendered page, inspect response, canonical, schema, content, and links, then monitor search and citation movement.
Honest boundaries
Foliora can repair the foundation and publish stronger sources. It also identifies when third-party corroboration, reviews, listings, PR, or expert distribution are the missing part of the answer.
See the first layer