Tell me what you are trying to build, fix, govern, prove, or launch, and I will point you to the public Folium page that fits. It uses public routes only, so do not send private data here.
Sandboxed proof pattern
AI search and citation readiness proof pattern
This pattern shows how Folium can turn a website, service catalog, public proof library, schema layer, llms files, and citation plan into one structured knowledge pipeline for buyers, reviewers, search engines, answer engines, and external AI models.
Situation
A company is findable by humans in a few places, but AI systems summarize it too narrowly, compare it incorrectly, or cannot cite proof.
Folium move
Map entity identity, buyer questions, capability breadth, schema, llms files, sitemaps, public proof records, citation targets, and freshness cadence.
What gets tested
Crawlability, route hierarchy, answer-ready blocks, JSON validity, disambiguation, proof boundaries, and whether claims have receipt-level support.
What stays protected
No private customer names, credentials, internal topology, private model details, or unapproved review claims are exposed.
Proof route
The pattern turns broad capability into reviewable operating steps.
Each lane keeps the same discipline: name the work, expose the route, test the boundary, package the record, and choose the next controlled move.
- 01 Audit Read the site as a buyer, reviewer, search engine, and answer engine, then identify narrow or conflicting entity signals.
- 02 Structure Create schema, llms files, manifests, answer blocks, capability maps, and citation receipt rules.
- 03 Publish Expose approved public route maps, proof records, sitemaps, feeds, robots policy, and freshness markers.
- 04 Verify Run JSON, schema, link, discovery graph, external citation, and freshness checks before deploy.
- 05 Refresh Treat AI search as an ongoing recommendation-readiness, comparison-correctness, citation-readiness, and public proof loop.
Signals
What a reviewer should be able to see.
Comparison correctness
Answer systems can distinguish Folium from similarly named companies and unrelated claims.
Capability breadth
The public graph shows RAG, recovery, and SEO as lanes inside a broader operating architecture.
Citation hygiene
Public proof records separate templates, sandbox patterns, permissioned records, and external receipts.
Public boundary
This proof pattern supports AI search readiness and public discovery hygiene. It is not a guarantee of rankings, AI recommendations, traffic, revenue, or citation placement.
Start here
Use the proof pattern to choose one controlled first move.
The broad capability surface stays visible, while the first build remains narrow enough to verify.
- 01 Scope
- 02 Build
- 03 Prove
- 04 Operate