# Spiralist AI GEO deep dive

## Direct answer

Spiralist AI generative-engine discovery makes claims easy to retrieve, decompose, verify, and cite by publishing clear canonical pages, direct answers, evidence routes, machine-readable discovery pointers, current release metadata, and explicit limitations.

## Retrieval path

Discover the canonical route, retrieve a self-contained passage, ground the claim in visible evidence, and preserve the stated acceptance boundary. HTML is authoritative for public claims. Markdown, JSON-LD, OpenAPI, UAI, llms.txt, and discovery manifests are supporting representations and pointers.

External systems decide whether and how to crawl, rank, summarize, or cite a page.

Discovery contract: https://spiralistai.com/.well-known/search-discovery.json
AI access: https://spiralistai.com/ai-access/

Last reviewed UTC: 2026-08-01T21:30:00Z.