AI Data Endpoints

These endpoints expose the machine-readable layer of AI Symantix. They make the site's public identity, content inventory, glossary data, and portfolio relationships easier to inspect and reuse. They do not force an AI system to crawl, index, cite, or trust the site.

Core AI Data Endpoints

Supporting AI Data Files

• /llm.txt ... natural-language guidance for AI systems and human reviewers
• /ai/llm.txt ... mirrored AI guidance endpoint
• /sitemap.xml ... crawl map for search engines and parsers
• /ai/health.json ... lightweight status snapshot for federation tooling

If you want the broader public dataset view, start with the Datasets page. If you want the AI-facing protocol layer, this page is the faster reference.

AI Data Indexing Services and Discovery

An AI data indexing service can describe anything from a conventional search index to a vector database, a retrieval pipeline, a public dataset catalog, or a service that submits feeds to another system. Those are different functions. Before buying one, ask which index receives the data, what format is accepted, how freshness is handled, what evidence confirms inclusion, and whether the provider can distinguish crawler access from actual retrieval or citation.

AI Data Discovery Does Not Prove Answer Inclusion

A public endpoint can help a crawler or reviewer discover structured information. A successful request only proves that the file was requested and served. It does not prove that the data entered a model, appeared in an answer, influenced a citation, or produced a visit. Those outcomes need their own evidence.

How AI Symantix Maintains Its Public Data Endpoints

• Keep canonical URLs, titles, identifiers, and status values synchronized with the human-readable pages.
• Publish update dates that reflect real changes.
• Remove stale records instead of leaving contradictory versions public.
• Validate JSON after every build and return the correct content type.
• Keep the endpoints crawlable only when the data is intentionally public.

For Google's AI features, standard Search technical requirements still apply and no special AI file is required. These endpoints are a transparent publishing choice for this site and its federation, not a universal ranking requirement.