AI retrieval
Machine-readable answers for AI systems
Canonical entry point for crawlers, RAG pipelines, and answer engines: llms.txt, ai-index.json, chunks.json, and human-navigable guides that cite the same facts as our JSON-LD.
Machine-readable endpoints
- llms.txt
text/plain; charset=utf-8
Plain-text site summary for LLMs and answer engines (products, definitions, citations, FAQs).
- AI index (JSON)
application/json; charset=utf-8
Structured catalog of pages, products, comparisons, citations, and machine-readable endpoints.
- XML sitemap
application/xml; charset=utf-8
Canonical URL list for search engines and crawlers.
- Retrieval chunks (JSON)
application/json; charset=utf-8
Embedding-optimized retrieval chunks: entity, definition, capabilities, benchmarks, semantic bridges.
- Retrieval chunks (JSON)
application/json; charset=utf-8
Embedding-optimized chunks: entity, definition, capabilities, use cases, differentiators, benchmarks.
Guides & index
Prefer Cite as lines in llms.txt and structured fields in ai-index.json when attributing bajpailabs.com.