Contextual AI vs LightOn
Relationship
Contextual AI RAG Component APIs and LightOn API do comparable work on document extraction and vector search; similar scale (public).
Assembled from the recorded fields for this pair, not hand-checked. The comparison below is read from each company’s own profile.
3 of 5 capabilities — Shares document extraction, knowledge retrieval and vector search.
Ludbee capability tags · from the product recordsShared product type — Both ship API service.
Ludbee product recordsAligned comparison
Capability overlap
Shared · 3
Not verified for LightOn · 2
Recorded for Contextual AI. LightOn’s product records say nothing either way — a missing record is not a missing capability.
Not verified for Contextual AI · 2
Recorded for LightOn. Contextual AI’s product records say nothing either way — a missing record is not a missing capability.
Products, side by side
Algorithmic pairing — assembled from recorded fields, not hand-checked
Contextual AI
API service
Parsing, reranking and grounded-generation endpoints sold individually for teams building their own retrieval stack.
LightOn
API service
Retrieval API with parse, extract and retrieve endpoints for building document-grounded applications.
No counterpart
Contextual AI sells these in a stack layer with no product recorded for LightOn yet — nothing on the other side to compare them against.
Agent platform
Orchestration layer inside the Contextual AI Platform providing an enterprise-scale agent runtime, no-code agent/workflow builder and AI toolkit for multi-step reasoning and multi-tool orchestration over enterprise data.
Platform
Builds and serves retrieval-augmented agents over an organisation's own documents.
LightOn sells these in a stack layer with no product recorded for Contextual AI yet — nothing on the other side to compare them against.
Application
Chat interface deployed inside an organisation that answers from its own documents, hosted in the EU.