LightOn records 31,021 monthly visits with +31.1% month-over-month growth and Contact for Pricing pricing. Pinecone records 286,732 monthly visits with -31% growth and Freemium, Paid, Contact for Pricing pricing.
The enterprise AI search platform that turns documents into outcomes
The managed vector database and knowledge engine for production AI
| Dimension / Metric | | |
|---|---|---|
| Official Domain | lighton.ai | pinecone.io |
| Pricing Model | Contact for Pricing | Freemium, Paid, Contact for Pricing |
| Monthly Visits | 31.02K (31,021) | 286.73K (286,732) |
| MoM Traffic Delta | +7.36K (+31.1%) | -128.88K (-31%) |
| Primary Market & Share | 🇫🇷 France (52.5%) | 🇺🇸 United States (30.2%) |
| Direct Visits / mo | 7.78K | 118.64K |
| User Rating | 4.2 | 4.8 |
| Supported Platforms | Website | Website |
The enterprise AI search platform that turns documents into outcomes
Turns a full document estate into one governed, machine-readable source of truth, so answers cite the pages that support them.
On-premise or sovereign-friendly deployment of the retrieval stack, with LightOn's own open-weight models underneath.
Prepackaged agents for finding information, comparing against ground truth, extracting and cross-checking, monitoring weak signals, scoring with justification and mapping research.
Production-grade parsing, extraction and retrieval for teams wiring document intelligence into their own products.
The managed vector database and knowledge engine for production AI
Store and query vector embeddings with automatic indexing that requires no manual tuning or algorithm selection.
Writes are acknowledged in under 100ms and become searchable within seconds, while all data is searched in parallel so speed holds at scale.
Connect agents to Pinecone through plugins for Claude Code, Cursor, Copilot, Codex, Gemini CLI, MCP, or a direct REST API with one key.
Serve compiled, governed enterprise knowledge to agents through a single query, cutting token usage and latency versus multi-step RAG loops.
SpecialistEnterprise developer platform and API for deploying GPT-6 Astra, Sol, Luna, and realtime multimodal agents.
SpecialistEnterprise developer platform and API for deploying GPT-6 Astra, Sol, Luna, and realtime multimodal agents.
Free / Open-sourceAI search and retrieval platform for modern apps and commerce
Free / Open-sourceAI search and retrieval platform for modern apps and commerce
SpecialistThe data, evaluations and systems behind AI that has to be right.
SpecialistThe data, evaluations and systems behind AI that has to be right.
Free / Open-sourceCustom AI agents trained on your documentation and knowledge base
Free / Open-sourceCustom AI agents trained on your documentation and knowledge base
Free / Open-sourceTurn any document into AI-ready context with agentic parsing and extraction
Free / Open-sourceTurn any document into AI-ready context with agentic parsing and extraction
SpecialistSearch foundation built from embeddings, rerankers, and reader APIs
SpecialistSearch foundation built from embeddings, rerankers, and reader APIs
SpecialistVector-graph memory API designed for persistent AI agent context, offering higher-level agent memory features than Pinecone.
SpecialistVector-graph memory API designed for persistent AI agent context, offering higher-level agent memory features than Pinecone.
SpecialistEnterprise LLMs and document AI that turn unstructured work into data
SpecialistEnterprise LLMs and document AI that turn unstructured work into data
SpecialistLightning-fast open-source search engine optimized for keyword and text retrieval, but less tailored for dense vector embeddings.
SpecialistLightning-fast open-source search engine optimized for keyword and text retrieval, but less tailored for dense vector embeddings.
Fully managed Milvus vector database built for massive enterprise scale, offering deeper SQL support than Pinecone.
Fully managed Milvus vector database built for massive enterprise scale, offering deeper SQL support than Pinecone.
Free / Open-sourceOpen-source vector database supporting self-hosting and hybrid search, but requires more infrastructure management than Pinecone.
Free / Open-sourceOpen-source vector database supporting self-hosting and hybrid search, but requires more infrastructure management than Pinecone.
Turn any document into AI-ready Markdown or structured JSON
Turn any document into AI-ready Markdown or structured JSON
