
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.
Algolia records 689,970 monthly visits with -11% month-over-month growth and Freemium, Contact for Pricing pricing. LightOn records 31,021 monthly visits with +31.1% growth and Contact for Pricing pricing.

The enterprise AI search platform that turns documents into outcomes
| Dimension / Metric | ![]() | |
|---|---|---|
| Official Domain | algolia.com | lighton.ai |
| Pricing Model | Freemium, Contact for Pricing | Contact for Pricing |
| Monthly Visits | 689.97K (689,970) | 31.02K (31,021) |
| MoM Traffic Delta | -85.54K (-11%) | +7.36K (+31.1%) |
| Primary Market & Share | 🇺🇸 United States (31.9%) | 🇫🇷 France (52.5%) |
| Direct Visits / mo | 337.08K | 7.78K |
| User Rating | 4.7 | 4.2 |
| Supported Platforms | Website | Website |
AI search and retrieval platform for modern apps and commerce
Deliver keyword, semantic, and hybrid results from a single index, with natural-language query understanding built in.
Create, test, and deploy AI agents, and generate grounded conversational answers via retrieval-augmented generation over your own content.
Use behavioral signals to surface related products and tailor results to each visitor's journey.
Curate category pages, pin or boost items, and track performance in dashboards without engineering support.

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.

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.

SpecialistWeb search API and crawler built for AI agents
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
Free / Open-sourceThe managed vector database and knowledge engine for production AI

SpecialistProvides flexible neural search APIs, embeddings, and rerankers, but requires more custom integration than Algolia's turnkey search.
SpecialistProvides flexible neural search APIs, embeddings, and rerankers, but requires more custom integration than Algolia's turnkey search.

SpecialistEnterprise LLMs and document AI that turn unstructured work into data
SpecialistEnterprise LLMs and document AI that turn unstructured work into data

Free / Open-sourceLightning-fast open-source search engine with instant search-as-you-type, but requires self-hosting or paid cloud management.
Free / Open-sourceLightning-fast open-source search engine with instant search-as-you-type, but requires self-hosting or paid cloud management.

SpecialistScalable managed Milvus vector database for massive enterprise datasets, but less focused on instant UI search widgets.
SpecialistScalable managed Milvus vector database for massive enterprise datasets, but less focused on instant UI search widgets.
Free / Open-sourceHigh-performance vector search engine with rich filtering, but built primarily for vector embeddings rather than traditional text search.
Free / Open-sourceHigh-performance vector search engine with rich filtering, but built primarily for vector embeddings rather than traditional text search.

Turn any document into AI-ready Markdown or structured JSON
Turn any document into AI-ready Markdown or structured JSON