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Side-by-side features, use cases and pricing — because the right pick depends on your job and budget, not just the ranking.

Algochat logo
Algochat
✓ verifiedFreemium

Algochat provides customizable AI chatbots that react to streamers' voice in real time to keep Twitch and Kick chats engaged.

10K visits/mo
AnythingLLM logo
AnythingLLM
✓ verifiedFree

Free all-in-one desktop AI app to chat with your documents and run RAG and AI agents fully local and private.

682K visits/mo
Context Link logo
Context Link
✓ verifiedFree trial

Connects your docs, inboxes and apps into one source-backed knowledge base that ChatGPT, Claude and agents can query.

19K visits/mo
Document360 logo
Document360
✓ verifiedFree trial

AI-powered knowledge base software for building internal and external docs, help centers, SOPs, and API references with analytics.

94K visits/mo1.6K saves
LightOn logo
LightOn
✓ verifiedFreemium

Production RAG API for developers: parse, extract and search documents with SOTA OCR and cited retrieval, cloud or on-prem.

29K visits/mo
Pricing

No public pricing

No public pricing

Context: $19/seat/mo (7-day trial)
Context + Lenses: $59/mo (then $19 per extra seat)

Free trial available

No public pricing

Free trial available

Starter: Free + usage (parsing €0.002/page)
Business: €149/mo + usage (100 GB storage, unlimited users)

Free trial available

Core features
  • Real-time voice-triggered responses
  • Multiple bots with unique personalities
  • Customizable trigger messages and emotes
  • Twitch and Kick support
  • Scheduled announcements
  • No account connection required
  • Chat with your documents (RAG)
  • Runs locally and offline for privacy
  • Supports any LLM (local or cloud)
  • Built-in AI agents
  • Handles PDFs, Word, CSV, codebases
  • No-code setup
  • Unifies docs, websites, inboxes and files into one synced knowledge base
  • Works with ChatGPT, Claude, Copilot, Gemini and MCP-aware agents
  • Source-cited answers with reviewable past lookups
  • Save settled decisions as reusable Memories
  • Sources auto re-sync every 24 hours
  • Exclude anything you do not want indexed
  • Knowledge base authoring portal
  • Customizable customer-facing docs site
  • Eddy AI assistant and AI chatbot
  • Analytics and custom workflows
  • Import from PDF/Word, export to PDF
  • SSO, SCIM, and API support
  • Parse endpoint with SOTA OCR (LightOnOCR-2)
  • Extract endpoint for schema-based JSON
  • Search endpoint with hybrid retrieval and citations
  • MCP-native and LLM-agnostic
  • Workspaces and chunk-level access control
  • On-prem, VPC or air-gapped deployment
Use cases
  • Boosting stream chat engagement
  • Automating audience interaction
  • Keeping chat active during streams
  • Privately querying your own documents
  • Running local AI without the cloud
  • Building AI agents over your data
  • Using multiple LLM providers in one app
  • Let AI answer questions about your business from existing content
  • Give e-commerce or agency teams one place to query support, brand and catalog docs
  • Keep canonical decisions like pricing or ICP current across every AI tool
  • Building external product documentation
  • Running internal knowledge bases
  • Publishing SOPs and user manuals
  • Creating API documentation
  • Build production RAG without a long in-house pipeline
  • OCR and structure scanned documents
  • Grounded document search with citations for agents
  • Deploy secure enterprise document intelligence
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