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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.

Ello logo
Ello
✓ verifiedFreemium

Adaptive AI reading and math tutor for children ages 4-9 that listens and adjusts lessons in real time.

1.1K 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
LearnHouse logo
LearnHouse
✓ verifiedFreemium

Open-source, self-hostable LMS for building, branding and selling online courses with communities, AI and payments.

6.5K visits/mo
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

Free: $0
Paid: from $49/mo
Starter: Free + usage (parsing €0.002/page)
Business: €149/mo + usage (100 GB storage, unlimited users)

Free trial available

Core features
  • Real-time AI listening and adaptation
  • Interactive reading and math curriculum
  • Create-your-own books
  • Science of Reading-aligned library
  • Parent progress reports
  • Child safety filters
  • 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
  • Block-based editor for rich course pages
  • Multi-module course building and selling
  • Communities, boards and interactive playgrounds
  • Built-in payments, analytics and AI tools
  • White-label branding and custom domains
  • Self-hostable, open-source AGPLv3 codebase
  • 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
  • Helping young children learn to read
  • Building early math skills
  • Supporting struggling or advanced readers
  • Giving parents visibility into progress
  • 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
  • Launching and selling online courses
  • Running a branded course marketplace
  • Self-hosting a private learning platform
  • Building learner communities alongside content
  • 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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