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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.

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
Chatnode logo
Chatnode
✓ verifiedFreemium

Platform to build AI customer-service agents trained on your data that answer 24/7, take real actions and hand off to humans.

10K visits/mo44K 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
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
Brainfish logo
Brainfish
✓ verifiedPaid

AI self-service support agents for B2B that resolve customer questions across chat, email, in-product and Slack.

9.1K visits/mo5.3K saves
Pricing
Context: $19/seat/mo (7-day trial)
Context + Lenses: $59/mo (then $19 per extra seat)

Free trial available

Free: $0/mo (35 credits/mo, 1 chatbot)
Lite: $35/mo (1,250 credits/mo, 1 agent)
Standard: $89/mo (12,500 credits/mo, 3 agents)
Scale: $377/mo (50,000 credits/mo, 8 agents)

Free trial available

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

Free trial available

No public pricing

Free trial available

No public pricing

Core features
  • 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
  • AI agents trained on website/docs with auto-retrain
  • AI Actions (Stripe billing, Calendly booking, API calls)
  • Multi-channel embed (site, Slack, Notion and more)
  • Human handoff with context
  • Analytics on deflection and satisfaction
  • Multiple LLMs selectable per task
  • 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
  • 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
  • AI support agents across chat, email, in-product, Slack
  • Grounded answers with citations on every reply
  • Personalization by plan, role, region or account
  • Ingests docs, tickets, calls and knowledge bases
  • Evaluation analytics and gap detection
  • Enterprise security (SOC 2, ISO 27001, data residency)
Use cases
  • 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
  • Automate customer support
  • Book meetings and complete tasks in chat
  • Capture and qualify leads
  • Keep answers current via auto-retrain
  • 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
  • Building external product documentation
  • Running internal knowledge bases
  • Publishing SOPs and user manuals
  • Creating API documentation
  • Automating B2B customer support
  • Deflecting repetitive support tickets
  • Powering internal team copilots
  • Surfacing upsells inside support chats
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