📖 The AI Tool Bible

Count vs Superpower ChatGPT

A side-by-side look at pricing, capabilities, pros, cons, and our editorial scores.

 
Count
Agents
Superpower ChatGPT
Agents
TaglineCollaborative AI-powered data canvas that blends SQL, Python, and natural-language agents for team analytics.Chrome extension that bolts folders, prompt libraries, and bulk export onto the ChatGPT web UI.
CategoryAgentsAgents
PricingFreemium· Free; Pro $49/editor/mo; Scale $69/editor/mo (15-seat min); Enterprise customFreemium· Free core features; Pro tier for advanced limits
ModelMulti-model (Anthropic, OpenAI, Google)GPT (via ChatGPT UI)
Editorial score6.9 / 107.0 / 10
Use cases
collaborative-analyticsai-data-explorationself-serve-bimetric-modelingsql-notebooks
chatgpt-organizationprompt-managementconversation-exportprompt-libraryworkflow-automation
Pros
  • Canvas model keeps AI work auditable rather than locked in chat threads
  • Unlimited viewer seats make org-wide rollout affordable
  • MCP and API support for connecting warehouses and external tools
  • Mixes SQL, Python, and agent prompts in a single workspace
  • Folders, search, and prompt library that the native ChatGPT UI lacks
  • Bulk export to PDF, Markdown, JSON, and TXT
  • Prompt queue lets you chain sequential prompts unattended
  • Conversation tree map makes branched chats navigable
  • Mature with 100K+ users and active development
Cons
  • Closed source and cloud-only, no self-host option
  • Per-editor pricing escalates quickly for larger analyst teams
  • Scale tier requires a 15-seat minimum commitment
  • Only works with ChatGPT, not Claude or Gemini
  • Breaks occasionally when OpenAI ships UI changes
  • Some advanced features gated behind Pro
  • Browser extension means desktop Chrome/Edge only
Websitecount.cochromewebstore.google.com
Pick Count if
  • ✅ Canvas model keeps AI work auditable rather than locked in chat threads
  • ✅ Unlimited viewer seats make org-wide rollout affordable
  • ✅ MCP and API support for connecting warehouses and external tools
  • ✅ Mixes SQL, Python, and agent prompts in a single workspace
Pick Superpower ChatGPT if
  • ✅ Folders, search, and prompt library that the native ChatGPT UI lacks
  • ✅ Bulk export to PDF, Markdown, JSON, and TXT
  • ✅ Prompt queue lets you chain sequential prompts unattended
  • ✅ Conversation tree map makes branched chats navigable
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