📖 The AI Tool Bible

Count vs Izlo

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

 
Count
Agents
Izlo
Agents
TaglineCollaborative AI-powered data canvas that blends SQL, Python, and natural-language agents for team analytics.Prompt management platform with version control, collaboration, and an API for production deployment.
CategoryAgentsAgents
PricingFreemium· Free; Pro $49/editor/mo; Scale $69/editor/mo (15-seat min); Enterprise customPaid· Solo $20/mo; Pro $25/user/mo; Enterprise $39/user/mo
ModelMulti-model (Anthropic, OpenAI, Google)Model-agnostic
Editorial score6.9 / 106.9 / 10
Use cases
collaborative-analyticsai-data-explorationself-serve-bimetric-modelingsql-notebooks
prompt-managementversion-controlteam-collaborationprompt-testingproduction-deployment
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
  • Git-style version history and activity log for every prompt change
  • Remix sandbox isolates experiments from production prompts
  • REST API lets you swap prompts without redeploying the app
  • Built for multi-user team editing, not just solo developers
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
  • No free tier; cheapest plan is $20/mo
  • Stingy token allowance (5K/seat) for in-app testing
  • Lighter on observability/analytics than Langfuse or Helicone
  • Supported model providers not clearly listed on the site
Websitecount.cogetizlo.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 Izlo if
  • ✅ Git-style version history and activity log for every prompt change
  • ✅ Remix sandbox isolates experiments from production prompts
  • ✅ REST API lets you swap prompts without redeploying the app
  • ✅ Built for multi-user team editing, not just solo developers
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