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ProbPath vs Layerwise

A side-by-side comparison built from both listings. Blank cells mean the company has not given that detail; we never guess.

ProbPath compared with Layerwise
DetailProbPath logo ProbPathLayerwise logo Layerwise
What it doesFree AI probability tree generator for scenarios and calculations AI app builder for full-stack web apps on your computer
StageNot given Not given
FoundedNot given Not given
Based inNot given Not given
Pricing modelFreemium Freemium
PricingBasic: $0 forever with 5 free AI credits, manual editing, up to 3 saved trees, and white-background PNG export. 500 Credits: $12.90 one-time, valid for 30 days, covers roughly 100-160 polished trees. 2,000 Credits: $26.90 one-time, valid for 30 days, covers roughly 400-650 polished trees. Free plan with $5 monthly credits, Pro at $15/month with $15 credits, Business at $30/month with $30 credits, and Enterprise with custom pricing. Monthly or annual billing available for paid plans.
Key features
  • Natural language scenario description
  • Automatic calculation and validation of probabilities
  • Conversational refinement via chat
  • Direct canvas editing of nodes and branches
  • Support for conditional probability and dependent events
  • Export to PNG, PDF, and SVG formats
  • Multi-language natural language support
  • Responsive tree layout engine
  • Save and manage multiple probability trees
  • Question answering about tree probabilities
  • AI-powered code generation with live preview
  • Support for multiple AI models including Claude, GPT, DeepSeek, Gemini, and Kimi
  • Integrated database with search, filter, and edit capabilities without SQL
  • File storage for images, videos, and documents
  • Built-in authentication with email sign-in and password reset
  • Transactional email sending from your app
  • Analytics with traffic and visitor insights
  • Real-time logs for backend request inspection
  • Custom domain deployment and release management
  • Build with your own ChatGPT or Claude plan via Codex or Claude Code
What makes it different
  • Automatic calculation and validation of all probabilities without manual math
  • Conversational chat interface for refining scenarios on the fly
  • Natural language input requires no modeling skills or drawing
  • Handles both independent and dependent probability events
  • Instant downstream recalculation when edits are made
  • Local development with real files on your computer that you control
  • All-in-one platform with database, storage, auth, email, and hosting integrated
  • Use your own AI subscription instead of credits with Codex or Claude Code
  • Run by a single founder focused on craft and iteration
  • Independent product designed for conversational app building workflow
Community votes00
DR (Domain Rating by Ahrefs)5 no change since last check1 no change since last check
Trust Flow (Majestic)174
Citation Flow (Majestic)2025
Referring domains (Majestic)1615

5 details filled in for both companies.

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