ProbPath vs sunomarket

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 sunomarket
Detail	ProbPath	sunomarket
What it does	Free AI probability tree generator for scenarios and calculations	AI song generator and prompt generator for Suno with style guides and artist recipes
Stage	Not given	Not given
Founded	Not given	Not given
Based in	Not given	Not given
Pricing model	Freemium	Not given
Pricing	Basic: $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 tier available with limited features. $5 per month gives 500 credits monthly (25 song generations or 12 arrangements). $19 one-time payment gives 1,500 lifetime credits (75 song generations or 37 arrangements) with no subscriptions. Additional 1,000-credit pack for $10. Song generation costs 20
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	4,139 artist recipes bypassing artist-name blocks AI song generator returning title and full lyrics Vocal control pinning gender, tone and delivery Instrument control naming only specified instruments Structure scaffold keeping sections in order 12 free prompting guides covering tags and structure SongShip Chrome extension for bulk WAV downloads Release builder for singles, EPs or albums with 682 Distribution
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	Complete song lyrics already formatted with section tags for immediate use Complete music release workflow from generation to 682 Distribution upload Vocal anchor ensures consistent voice across entire albums
Community votes	0	0
DR (Domain Rating by Ahrefs)	5 no change since last check	7 no change since last check
Trust Flow (Majestic)	17	5
Citation Flow (Majestic)	20	26
Referring domains (Majestic)	16	52

4 details filled in for both companies.

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