AI-Atlas vs Obolith

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

AI-Atlas compared with Obolith
Detail	AI-Atlas	Obolith
What it does	Map what you've built.	Find the cheapest way to run AI
Stage	Not given	Not given
Founded	Not given	Not given
Based in	RO	FR
Pricing model	Freemium	Not given
Pricing	Core mapping, scores and leaderboards are free. Planning credits available for purchase; first roadmap is free. Credits never expire.	Not given
Key features	Analyzes public GitHub repositories across six AI domains Generates improvement roadmaps for projects Shows evidence-based scoring with source file citations Exports roadmaps in PDF, JSON and Markdown formats Public leaderboard of mapped AI profiles Code is read but never executed	Daily updated LLM API pricing from OpenRouter Six focused cost calculators AI infrastructure glossary with 49 defined terms
What makes it different	Judged on what you built, not what you imported Weighs depth over repetition in scoring Every score traced back to source code evidence Mapping free for everyone	Prices normalised and re-checked every day from automated sources Independent rankings never for sale Blended pricing metric that weights input 3x to output Unified cost calculator across entire AI stack
Free plan	Not given	Not given
Open source	Not given	Not given
Platforms	Not given	Not given
Public API	Not given	Not given
Community votes	0	0
DR (Domain Rating by Ahrefs)	Not checked yet no change since last check	1 +1 (up) since last check
Trust Flow (Majestic)	3	3
Citation Flow (Majestic)	21	21
Referring domains (Majestic)	5	7

4 details filled in for both companies.