Tools · Comparison

Logicballs vs OpenSEO vs SignalBrain-OS

All three are research tools. Here is what separates them.

	Logicballs	OpenSEO	SignalBrain-OS
What it is	No more fact-checking. No fabricated sources. Just AI you can trust	OpenSEO is the open source alternative to Ahrefs and Semrush. Keyword research, backlinks, rank tracking, and site audits, billed by usage instead of a $100-plus monthly subscription. Self-host it free, or connect it to your AI agents over MCP.	SignalBrain is the home of Titan, the governed AI runtime for trusted autonomous systems: reference architecture, trust ledger, research, field notes, buyer audits, and production safety work.
Category	Research	Research	Research
Pricing	Paid · $5 - $11.67/mo	Freemium	Freemium
How it bills	Flat monthly	Not published	Not published
Free tier	No	Yes	Yes
Rating	Not yet rated	Not yet rated	Not yet rated
Features	—	—	—
What works	Publishes its price openly — $5 - $11.67/mo Sits in Research, one of the better-covered categories here — easy to compare	—	—
What does not	No free tier — it has to be paid for before it can be tried 44 other tools in this catalogue claim to do the same job 12 tools in the same category have a free tier The vendor describes it only briefly, so what it does is not fully clear from their own site	—	—