Search2o vs StellarFirm

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

Search2o compared with StellarFirm
Detail	Search2o	StellarFirm
What it does	A platform to build, run, and use AI microagents through search	AI Agents that take on the work, from plan to finished result
Stage	MVP	Not given
Founded	Not given	Not given
Based in	US	GR
Pricing model	Free trial	Not given
Pricing	The agent server is free and source available with no license fee. Search2o Cloud is free during the beta period. Production pricing will include a platform fee, developer fee, storage fee, and usage fee with no per-user charges. Paid service planned for January 2027.	Alpha is free with free credits for new accounts. Credit packs available: 1,000 credits, 5,000 credits, 20,000 credits. Plans coming soon.
Key features	Built-in agent discovery and multi-agent conversations Agent framework to define and publish agents Encrypted conversations and memories by default Multi-user access with four roles plus service accounts Human-in-the-loop controls for critical actions Stateless horizontally scalable architecture Environment profiles for dev and prod Source available server and UI	Approval system for all outputs before publishing Cloud-based workspace accessible from browser Desktop application for Mac and Windows Slack integration for assistant communication
What makes it different	Search that retrieves and runs AI workflows instead of matching documents Agents that combine deterministic workflows with LLM-driven reasoning Hybrid cloud architecture requiring only stateless servers in your environment No per-user licensing, pay only for developers, storage and usage Enterprise-grade reliability and security standards	Human approval required for all outputs that publish or spend money Agents hand work to each other automatically Agents work continuously even when you sleep Choice of cloud hosting or local machine execution
Community votes	0	0
DR (Domain Rating by Ahrefs)	2 −1 (down) since last check	29 +1 (up) since last check
Trust Flow (Majestic)	0	5
Citation Flow (Majestic)	24	38
Referring domains (Majestic)	12	12

5 details filled in for both companies.

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