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AgentShelf vs Search2o

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

AgentShelf compared with Search2o
DetailAgentShelf logo AgentShelfSearch2o logo Search2o
What it doesAI operations platform for building, deploying, and governing specialized business agents without code A platform to build, run, and use AI microagents through search
StageNot given MVP
FoundedNot given Not given
Based inUS US
Pricing modelNot given Free trial
PricingNot given 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.
Key features
  • No-code agent builder
  • Approved context and tools
  • Usage and cost governance
  • Website, workspace, and API deployment
  • Shared workflow library
  • AI Front Desk for websites
  • Public and private workspace boundaries
  • 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
What makes it different
  • Complete workspace keeps agent instructions, context, tools, and controls together instead of scattered across platforms
  • Cost governance before AI spend becomes uncontrolled operating expense
  • Reusable agent patterns and workflows avoid rebuilding for every use case
  • Separates agent builders from operators so teams can create and control independently
  • Non-developers can build and manage agents without technical expertise
  • 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
Community votes00
DR (Domain Rating by Ahrefs)17 +1 (up) since last check2 −1 (down) since last check
Trust Flow (Majestic)20
Citation Flow (Majestic)2124
Referring domains (Majestic)2012

4 details filled in for both companies.

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