MiroFish vs Liyagent
A side-by-side comparison built from both listings. Blank cells mean the company has not given that detail; we never guess.
MiroFish compared with Liyagent
| Detail | M
MiroFish | 
Liyagent |
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| What it does | A simple and universal swarm intelligence engine
| Governed AI agents for any system, pre-built for IT, HR, SAP, Salesforce and finance
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| Stage | Not given
| Startup
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| Founded | Not given
| 2026
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| Based in | Not given
| IN
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| Pricing model | Freemium
| Contact for pricing
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| Pricing | Starter: $7.50/month (monthly) or $9/month (annual); Pro: $15.83/month (monthly) or $19/month (annual); Premium: $40.83/month (monthly) or $49/month (annual). Annual plans save 17%.
| Not given
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| Key features | - Upload PDF, Markdown, and text documents to seed simulations
- Convert source material into ontology and graph structure
- Run parallel simulations with up to 1 million agents per run
- Generate prediction reports with key risks and confidence signals
- Deep interaction through ReportAgent or direct character interviews
- Dual-surface simulation across Twitter and Reddit style channels
- Follow-up questions in the same workspace for continued analysis
- Build executable scenarios for public opinion, market, policy, and narrative use cases
| - Pre-built agents for IT service, HR, SAP, Salesforce and finance
- Approval-based control for all write operations
- Support for multiple AI models with fallback chains
- 50 built-in connectors plus MCP, OpenAPI, OData and SQL support
- Self-hosted or managed hosting options
- Per-agent and per-team spend budgets
- Rules-based argument validation with guardrails
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| What makes it different | - Inspectable AI forecasts treated as exploratory hypotheses before operational decisions
- Review simulations before upload with the Forecast Explorer gallery
- Graph-native simulation that exposes actor incentives, narrative spread, and reaction chains
- Templates and guides for recurring scenario types like crises and product launches
- Keeps judgment with humans on scenario boundaries and high-stakes operating calls
| - Works within SAP's API Policy via direct APIs or SAP Integration Suite MCP gateway
- Every agent controlled by a single unified governance platform
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| Community votes | 0 | 0 |
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| DR (Domain Rating by Ahrefs) | 56 ● no change since last check | 10 ▼ −15 (down) since last check |
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| Trust Flow (Majestic) | 5 | 0 |
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| Citation Flow (Majestic) | 30 | 24 |
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| Referring domains (Majestic) | 160 | 3 |
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4 details filled in for both companies.
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