MiroFish is a document-seeded, graph-based multi-agent simulation workflow that constructs an ontology and relationship graph from uploaded source files, runs multi-round agent interactions to produce an inspectable simulated world, and generates a prediction report with interactive interrogation capabilities.
Published Oct 15, 2026
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| Aspect | MiroFish (hosted product / open-source core) | AnyLogic | LangGraph (build-your-own) |
|---|---|---|---|
| Starting Price | Published annual pricing for hosted Starter plan; open-source (self-host) | Commercial license (varies; typically enterprise pricing) | Framework is OSS; costs are engineering + LLM + infrastructure |
| Best For | Scenario and narrative stress-testing with simulated social-media-like interactions; early experimentation and prototyping | Formal enterprise simulation models with validated methods and domain libraries | Teams that want custom agent workflows, evaluation, and governance |
| Key Strength | Workflow from seed documents to a relationship graph to multi-agent simulation and a generated report; provides inspectable simulated dialogues; open-source adoption | Mature modeling paradigms, established tooling, enterprise support | Maximum flexibility; can implement evidence-linking, evaluation, and governance |
| Key Weakness | Security and compliance maturity is unclear; hosted product identity is inconsistent across product domains; limited independent validation | Requires modeling expertise and can be slower to set up for narrative/social simulations | Requires significant engineering; no turnkey reporting UX |
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