Data-to-Simulation Pipeline
Upload any unstructured data — PDFs, text files, Markdown documents — and SwarmScope automatically extracts entities, relationships and context to generate a simulation-ready world.
[ Product · Simulate Everything. ]
SwarmScope
SwarmScope is a multi-agent simulation engine that turns unstructured data into living worlds. Upload a PDF, a dataset or plain text — SwarmScope's GraphRAG pipeline extracts entities and relationships, then generates 5,000+ autonomous agents with distinct personalities, memories and evolving social dynamics. Run simulations to model scenarios, test hypotheses or explore emergent behaviour. Talk to any agent. Analyse outcomes with the built-in ReportAgent. All for about $5 per simulation run.
[ What it does ]
GraphRAG Extraction
A purpose-built Graph-based Retrieval-Augmented Generation pipeline extracts entities, their attributes and inter-entity relationships, building a rich knowledge graph that powers agent generation.
5,000+ Autonomous Agents
Each agent has a distinct personality, goals, memory and social awareness. Agents interact, form relationships, make decisions and evolve — creating emergent behaviours that mirror real-world dynamics.
Dynamic Memory & Relationships
Agents maintain persistent memory of interactions and form evolving relationships. Social dynamics shift over time based on agent actions, creating realistic long-term simulations.
Interactive Agent Chat
Talk directly to any simulated agent during or after a simulation. Ask questions, probe motivations, test responses — full conversational access to every entity in the simulation.
ReportAgent Analysis
A built-in AI analyst that reviews simulation outcomes, identifies patterns, highlights unexpected emergent behaviours and generates structured reports summarising key findings.
[ Used for ]
- Scenario planning and strategic decision modelling
- Social dynamics research and behavioural analysis
- Training data generation through simulated interactions
- Educational simulations and historical scenario recreation
[ Built with ]
React 19FastAPIPythonTypeScriptViteTailwind CSSFramer MotionDocker
5,000+Concurrent autonomous agents
~$5Per simulation run
< 60sData-to-simulation generation
GraphRAGEntity extraction pipeline
[ Pricing ]
Explorer
$0/mo
- 3 simulation runs per month
- Up to 500 agents per simulation
- Basic data upload
- Agent chat
- Community support
Researcher
$59/mo
- 30 simulation runs per month
- Up to 5,000 agents per simulation
- PDF & multi-format upload
- GraphRAG extraction
- ReportAgent analysis
- Export simulation data
- Priority support
Enterprise
Custom
- Unlimited simulations
- Everything in Researcher
- Custom agent archetypes
- API access
- Private deployment option
- Dedicated support
- Custom integrations