What does MiroFish — AI Swarm Intelligence Prediction Engine do?
MiroFish — AI Swarm Intelligence Prediction Engine turns a specific workflow into a hosted product path with definition, pricing, evidence, and checkout.
AI Swarm Intelligence for Scenario Prediction
Predict Anything,
but talk to it like
ChatGPT.
Ask a question directly and let the system handle seed → simulation → report as one continuous prediction workflow. GPT-5.5 Instant support is available for fast cloud simulation runs.
Example: If a product raises its price next quarter, how will customer sentiment and narrative spread change?
Orchestration Preview
Sample 1
If a product raises its price next quarter, how will customer sentiment and narrative spread evolve?
Sample 2
If a brand suddenly changes its spokesperson, how might public opinion move?
Sample 3
If a policy enters public debate, which groups are likely to support or oppose it first?
Text-first
Start with a question, decide whether supporting files are needed without losing chat speed.
Multi-agent
Run graph building, simulation, and reporting in the background inside one conversation.
Result cards
Structured result card dropped below each answer with summary, report, and follow-up path.
Core Capabilities
Everything you need to
simulate the future
MiroFish combines swarm intelligence, knowledge graphs, and multi-agent LLMs into a unified prediction platform accessible through natural language.
Multi-Agent Swarm Intelligence
Thousands of independent AI agents with unique personalities, long-term memory, and behavioral logic freely interact in a simulated social environment — producing emergent collective behavior impossible with single-model approaches.
GraphRAG Knowledge Graphs
Automatically extract entity relationships from seed documents and construct a high-fidelity knowledge graph. GraphRAG powers agent memory, enabling coherent reasoning across thousands of simulated interactions.
Natural Language Interface
No complex UX. Describe your scenario in plain language —MiroFish handles seed extraction, simulation setup, and report generation automatically. The entire seed → simulation → report pipeline runs in one conversation.
Structured Prediction Reports
Every simulation produces a richly formatted report: narrative analysis, group dynamics, probability estimates, and timeline projections — with follow-up paths to drill deeper into any finding.
God's-Eye Variable Injection
Intervene dynamically mid-simulation — inject new variables, policy changes, or external shocks from a God's-eye view. Watch how the digital world recalibrates in real time without resetting the entire simulation.
Deep Agent Interaction
After simulation, interview any agent directly. Ask the "public" representative about their concerns, probe the "skeptic" faction for counterarguments, or query the ReportAgent for deeper statistical breakdowns.
How It Works
From seed to simulation
in five steps
MiroFish's orchestration engine handles the full prediction pipeline automatically. You provide the question; the swarm finds the answer.
🌱
Graph Building
Seed extraction, individual & collective memory injection, and GraphRAG knowledge graph construction.
⚙
Environment Setup
Entity relationship extraction, persona generation, and AI agent configuration injection.
🔁
Simulation
Dual-platform parallel simulation with dynamic temporal memory updates across thousands of agents.
📋
Report Generation
ReportAgent analyzes post-simulation state with a rich analytical toolset to produce structured findings.
💡
Deep Interaction
Chat with any simulated agent or the ReportAgent to explore findings and iterate on scenarios.
Applications
Predict what matters to you
From enterprise decision-making to creative exploration — MiroFish adapts to any prediction challenge that involves human social dynamics.
Public Opinion & Crisis Management
Simulate how news events, brand crises, or policy announcements spread through social groups. Identify narrative leaders, opposition clusters, and sentiment inflection points before they happen.
PR & CommunicationsFinancial Scenario Forecasting
Model market sentiment dynamics following earnings reports, regulatory changes, or macro signals. Simulate investor behavior clusters and forecast narrative-driven price movements.
Finance & InvestingPolicy Impact Testing
Test public policy drafts at zero risk. Simulate how diverse demographic groups respond — which factions champion the policy, which resist, and how the debate evolves over time.
Government & PolicyCreative Narrative Exploration
Explore "what if" story branches, deduce missing narrative endings, or simulate how fictional societies would evolve. Used to complete the lost ending of Dream of the Red Chamber.
Writers & CreatorsWhy MiroFish
Beyond traditional forecasting
Most prediction tools give you statistical extrapolation. MiroFish gives you a living simulation.
| Capability | Traditional Analytics | MiroFish |
|---|---|---|
| Natural language input | ✗ Requires structured data | ✓ Full NL conversation |
| Agent personality modeling | ✗ Not supported | ✓ Thousands of unique agents |
| Emergent social dynamics | ~ Statistical proxies only | ✓ Organic agent emergence |
| Mid-simulation variable injection | ✗ Re-run required | ✓ Real-time intervention |
| Post-simulation agent interview | ✗ Not possible | ✓ Direct agent dialogue |
| GraphRAG knowledge graph | ~ Basic embeddings | ✓ Full entity–relationship graph |
| Open source & self-hostable | ✗ Mostly proprietary | ✓ AGPL-3.0 / Docker ready |
Guides
Choose your next step
Practical paths for understanding MiroFish, running your first simulation, evaluating self-hosted use, and browsing related reference resources.
MiroFish AI
What the AI prediction engine does and where multi-agent simulation fits.
Open guide ->
AI simulator
Use MiroFish to rehearse scenarios, reactions, risks, and outcome paths with simulated agents.
Open guide ->
AI predictor
Turn seed material into structured prediction reports for markets, launches, and decisions.
Open guide ->
Fish AI
Understand the fish-school metaphor behind MiroFish swarm-style AI prediction.
Open guide ->
Fishing AI
Clarify the search overlap between literal fishing AI and MiroFish simulation AI.
Open guide ->
AI chat website
A chat-like AI workspace for seed data, simulation runs, reports, and follow-up questions.
Open guide ->
Phishing simulation
Defensive security-awareness scenario planning without turning simulation into attack tooling.
Open guide ->
GPT-5.5 Instant
How to use GPT-5.5 Instant for faster MiroFish scenario runs and model evaluation.
Open guide ->
MiroFish English
English overview, setup path, and practical resources for new users.
Open guide ->
MiroFish trading
Trading research, market narratives, sentiment shifts, and risk rehearsal.
Open guide ->
MiroFish how to use
Step-by-step first run: seed, graph, simulation, report, and follow-up.
Open guide ->
MiroFish-Offline
Self-hosting, private deployment, and what fully offline really requires.
Open guide ->
MiroFish GitHub
Repository link, source checks, license signals, and install expectations.
Open guide ->
MiroFish founder
How to verify founder, maintainer, company, and repository attribution.
Open guide ->
MiroFish Polymarket
Prediction-market narrative research and Polymarket-style scenario analysis.
Open guide ->
Microfiche library
How library microfiche collections work, what machines you need, and how to request scans.
Open guide ->
Is microfiche still used today
Where microfiche still matters in archives, local history, genealogy, and records access.
Open guide ->
Microfiche definition
A clear definition of microfiche, what the term means, and how the format is used.
Open guide ->
Microfiche vs microfilm
The simplest side-by-side explanation of sheets, reels, storage, and reader differences.
Open guide ->
Pricing
Start lean, scale as you grow
Every plan includes access to the full MiroFish prediction engine. No simulation limits on self-hosted deployments.
No automatic renewal
After checkout, MiroFish will not automatically charge you next month or next year. Monthly and yearly purchases only cover the period you choose today.
Starter
Perfect for individuals exploring AI-driven scenario prediction for the first time.
$
9
/ month
$9 due today for one month. No automatic charge next month.
- 5 analyses per month
- Up to 50 agents per simulation
- Basic prediction reports
- Text file seed uploads
- API access
- Variable injection mid-sim
- Priority processing
Most Popular
Pro
For analysts, researchers, and product teams running regular prediction workflows.
$
14.50
/ mo for one year
$174 due today for one year. No automatic charge next year.
- 15 analyses per month
- Up to 500 agents per simulation
- Advanced structured reports
- PDF, MD, TXT seed uploads
- Full REST API access
- Mid-simulation variable injection
- Custom deployment
Enterprise
For organizations needing unlimited scale, custom integrations, and dedicated support.
$
59
/ month
$59 due today for one month. No automatic charge next month.
- Unlimited simulations
- Unlimited agent count
- White-label deployment
- On-premise / private cloud
- Custom LLM model integration
- Dedicated success engineer
- SLA & compliance support
FAQ
Common questions
What exactly is MiroFish and how does it differ from ChatGPT?
MiroFish is not a single-model chatbot — it's a multi-agent simulation engine. Where ChatGPT generates a single AI response, MiroFish spawns thousands of independent AI agents representing different personas, lets them interact organically, and synthesizes the emergent collective behavior into a structured prediction report. You get a simulated society, not just a chatbot answer.
What kind of seed data does MiroFish accept?
Which LLM providers does MiroFish support?
How long does a simulation take to run?
Can I self-host MiroFish?
Is MiroFish suitable for enterprise use?
Get Started Today
Rehearse the future.
Win every decision.
Join researchers, analysts, and strategists who use MiroFish to simulate outcomes before they commit. Pick a plan and open secure Creem payment in a centered popup.
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