AIX Framework – Optimize Complex Systems - Complex system modeling, optimization and insights
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Transform complex systems into actionable insights with AI-powered Causal Loop Diagram and Behavior Over Time analysis, mathematical rigor, and executive decision support. Ultimately intended for use as a comprehensive change management tool.
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Maker
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I built AIX Framework because causal loop diagrams and behavior-over-time models were stuck in static, academic tools. I wanted something dynamic, scalable, and practical.
By combining graph theory, system dynamics, and AI optimization, this tool can generate, simulate, and improve complex systems in real time. It was born from my doctoral research in Strategic Leadership & Foresight and I’m most proud that it can scale from small team models to enterprise-level systems without breaking coherence.
I’d love feedback on how useful this is for your own systems thinking and strategy work.
User Journey
Explore
Arrive at site and browse demo systems.
Interact with existing causal loop diagrams.
Experiment
Run optimizations on demo models.
Trigger behavior-over-time simulations.
Inspect marginal data, tweak variables, and see impacts live.
Create
Build their own system diagram directly on the platform.
Save and refine versions.
Conversion
Decide to engage more deeply.
Submit details that become a lead (name, email, org, system use case).
Admin Journey
Lead Capture
Get notified of new lead through the portal.
Access their submitted system data and context.
Consultation
Schedule interview with lead.
Discuss scope, pricing, and expected outcomes.
Processing
Push client’s system through CLD + BOT optimizer.
Validate AI-driven reconfigurations and simulations.
Delivery
Generate executive report:
Before/after diagram comparison.
Optimization summary.
Behavior-over-time analysis.
Specific path and recommended interventions.
Engagement
Store all client input and session data for continuity.
Support follow-up optimization rounds as needed.
This gives you two clean funnels:
User funnel = demo → experiment → create → lead.
Admin funnel = lead → consult → optimize → deliver → retain.
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