About PraxiRun

Simulate any architecture before you build it

PraxiRun is the universal architecture simulation platform. Design systems with 1,250+ real components across 35 domains, push traffic through them at scale, inject failures, and validate against compliance frameworks — all in your browser, before a single line of infrastructure code is written.

35
Domains
1,250+
Components
225+
Templates
8
Personas
6
Scoring Dimensions

How It Works

Five stages from first component to production monitoring. One platform, end to end.

01

Design

Build any system architecture using 1,250+ real components from AWS, Azure, GCP, IBM Cloud, and open-source. Drag, connect, and group on an interactive canvas with isometric 3D views. Or describe what you need — the AI Architect builds it for you.

02

Simulate

Run live traffic through your architecture. Watch messages flow between services, queues fill under load, and failures cascade across dependencies. Inject chaos — kill nodes, spike traffic, exhaust connections — and see how your system responds.

03

Score

Get evaluated across 6 dimensions: architecture quality, scalability, failure handling, security, governance, and cost efficiency. Earn Gold, Silver, or Bronze tier ratings. Identify exactly where your design is strong and where it needs work.

04

Deploy

Export validated architectures as Terraform, CloudFormation, or Bicep. Run pre-deploy compliance gates against FDA, ISO, IATF, SOC2, HIPAA, and more. Retarget between cloud providers with one click.

05

Monitor

Track live metrics and detect drift between your validated design and production. Version history lets you branch, compare, and restore any point in time. Re-simulate whenever your architecture changes.

Platform Capabilities

Everything you need to design, validate, and deploy production-grade architectures.

AI Architect

Describe your requirements in plain English. The AI Architect asks clarifying questions, proposes a plan, then draws the complete architecture on your canvas. It can also run simulations, check compliance, and suggest fixes for issues it detects.

Simulation Engine

Every component behaves like its real-world counterpart — with configurable latency, throughput, error rates, and failure modes. Traffic flows through your system at scale, exposing bottlenecks and single points of failure before they reach production.

Chaos Engineering

Inject failures anywhere in your architecture. Kill nodes, spike traffic, exhaust database connections, or trigger cascading failures. Watch the blast radius propagate across your dependency graph in real time.

Multi-Cloud Cost Analysis

Every component carries real monthly pricing from AWS, Azure, GCP, and IBM Cloud. Your running cost total updates as you build. Compare equivalent services across providers and optimize your architecture spend.

Real-Time Collaboration

Share a session with a link. Multiple users design on the same canvas simultaneously with presence indicators and cursor tracking. Review architectures together, run simulations as a team, and make decisions in real time.

Version History & Branching

Commit design snapshots, create branches, compare versions side by side, and restore any point in time. Track what changed between iterations — nodes added, removed, or modified — with full diff support.

Compliance Validation

Validate architectures against 9 compliance frameworks: SOC2, HIPAA, GDPR, PCI-DSS, ISO 27001, NIST CSF, FedRAMP, SOX, and CMMC. MITRE ATT&CK threat modeling. Pre-deploy gates ensure nothing ships without passing.

Architecture Patterns & ADRs

Auto-detect architecture patterns like microservices, event-driven, and CQRS. Record Architecture Decision Records to document why your team chose one approach over another. Track design maturity with readiness scores.

Deploy & Export

Export to Terraform HCL, AWS CloudFormation, or Azure Bicep with one click. Retarget your validated architecture between cloud providers. Deploy what you simulated — no manual translation from diagram to infrastructure.

MCP Server Integration

9 AI-callable tools that connect PraxiRun to Claude, Cursor, or any MCP-compatible AI assistant. Design, simulate, score, and deploy architectures from your existing AI workflow without switching tools.

📐

Product Lifecycle Management

PraxiRun is the only simulation platform that covers the full product lifecycle — from CAD design through manufacturing to field service and retirement. Simulate PLM system architectures before vendor selection, migration, or integration.

Product Design

CAD system integration, PDM vault with version control, requirements traceability, FEA/CFD simulation management. Design-to-release workflow simulation.

Engineering Change Management

ECO/ECN workflows, multi-stage approval routing, impact analysis, release management. Simulate change velocity and identify approval bottlenecks.

BOM & Configuration

Engineering BOM, Manufacturing BOM, Service BOM, 150% BOM for variant configuration. Part master management and cross-BOM synchronization.

Quality & Compliance

ISO 9001, IATF 16949, FDA 21 CFR Part 11, CE marking, RoHS, REACH. QMS, NCR/CAPA tracking, FMEA risk assessment, regulatory submission workflows.

Vendor Ecosystems

Siemens Teamcenter, PTC Windchill, Dassault 3DEXPERIENCE & ENOVIA, SAP PLM/EPD, Arena Solutions, Propel PLM. Compare vendor architectures side by side.

Manufacturing & Service

ERP integration (SAP/Oracle), visual work instructions, supplier collaboration portal, IoT field feedback loop, end-of-life planning and spare parts management.

23 PLM components across 6 lifecycle categories. Simulate vendor integration scenarios, BOM transformation pipelines, and compliance validation — before committing to a platform or migration path.

35 Simulation Domains

PraxiRun is not just for cloud. Simulate across industries, technologies, and workflows — from AI agent orchestration to manufacturing quality control.

☁️

Cloud Infrastructure

AWS, Azure, GCP, IBM Cloud — multi-cloud architecture design and simulation

🤖

AI Agent Orchestration

GPT-4o, Claude, Gemini, Llama — wire AI models into your architecture with real cost and latency

📐

Product Lifecycle Management

23 PLM components, Teamcenter, Windchill, ENOVIA, SAP integration, BOM management

🔄

BPMN Process Modeling

Swimlanes, gateways, tasks, events — design and simulate business process throughput

🐍

Python Programming

Visual memory and data structure visualization with guided learning paths

🧠

C / DSA

Pointers, arrays, linked lists — see data structures and algorithms visualized on canvas

🔥

GPU / ML Pipelines

Model training, inference, and data pipeline simulation

🛡️

Security Architecture

MITRE ATT&CK mapping, threat modeling, zero-trust architecture validation

🏭

Manufacturing & IoT

Industrial IoT, edge computing, sensor pipeline simulation

📈

Trading & Fintech

Low-latency payment systems, order matching, regulatory compliance

🏥

Healthcare

FHIR architecture, HL7 integration, HIPAA-compliant system design

🏗️

SAP & ERP

Order-to-Cash, SAP integration patterns, ERP architecture validation

Plus: Supply Chain, Data Engineering, DevOps CI/CD, Edge Computing, Pharma Manufacturing, Gaming, Telecom, Automotive, Energy, Drone Operations, Warehouse Robotics, and more.

Who It's For

PraxiRun serves architects, engineers, students, educators, hiring managers, and operators — anyone who designs or evaluates systems.

🏗️

Architects

Design and validate multi-cloud architectures before committing resources. Export to Terraform and deploy with confidence.

📖

Practitioners & Students

Learn cloud architecture, Python, C, and data structures through hands-on simulation. Guided paths from beginner to advanced.

🎓

Instructors

Create custom scenarios and assessments. Track student progress across skill dimensions. Build curriculum around real architectures.

📋

Hiring Managers

Evaluate candidates with timed architecture challenges. AI scores decisions across 6 dimensions. Compare candidates objectively.

💥

SREs & Operators

Run chaos engineering drills. Practice incident response under pressure. Generate post-incident reports automatically.

🏭

Domain Experts

Build industry-specific domain packs with custom components, scenarios, and compliance rules. Publish to marketplace.

See it in action

Try PraxiRun free — no signup required. Pick a domain, load a template, and start simulating.