đŸ—ī¸ AI Architecture Audit

Enterprise-grade architecture tools for cloud migration and AI transformation

Professional Architecture Tools

From assessment to deployment. Open-source frameworks for enterprise teams - strategic assessments, technical calculators, and optimization tools for cloud transformation, AI/ML adoption, and cost optimization.

📚 Browse All Frameworks

Your Architecture Journey

📋
1. Assess
Readiness & Maturity
→
đŸ—ī¸
2. Plan
Architecture & Strategy
→
⚡
3. Calculate
Size & Cost
→
🚀
4. Deploy
Implement & Optimize
● Beginner ● Intermediate ● Advanced
10
Architecture Tools
80+
Cloud Regions
PDF
Instant Reports
100%
Free & Open

Find Your Starting Point

👔 I'm a CTO/Architect

Strategic planning and assessment tools

→ AI Readiness Assessment → Cloud Migration Planning → Well-Architected Review

âš™ī¸ I'm a Data Engineer

Technical calculators and sizing tools

→ Databricks Sizing Calculator → MLOps Maturity Audit → LLM Implementation Guide

🔒 I'm a Security Lead

Security and compliance frameworks

→ Security Audit Framework → GenAI Security Assessment → Well-Architected Security

💰 I'm in FinOps

Cost optimization and sizing tools

→ Cost Optimization Audit → Databricks TCO Calculator → Cloud Migration ROI

🚀 Popular Enterprise Assessment Tools

AI Readiness Assessment
Evaluate your organization's AI maturity in 15 minutes
Cloud Migration Tool
AWS, Azure, GCP readiness & TCO analysis
MLOps Maturity Model
Assess ML operations across 5 maturity levels
GenAI Security
LLM security assessment & prompt injection defense

🚀 New Here? Start With These

First Time?

Start with AI Readiness to assess your organization's maturity

Planning Migration?

Use Cloud Migration for multi-cloud comparison

Ready to Deploy?

Calculate costs with Databricks Sizing (technical)

Common Use Cases

📊 "We need an AI strategy"

  1. Start: AI Readiness Assessment
  2. Then: MLOps Maturity Audit
  3. Finally: LLM Implementation

â˜ī¸ "Planning Databricks migration"

  1. Start: Cloud Migration Assessment
  2. Then: Databricks Sizing Calculator
  3. Finally: Cost Optimization

💰 "Reducing cloud costs"

  1. Start: Cost Optimization Audit
  2. Then: Well-Architected Review
  3. Finally: Right-size with calculators

🔗 How Tools Work Together

🤖 AI Readiness Assessment

Strategic starting point for AI initiatives

Complements:
  • MLOps Audit - Technical implementation depth
  • Databricks Sizing - Infrastructure planning
  • GenAI Security - AI-specific risk assessment

â˜ī¸ Cloud Migration Assessment

Foundation for cloud transformation

Complements:
  • Well-Architected - Best practices validation
  • Cost Optimization - FinOps implementation
  • Security Audit - Cloud security posture

🚀 Databricks Sizing Calculator

Technical deployment planning

Complements:
  • Cloud Migration - Platform selection
  • Cost Optimization - Budget planning
  • MLOps Audit - Workload requirements

💰 Cost Optimization Framework

FinOps maturity and savings

Complements:
  • All Calculators - Right-sizing resources
  • Well-Architected - Cost pillar deep-dive
  • Cloud Migration - TCO analysis

🔒 Security Frameworks

Comprehensive security posture

Complements:
  • GenAI Security - AI-specific threats
  • Well-Architected - Security pillar
  • All Assessments - Risk evaluation

đŸ—ī¸ Well-Architected Framework

Holistic architecture review

Complements:
  • All Tools - Validates implementation
  • Cost Optimization - Cost pillar focus
  • Security Audit - Security pillar focus

Strategic Assessments & Technical Calculators

🚀 Databricks Sizing Calculator

Engineering workbench for deployment planning. Real-time pricing engine comparing AWS, Azure, and GCP across 80+ regions. Features spot/reserved instances, Unity Catalog, and Photon optimization. For teams ready to deploy.

🤖 AI Readiness Assessment

Comprehensive 24-dimension maturity assessment covering data readiness, infrastructure, skills, governance, and financial planning. Includes ROI calculator, vendor selection matrix, and 16-month implementation roadmap.

â˜ī¸ Cloud Migration Assessment

Multi-cloud migration planning with infrastructure discovery, cost analysis, risk assessment, and 6R strategy. Compare AWS, Azure, and GCP with detailed service mapping and migration wave planning.

🔧 MLOps Maturity Audit

Evaluate your machine learning operations across 8 dimensions including data pipelines, model development, deployment, monitoring, and governance. Platform comparison and implementation roadmap included.

🧠 LLM Implementation Framework

Strategic LLM deployment guide with model selection, RAG architecture, prompt engineering, fine-tuning strategies, and cost analysis. Includes hallucination mitigation and production patterns.

🔒 Security Audit Framework

Enterprise security assessment with integrated OWASP Top 10 and Blue Team operations. Covers NIST/ISO frameworks, vulnerability management, and defensive security capabilities.

🤖 GenAI Security Framework

Comprehensive AI security assessment with integrated OWASP LLM Top 10 and AI Blue Team operations. Covers prompt injection, model integrity, and defensive AI operations.

💰 Cost Optimization Framework

FinOps maturity assessment with cloud cost analysis, waste identification, budget planning, and vendor management. Includes savings opportunities and optimization roadmap.

đŸ—ī¸ Well-Architected Framework

Comprehensive assessment across six pillars: Security, Reliability, Performance, Cost, Operations, and Sustainability. Includes maturity model, best practices guide, and implementation roadmap.

Community-Driven Architecture Tools

💰

Open Source

Free enterprise frameworks shared by the architecture community

📊

Battle-Tested

Frameworks refined through real-world implementations

đŸ“Ĩ

Export Everything

Download and share your assessments in multiple formats

đŸŽ¯

Practical Guidance

Real recommendations from architects who've been there

🔒

Your Data Stays Yours

Everything runs locally - no tracking, no cloud storage

🚀

Instant Feedback

See your architecture maturity in real-time

Comprehensive Frameworks

📋 Assessment Dimensions

  • ✓ Infrastructure Discovery
  • ✓ Application Portfolio Analysis
  • ✓ Data Readiness Evaluation
  • ✓ Skills Gap Identification
  • ✓ Cost-Benefit Analysis
  • ✓ Risk Assessment & Mitigation
  • ✓ Vendor Selection Criteria
  • ✓ Implementation Roadmaps

đŸŽ¯ Use Cases

  • ✓ Cloud Migration Planning
  • ✓ AI/ML Implementation
  • ✓ Digital Transformation
  • ✓ Technology Stack Modernization
  • ✓ Cost Optimization
  • ✓ Compliance & Security
  • ✓ Vendor Evaluation
  • ✓ Budget Justification

📊 Deliverables

  • ✓ Maturity Score Reports
  • ✓ Gap Analysis
  • ✓ ROI Calculations
  • ✓ Risk Registers
  • ✓ Implementation Timelines
  • ✓ Budget Estimates
  • ✓ Excel Workbooks
  • ✓ Executive Summaries

🎉 Latest Updates

🚀 NEW: Databricks Sizing Calculator Jan 2025

Enterprise-grade calculator with real-time pricing across 80+ regions. Features spot instances, Unity Catalog, and Photon optimization.

🔄 Updated: Cloud Migration Tool Dec 2024

Added support for Google Cloud Platform and enhanced TCO calculations with regional pricing variations.

🔜 Coming Soon Q1 2025

Kubernetes Cost Calculator, Infrastructure as Code Generator, and API Access for all tools.

About AI Architecture Audit

A community initiative by cloud architects who believe enterprise-grade architecture tools should be accessible to everyone. From strategic assessments to technical calculators, these frameworks come from collective experience across hundreds of cloud transformations and AI implementations.

Created by Deo Shankar

Multi Cloud Architect with 13 years of experience building scalable systems

Solutions Architect at Tiger Analytics | Former Senior Cloud Engineer at Oracle | MS in Data Science (IIM & IIT Indore)

â˜ī¸ AWS | GCP | Oracle Cloud 🤖 GenAI | RAG Architecture 🔧 Kubernetes | Terraform 🔒 Level 9 Clearance
đŸ’ŧ LinkedIn 🐙 GitHub 🌐 Portfolio 📧 Email

"Boring > Clever" - Building reliable, scalable solutions that prioritize stability over complexity