Investment, Build vs Buy
Workflow, ROI, Value
Architecture, Scalability
Infrastructure, AI Workloads
Monitoring, FinOps
Why 95% of AI Projects Fail
(And How to Be in the 5% That Succeed)
"70% of AI projects fail to deliver business value due to lack of strategic alignment and operational readiness." - MIT Sloan Management Review & BCG Study
"Through 2025, only 20% of analytic insights will deliver business outcomes, primarily due to poor architecture and integration." - Gartner Research
CloudIntelligence is your hub for exploring the success map (shown on left) for AI workloads on multi-cloud. We dive deep into AI architecture, cloud economics, and business value frameworks for enterprises to be in the successful 5%.
Explore Our Success Tools:
AI & Cloud Intelligence Hub
Daily intelligence tracking
Daily curation from hundreds of sources tracking AI, AWS, Azure, GCP innovations—frameworks, tools, cost optimization strategies, and architectural patterns.
Business Value & ROI
Architecture patterns & calculators
Decision frameworks for build vs. buy, architecture patterns with cost/security trade-offs, and interactive ROI calculators for AI initiatives.
Well Architected Reviews
Assessment & optimization tool
Comprehensive WAFR assessments covering all 6 pillars with automated analysis, priority scoring, and actionable remediation recommendations.
AI Workload Cost Intelligence
5-layer cost optimization
Advanced cost modeling distinguishing AI workload patterns from traditional cloud usage with unified optimization across AWS, Azure, and GCP.
Hourly AI Updates
Be Ahead with AI NewsAI & Machine Learning
2/10/2026
Sports leagues race to capture Gen Z and Gen Alpha with AI, influencers and Italian brainrot - AP News
Read original article2/10/2026
AI‑led software selloff may pose risk for $1.5 trillion U.S. credit market, says Morgan Stanley - Reuters
Read original article2/10/2026
AI disruption fears create buying chance in US software stocks, strategists say - Reuters
Read original article2/10/2026
Nvidia must live with guardrails around its AI chip sales to China, Lutnick says - Reuters
Read original article2/10/2026
AI Adoption in Credit Unions Is No Longer Optional: Kirk Drake on Closing the Innovation Gap Before It Widens Further
Read original article2/10/2026
CodeRabbit Adds DevOps Planning and Review Tool for AI Prompts
Read original article2/10/2026
Simulations pinpoint key conditions for all-solid-state battery electrolyte materials
Read original article2/10/2026
Researchers Studied What Happens When Workplaces Seriously Embrace AI, and the Results May Make You Nervous
Read original article2/10/2026
Marc Benioff 'Jokes' ICE Is Watching Salesforce Employees Who Traveled to the U.S.
Read original article2/10/2026
I Spent 48 Hours Lurking on Moltbook. The AI Drama Is Crazier Than Any Reality Show
Read original article2/10/2026
GitHub Copilot SDK Lets Developers Integrate Copilot CLI's Engine into Apps
Read original article2/10/2026
Second xAI co-founder Tony Wu departs as Musk folds money-losing AI venture into SpaceX
Read original article2/10/2026
I got tired of copying AI output between tools, so I built a system to keep context intact
Read original article2/10/2026
Image Classification with Convolutional Neural Networks – Part 2: Creating a Feature Map
Read original article2/10/2026

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