CloudIntelligence Labs
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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
2/12/2026
The Agentic Virus: How AI Agents Become Self-Spreading Malware
Read original article2/12/2026
Your RAG System is probably image-blind, but it doesn’t have to be
Read original article2/12/2026
Build long-running MCP servers on Amazon Bedrock AgentCore with Strands Agents integration
Read original article2/12/2026
AI meets HR: Transforming talent acquisition with Amazon Bedrock
Read original article2/12/2026
Amazon EC2 R8i and R8i-flex instances are now available in additional AWS regions
Read original article2/12/2026
AWS Backup adds cross-Region database snapshot copy to logically air-gapped vaults
Read original article2/12/2026
AI Troubleshooting in the AWS Support Center Console now supports 7 additional languages
Read original article2/12/2026
Amazon Bedrock increases default quotas for Anthropic’s Claude Sonnet 4.5 model in AWS GovCloud (US)
Read original article2/12/2026
Waymo Is Getting DoorDashers to Close Doors on Self Driving Cars
Read original article2/12/2026
Ultima Genomics Strengthens Oncology Leadership to Drive Clinical Growth
Read original article2/12/2026
Meet Latam-GPT, the new Open Source AI Model for Latin America
Read original article2/12/2026
Top 20 Data Preparation Interview Questions and Answers (Part 1 of 2)
Read original article2/12/2026
Spotify says AI is helping it speed up coding and product velocity and its best developers "have not written a single line of code since December" (Sarah Perez/TechCrunch)
Read original article2/12/2026
Anthropic raised a $30B Series G from GIC, Coatue, Founders Fund, Sequoia, Nvidia, and others at a $380B post-money valuation (Anthropic)
Read original article2/12/2026
Anthropic says its run-rate revenue hit $14B, growing over 10x annually in the past three years, and Claude Code's run-rate revenue hit $2.5B (Ashley Capoot/CNBC)
Read original article2/12/2026
Ever, which says it is the first "AI-native, full-stack" retail marketplace for electric vehicles, raised a $31M Series A led by Eclipse (Sean O'Kane/TechCrunch)
Read original article2/12/2026