Levitation Blog: Insights on AI, Software Engineering & Digital Transformation

3.8x AI control gap exposed across 94 organizations. Benchmark data on governance maturity, observability, and risk management shortfalls.

Registry shows 6 models. Engineers built 200. MLOps model sprawl is the shadow AI problem bleeding compute budgets and breaking compliance.

99.9% uptime hides 6 silent AI inference failures. Your SLA misses them-and they're costing accuracy, latency, and trust. Here's what to track.

₹8 Lakh Noida ERP quotes hide 6 modules for Phase Two. Here's the true ERP implementation cost in India and how vendors pad quotes.

Over-engineering costs 4.6x more than under-engineering. Avoid technical debt in distributed systems using these proven system design principles.

Scale-to-zero in Kubernetes 1.37 can cost 10x more than you think. Here's how the new default hides GPU cold start penalties in your bill.

Your ₹5L NCR real estate CRM tracks visits but misses closings. Here's what custom CRM development in India should actually deliver for Noida brokers.

AI cost per user jumps 3x at 10K scale from inference, infra, and support tiers. Benchmark your AI TCO before vendors quote you.

68% of GPU spend went untracked across 240 AI workloads. See where FinOps AI tagging breaks down and how to close the GPU cost attribution gap.

4 SOC 2 Type 2 sections enterprise buyers inspect that most SaaS vendors skip. Close these gaps before the next security questionnaire lands.

47x-that's the AI production cost gap between pilot and production. Get TCO benchmarks and inference forecast data before you scale.

Cloudflare's OS just replaced your AI agent workspace stack. 6+ tools consolidated into one platform-your enterprise strategy needs a rewrite.