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

ERP implementation cost India: Most manufacturers buy ERP twice-the second one costs ₹30L+. Why the first fails and what to do instead.

₹5 Lakh Noida app quotes skip API integration costs. The hidden ₹4 Lakh gap Indian dev shops don't include in base pricing.

Your AI returned wrong answers for 4 hours while your dashboard said healthy. AI observability gaps hide the silent failures that hurt most.

90% of companies adopt AI, yet most see zero ROI. Here's why enterprise AI initiatives fail to deliver production value-and the metrics that fix it.

vLLM slashes GPU bills 60%-but LLM serving audits can double your inference cost. Stop compliance failures before they hit production.

That ₹1,500 Salesforce seat in India? Real cost hits ₹18,000. Hidden fees, add-ons, and implementation costs that crush your CRM budget in India.

3 models on paper, 11 in production. AI model sprawl creates shadow AI risks, cost overruns, and governance gaps in enterprises.

₹15 Lakh pharma ERPs fail the first recall. 3 batch traceability gaps cost Indian manufacturers lakhs - and why custom ERP for manufacturing India wins.

Your ₹4 lakh chatbot handles only 12% of inquiries because of flawed AI chatbot development. Here's what the cost actually buys in India.

Brokers use just 6 of dozens of CRM fields. Here's why adoption fails-and how custom real estate CRM India solutions fix the field-to-user gap.

Your Zero Trust policy blocks humans but AI agents slip through. Close the non-human identity gap before attackers exploit it.

FDA-cleared clinical AI hits a Medicare reimbursement wall. No CPT codes, no coverage-and hospitals eat the cost. Here's the gap explained.