Enterprise
India’s DPDP Framework and GCCs: Govern Cross-Border Data Without Breaking Workflows
India’s DPDP Act has a phased commencement schedule, and data governance is not the same as a blanket ban on…
AI and India’s GCCs: How to Measure the Shift from Labor to Compute
AI changes the cost structure of Global Capability Centers, but automation does not automatically replace labor or improve margins. Leaders…
GPU Access and AI Startups: How to Build Without Owning the Silicon
Compute access matters, but startups do not always need to own GPUs. Shared infrastructure, cloud services and efficient model design…
Enterprise AI and Legacy Systems: Why Integration Debt Limits ROI
Legacy systems do not automatically make AI impossible, but fragmented data, brittle integrations and unclear process ownership can make deployments…
AI Transparency in 2026: What Businesses Need to Disclose and Document
AI transparency obligations depend on jurisdiction, use case and role in the AI value chain. Businesses should distinguish legal requirements…
Stateless Inference vs Persistent AI Memory: Architecture Trade-offs
Stateless inference can reduce data retention, but it is not a universal compliance requirement or a complete security solution. Compare…
From SaaS Seats to AI Outcomes: How Software Vendors Should Adapt
AI agents may change how customers interact with software, but SaaS is not disappearing. Vendors need to connect pricing to…
AI and India’s IT Services Workforce: Productivity Gains Need a New Growth Model
AI can change delivery economics in Indian IT services, but it does not make headcount or employment obsolete. Firms need…
AI and India’s IT Services Contracts: Why Outcome Pricing Is Growing, Not Universal
AI is putting pressure on time-and-material contracts, but the shift to outcome pricing is gradual and depends on whether results…
AI Auditability: How to Make Model Decisions Traceable and Contestable
AI auditability requires more than access to a model explanation. Organizations need records of inputs, model versions, data sources, evaluation,…
India’s Sovereign Compute Strategy: Match Data, Workloads and Economics
Sovereign compute is not simply a decision to move AI workloads onshore. Indian enterprises should evaluate data sensitivity, latency, model…
Agentic AI Pricing: Move Beyond SaaS Seats Without Losing Unit Economics
Agentic AI challenges seat-based software pricing, but outcome pricing only works when outcomes, attribution, service levels and risk are measurable.…

