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…

10 Min Read

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…

8 Min Read

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…

9 Min Read

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…

8 Min Read

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…

5 Min Read

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…

11 Min Read

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…

4 Min Read

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…

5 Min Read

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…

4 Min Read

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,…

8 Min Read

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…

5 Min Read

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.…

4 Min Read