PMF & Pivots
Indian Vertical SaaS and SLMs: Navigating DPDP Compliance and Inference Costs
Indian Vertical SaaS and SLMs: Navigating DPDP Compliance and Inference Costs
AI GPU Depreciation: How Startups Should Evaluate Infrastructure Costs
GPU generations and cloud economics change quickly. A practical framework for AI startups to compare ownership, reservations and flexible compute…
Revenue Per Agent: How to Measure AI Productivity and Unit Economics
Revenue Per Agent can be useful, but only with clear definitions. Learn how AI leaders should measure cost per successful…
AI Credit Underwriting: Risks, Model Drift and Responsible Digital Lending
AI can improve credit decisions, but unreliable income signals, model drift and weak incentives can amplify lending risk. A practical…
Sovereign AI in India: Data Residency, DPDP and Architecture Choices
Sovereign AI requires more than local hosting. Understand India's DPDP framework, data residency, model governance and how to choose an…
AI Startup Unit Economics: Compute Costs, Margins and Capital Efficiency
AI revenue growth can hide rising inference, implementation and support costs. Learn how founders and investors can measure cost per…
Bouck v. Meta: What an AI-Generated Ad Case Means for Section 230
Bouck v. Meta raises important questions about AI-generated ads and Section 230—but it did not end AI immunity. Understand the…
B2B Sales in the AI Buyer Era: How to Win Trust Before the First Call
AI is changing how B2B buyers research and evaluate vendors, but autonomous agents have not replaced human buying committees. Learn…
AI-Native Gross Margins: What SaaS Benchmarks Miss
AI startup gross margins vary by product, customer cohort and cost accounting. Compare ICONIQ and Bessemer benchmarks carefully, then improve…