Startups

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A digital tablet displays “RPA” with upward graphs and data visuals, representing robotic process automation and growth in technology.
Agentic Economy

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…

9 Min Read
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Agentic Infrastructure

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…

8 Min Read
Digital rendering of India’s map with “DPDP ACT 2023” text, surrounded by data servers labeled “Sovereign Compute” in a futuristic server room.
AI Compliance

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…

11 Min Read
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Agentic Economy

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…

10 Min Read
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Agentic Liability

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…

9 Min Read
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AEO

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…

8 Min Read
A balance scale compares LEGACY SAAS with 80% margin on one side and AI-NATIVE with 50% margin on the other, each side showing related icons and graphics.
AI Agent Pricing

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…

10 Min Read
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Agentic Infrastructure

Structural Arbitrage in Startups: Reducing COGS With Agentic Infrastructure

Agentic infrastructure can reduce startup COGS when it removes repeatable work. Learn how to model inference, oversight, integration and payback.

11 Min Read
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2nm Silicon

Custom AI Chips vs GPUs: What Broadcom’s Growth Really Signals

Broadcom’s AI semiconductor growth highlights demand for custom accelerators and networking. Here is how startups should assess performance, flexibility and…

6 Min Read
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Agentic AI

AI Agent Pricing: When Outcome-Based Models Beat SaaS Seats

AI agents challenge seat-based pricing, but outcome-based contracts are not right for every product. Choose a model based on value,…

10 Min Read
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Defense Tech

Defense and Space Markets: How Government Demand Shapes Commercial Innovation

India’s space opportunity is being shaped by public procurement, private investment and dual-use technology. Founders must distinguish real contracts from…

9 Min Read
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Agentic Liability

Meta’s Moltbook Acquisition: The Real Lesson Is Agent Security, Not Failure Predictions

Meta’s Moltbook acquisition and the reported security exposure offer a practical lesson for enterprise AI: agents need attributable identities, narrow…

9 Min Read