Ai

AI at Discount

Anthropic trades at 17x EV/NTM on 165% growth, a 65% discount to Palantir. Capital intensity, profitability uncertainty & growth volatility explain the gap.

AI at Discount

Optimizing Software Factories

As engineering teams shrink and AI agents multiply, key-person risk becomes existential. The ratio you choose determines your team's shape and its fragility.

Optimizing Software Factories

All the AI You Need for 8 Ads per Day

Ad-supported AI is viable. A 4x B200 cluster breaks even with one search ad every 40 minutes or one content ad every 3 minutes. For heavier workloads, $10/month plus 8 ads per day covers a side project.

All the AI You Need for 8 Ads per Day

Darwinian Specialization in AI

The $100B AI inference market is fragmenting into specialized workload types, just as databases evolved from one category into dozens. Here's the map.

Darwinian Specialization in AI

The Three Questions in AI Sales

The new sales motion asks three questions : software budget, labor budget, & what ratio you want in three years.

The Three Questions in AI Sales

GPU Spot Prices Surge 114% in Six Weeks

GPU spot market data from Ornn shows B200 rental prices spiking from $2.31 to $4.95 per hour since early March. The spread over H200 has doubled & the timing aligns with frontier model releases.

GPU Spot Prices Surge 114% in Six Weeks

Competitive Strategy in the Age of AI

Anthropic is executing Google's classic playbook : commoditize the complements to protect the castle. In 2026, that means destroying the revenue potential of SaaS categories to ensure the only line item is inference.

Competitive Strategy in the Age of AI

A $10 Billion Call Option

xAI has the compute & the talent, but not the distribution. Cursor has the distribution & a coding model, but not the GPUs. Their partnership is a $10b bet that vertical integration wins in AI's most important market.

A $10 Billion Call Option