Ai

The First Derivative of Inference

The fastest growing companies in AI & software all share one property. They are either selling AI directly, or they are reselling inference. At worst, the first derivative of inference.

What Would AI Email Cost?

State-of-the-art AI email costs $22-130/month, but smaller models & local inference can cut costs by 100x. The next 12-24 months will be defined by matching models to workloads.

What Would AI Email Cost?

2026 Theory GTM Survey

Join our 2026 GTM survey analyzing how startups adapt sales, marketing & AI. Get exclusive data on efficiency trends, AI deployment models, and the emerging impact of AI buyers.

2026 Theory GTM Survey

Localmaxxing

About half of agent tasks can run on a local 35B model. The real advantage isn't cost or privacy — it's latency. 2.1x faster means more iteration cycles per session.

Localmaxxing

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