Ai

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

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

Technical Schematics: AI Tool Evolution

Technical schematics comparing fragmented human-centric tools with unified AI-centric tools, including token usage, tool calls, and workflow efficiency.