The Token Waterfall: A Working Financial Model for AI Pricing

Most AI operators discover their cost structure after launch. This model maps hidden token costs and stress-tests your pricing before the market does.

Mar 12 • Kyle Kelly

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The New Math of AI

How to Understand, Price, and Package a Token-Based Offer

Mar 9 • Kyle Kelly

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December 2025

Motive’s IPO Blueprint: S-1 Teardown

Deep S-1 analysis: How Motive turned compliance into a $501M ARR moat. Full breakdown of their AI flywheel, financial metrics, and repeatable playbook…

Dec 24, 2025 • Kyle Kelly

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The Compliance Moat: Build, Buy, or Partner

From Crypto taxes to ADA compliance, the companies that become the default infrastructure for navigating regulation win.

Dec 24, 2025 • Kyle Kelly

Product Partnerships in Tech: A PM’s Guide to Value Capture

A PM’s guide to product partnerships that actually capture value: guardrails, attribution, ownership, and when to kill the deal.

Dec 22, 2025 • Kyle Kelly

Energy is the AI Bottleneck

AI is hitting a new limit. The real bottleneck is not compute. It is electricity. This breakdown shows why Big Tech is entering the energy markets and…

Dec 3, 2025 • Kyle Kelly

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November 2025

ChatGPT Can Now Buy Things. Stripe Just Became the Tollbooth of AI Commerce

How Stripe and OpenAI built the transaction layer for $5T in agentic commerce. A deep-dive teardown with data, charts, and operator insights.

Nov 26, 2025 • Kyle Kelly

Shopify's Trifecta: How 30%+ Growth, 18% FCF Margins, and AI are Defining Commerce's Next Era

Shopify re-accelerated to 32% growth with 18% FCF margins. Analysis of three compounding flywheels: TAM expansion, payments penetration, and AI commerce…

Nov 20, 2025 • Kyle Kelly

Agentic Commerce Will Break the Ad Business

Perplexity’s buying agent is erasing the moments Amazon monetizes. This is the real shift coming to digital demand.

Nov 19, 2025 • Kyle Kelly

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Apple Just Blinked: And It Might Be Their Smartest $1 Trillion Move Yet

Apple’s partnership with Google’s Gemini AI isn’t weakness — it’s strategy. This breakdown explores how Apple uses the Build-Buy-Partner framework to…

Nov 7, 2025

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October 2025

Which Cohorts Predict the Future of Your Business?

Cohort analysis isn’t just about looking back. It’s a way to see the future hiding in your data. Learn how to find velocity breaks, the moments when…

Oct 31, 2025

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Turning Partnerships Into a P&L System

Partnerships aren’t marketing, they’re capital systems. Learn how top SaaS companies measure partner ROI, improve efficiency, and turn ecosystems into…

Oct 29, 2025

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