Deep reads on companies at their most interesting moment.

Most companies plateau before they become what they could be. A few are still in the window – where the category isn't settled, the product isn't finished, and the decisions made in the next two to three years will determine whether they reach Tier 1 or fall short. I write about those companies. Built entirely from public sources. Written with an operator's eye.

B2B SaaS · GTM Infrastructure Published
Clay
Published 2026-05-27

The platform that turned "GTM engineering" from a job description into a job title – reaching $100M ARR in three years by betting that workflow, not data, is the moat. The $3.1B valuation prices in a platform future the current product has not fully built yet.

$100M ARR $3.1B valuation New York Founded 2021
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AI Infrastructure · Chatbots In Progress
Chatbase
Research started 2026-06-02

A solo-founded bootstrap that built one of the most widely used AI chatbot platforms without institutional capital. The question is not whether the business works – it does. The question is how high the ceiling goes.

Bootstrap Solo founder AI infrastructure
In progress

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Every piece here is built the same way. Public sources only – no inside access, no PR filter. Video interviews, product data, press coverage, app store reviews, filings where available. I work until I have a formed view, not just a summary of what I found. The view goes in the piece.

I focus on companies at a specific moment: the product isn't finished, the category isn't settled. The decisions made in the next two to three years will determine whether they become the reference point for their space – or something that got close but didn't cross. That's the moment I find most worth analyzing, and where an outside-in read has the most to say.