Rebase organic numbers for AI Overviews before a false drop
Rebase rank-one CTR and Share of Voice before the board mistakes a model reset for a traffic loss.
Field notes for people building companies
Rebase rank-one CTR and Share of Voice before the board mistakes a model reset for a traffic loss.
A profitable company should raise against a named capacity constraint, with proof of demand and a round size tied to that proof.
A platform-backed exit can hand over people and a license while leaving the entity behind, so founders should price the deal around what the buyer can actually take.
A platform-backed exit can hand over people and a license while leaving the entity behind, so founders should price the deal around what the buyer can actually take.
A profitable company should raise against a named capacity constraint, with proof of demand and a round size tied to that proof.
Rebase rank-one CTR and Share of Voice before the board mistakes a model reset for a traffic loss.
Use a three-step exit test to decide when an incumbent's data layer is the only missing input your agent startup cannot build alone.
A four-call playbook for buying a rival's logos and feature set, keeping the price quiet, and deferring integration until after peak demand.

Treat the AI vendor as a rented capability: price the recurring relationship, keep customer data, and contract for an exit before you sign.

A churn rate is only useful when it names the time window and the ARPA or ACV band it is being compared against.

A short audit separates agent-friendly growth from data-layer lock-in before pricing follows the pivot.

Turn a renewal notice into a line-item decision before the next invoice lands.

Use a three-step exit test to decide when an incumbent's data layer is the only missing input your agent startup cannot build alone.

A round extension works best when it names the capital, a landed customer win, and the specific use of proceeds that win opens.

For seven years, the only way to own the program that beat four poker pros in a lab was to have a university. Now the same class of engine is a prepaid key and a cloud invoice. Here's what changed — and what it does to the players who adopt it.

A quick integration shows what to check before buying a capability.

A milestone should force a choice: build the next capability, buy a team that already has it, or reinvest in retention.
