From the team

Field notes

Working theory and hard numbers on visitor identification, B2B pipeline, SaaS pricing, and building with AI. Written by the people doing the work, not a content team.

The Sale Needed Twice the Orders

You ran 20% off and orders came in 30% above a normal week, so the promo worked. On a 60% margin product with ad spend in the math, it needed 133% more orders to break even. The arithmetic, and how to test yours inside one promo.

6 min read

The Winner Was a Coin Flip

One creative came back at 3.1%, the other at 2.4%, so you scaled the winner. At that volume the gap was inside the noise. What a test actually needs, and why checking it every morning manufactures winners out of two identical ads.

5 min read

The Research That Used to Be a Hire

A vendor puts a number on a slide and you write it down, because checking it used to be an analyst's job or nobody's. It is now an afternoon. Three claims you can verify yourself this week.

4 min read

The Lead You Buy Twice

Your cost per lead looks good, so you ask for more budget. The number leaves out the most expensive thing you paid for. Here is the napkin math on your own spend, and what to do with the half the report hides.

4 min read

Your Tags Fire After They Leave

Your ad platform counted 10,000 clicks. Your analytics counted 7,200 sessions. The gap is not fraud, it is a consent banner nobody clicked. Here is how to measure it on your own site in two minutes.

5 min read

The Channel You Just Cut Was Working

It posted a bad CPA, so you paused it. Three weeks later blended performance is worse and the report has no idea why. Here is what it could not see, and how to test a channel before you cut it.

4 min read

The Price on the Pricing Page Is a Floor

In this category the sticker is a starting point, not a total. The real number gets built from annual minimums, per-use overage, and add-on modules you never see until the invoice.

4 min read

The Lead Was Warm for an Hour

Speed to lead is a religion in this business. Nobody mentions that the fastest follow-up on earth is still too slow for the buyer who never became a lead.

3 min read

The Quotes That Started and Vanished

Someone wanted a quote badly enough to begin one. The form never got their name. That lead existed, and nobody got to sell it.

2 min read

The Abandoned Carts You Can't Email

Your recovery flow works fine. It just never meets most of your abandoners, because they never told you who they are.

2 min read

The Leads You Already Paid For

You are paying twice for the same buyer. The visit already happened. The only thing missing is the name.

3 min read

The Shoppers on Your Lot You Never Meet

Most of the people shopping your inventory leave your website without a word. Here is a quiet way to turn more of them into sold cars, using the traffic you already have.

4 min read

The 3% You Kept

You pay to bring everyone to your site, then build your entire business around the tiny fraction who raise their hand.

4 min read