
Models & Manifests
Notes on AI and the freight industry, from the people building Sidecar.

Who updates the system when your desk changes hands?
In freight, who owns a customer is a relationship, and relationships move. Enterprise Ambient Calibration keeps up on its own.
4 Minute Read
-
July 15, 2026

AI companies should help their customers measure what matters
Three-part essay on the meter, the market, and the measurement.
8 Minute Read
-
June 15, 2026

The Cost of Email Darkness
Email quietly costs a mid-market freight forwarder around $3.7M a year, and this brief traces where it goes.
12 Minute Read
-
May 24, 2026

The Agent Isn’t the Wedge. The Agent Is the Trap.
AI procurement agents become networked platforms, the agent as wedge, the network as moat.
7 Minute Read
-
April 26, 2026

The AI Jobs Transition Framework
A map of where AI hits the freight and logistics workforce first, across 32 roles from warehouse floor to pricing desk.
10 Minute Read
-
April 24, 2026

Your Users Will Design You Into a Corner
On workplace product design, The Mom Test, and the difference between what users ask for and what they actually need.
5 Minute Read
-
April 9, 2026

Sidecar and Hayek’s revenge
The maximalist AI future puts one intelligence at the center of the economy. The real economy, messy and local, disagrees.
4 Minute Read
-
February 25, 2026

Who updates the system when your desk changes hands?
In freight, who owns a customer is a relationship, and relationships move. Enterprise Ambient Calibration keeps up on its own.
4 Minute Read
-
July 15, 2026

AI companies should help their customers measure what matters
Three-part essay on the meter, the market, and the measurement.
8 Minute Read
-
June 15, 2026

The Cost of Email Darkness
Email quietly costs a mid-market freight forwarder around $3.7M a year, and this brief traces where it goes.
12 Minute Read
-
May 24, 2026

The Agent Isn’t the Wedge. The Agent Is the Trap.
AI procurement agents become networked platforms, the agent as wedge, the network as moat.
7 Minute Read
-
April 26, 2026

The AI Jobs Transition Framework
A map of where AI hits the freight and logistics workforce first, across 32 roles from warehouse floor to pricing desk.
10 Minute Read
-
April 24, 2026

Your Users Will Design You Into a Corner
On workplace product design, The Mom Test, and the difference between what users ask for and what they actually need.
5 Minute Read
-
April 9, 2026

Sidecar and Hayek’s revenge
The maximalist AI future puts one intelligence at the center of the economy. The real economy, messy and local, disagrees.
4 Minute Read
-
February 25, 2026

Who updates the system when your desk changes hands?
In freight, who owns a customer is a relationship, and relationships move. Enterprise Ambient Calibration keeps up on its own.
4 Minute Read
-
July 15, 2026

AI companies should help their customers measure what matters
Three-part essay on the meter, the market, and the measurement.
8 Minute Read
-
June 15, 2026

The Cost of Email Darkness
Email quietly costs a mid-market freight forwarder around $3.7M a year, and this brief traces where it goes.
12 Minute Read
-
May 24, 2026

The Agent Isn’t the Wedge. The Agent Is the Trap.
AI procurement agents become networked platforms, the agent as wedge, the network as moat.
7 Minute Read
-
April 26, 2026

The AI Jobs Transition Framework
A map of where AI hits the freight and logistics workforce first, across 32 roles from warehouse floor to pricing desk.
10 Minute Read
-
April 24, 2026

Your Users Will Design You Into a Corner
On workplace product design, The Mom Test, and the difference between what users ask for and what they actually need.
5 Minute Read
-
April 9, 2026

Sidecar and Hayek’s revenge
The maximalist AI future puts one intelligence at the center of the economy. The real economy, messy and local, disagrees.
4 Minute Read
-
February 25, 2026
Recent

Who updates the system when your desk changes hands?
In freight, who owns a customer is a relationship, and relationships move. Enterprise Ambient Calibration keeps up on its own.
4 Minute Read
-
July 15, 2026

The Cost of Email Darkness
Email quietly costs a mid-market freight forwarder around $3.7M a year, and this brief traces where it goes.
12 Minute Read
-
May 24, 2026

Who updates the system when your desk changes hands?
In freight, who owns a customer is a relationship, and relationships move. Enterprise Ambient Calibration keeps up on its own.
4 Minute Read
-
July 15, 2026

The Cost of Email Darkness
Email quietly costs a mid-market freight forwarder around $3.7M a year, and this brief traces where it goes.
12 Minute Read
-
May 24, 2026

The Agent Isn’t the Wedge. The Agent Is the Trap.
AI procurement agents become networked platforms, the agent as wedge, the network as moat.
7 Minute Read
-
April 26, 2026

The AI Jobs Transition Framework
A map of where AI hits the freight and logistics workforce first, across 32 roles from warehouse floor to pricing desk.
10 Minute Read
-
April 24, 2026