The Windshield Test
Plot each product line by what you get paid for and whose AI you build for, to see where agentic AI is compounding your value and where it is destroying it.
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Where is agentic AI adding value to my business, and where is it taking value away?
The Windshield Test plots each product line on two questions: what you get paid for, activity or outcomes, and whose AI you build for, your own or your buyer’s. The four quadrants show where agentic AI is compounding value (The Windshield), enhancing margin for now (Margin Without a Moat), creating value you don’t capture (Right Road, Wrong Meter), or destroying it (The Rearview Mirror).
Score product lines, not the company. Most businesses have lines in more than one quadrant, creating value and destroying it at the same time, and a blended P&L hides the difference until the market separates them for you.
How to use it
- List up to three product lines.
Score each one separately.
- Set the height.
Is the unit on the invoice activity (leads, impressions, content, seats, hours) or an outcome (pipeline, revenue, decisions made)?
- Set the width.
Does your AI budget make your own team faster, or make you what the buyer’s AI finds, trusts and recommends?
- Score separately, then compare.
Have each member of the leadership team score on their own before you compare. The gaps tell you as much as the scores.
- Make the quadrant’s move.
Rearview Mirror: stop scaling the old unit and change what you sell before you automate it. Margin Without a Moat: point the next AI dollar at the buyer’s agent, not your own team. Right Road, Wrong Meter: change the unit on the invoice before someone else captures the value. The Windshield: own the outcome and the evidence behind it, and price on both.
Questions
What does Right Road, Wrong Meter mean?
Buyers’ agents find and trust you, but you still bill by the lead, the impression or the seat, so someone else captures the value you create.
Can one company sit in more than one quadrant of the Windshield Test?
Usually. The same business can run a line in The Windshield and another in The Rearview Mirror.
Related: The Price-to-Value Map · Discoverable Is Not Recommended · The Agent Exposure Test
The Windshield Test is an Uphoff Advisory Framework created by Tony Uphoff, five-time B2B CEO and founder of Uphoff Advisory, first published in Uphoff on Media on October 5, 2026. Read the full piece: B2B Marketing is Driving Forward, Looking Backward