Why Last?

Aston Martin scored last in all the Pitot Index® Performance Automotive published records.

There are two kinds of famous. The first kind gets recognised across a room. The second kind gets asked for advice.

People have always known the difference. AI models know it too. They just don’t tell you which one you are. They decide it quietly, then repeat the decision to anyone who asks.

Aston Martin shows the difference about as clearly as it can be shown. I’ve been through its record in the Pitot Index®, every cycle since July, and three things stand out. The first is flattering. The second isn’t. The third is the interesting one.

One: the machines know exactly who Aston Martin is

The Pitot Index® runs one standardised, unprompted test across nine pinned AI models every week. The Index never gives the models a brand to discuss. They name the brands themselves. In Performance Automotive, they have named Aston Martin in all 16 published cycles. Not once has it fallen out of the top ten. And they place it well. On Context (where the models place the brand, and what they associate it with beyond its own category) Aston Martin has never been last. In 12 of the 16 cycles it sits 7th or 8th of 10.

Recognised across the room. Every single week.

Two: they don’t ask it for advice

Now the other kind of famous. On Authority, whether the models read the brand as setting the terms of its industry or following them, Aston Martin is last in all 16 cycles: 59.6 in 2026-W45, against a ten-brand average of 72.6. On Expertise Visibility, last in all 16: 59.8, against 76.5. On Reputation, how the models regard the brand for quality and trust and how praise and criticism balance, last in 15 of 16: 50.6, against 64.7. Add it up and you get the position. 10th, in all 16 cycles.

Nor is it drifting. Apart from one flagged cycle, the score has held between 63.5 and 67.6 since July. A record like this means the models’ description of a brand has settled.

Three: it depends who’s asking

This is the part worth a second look.

The Index splits every reading by region. In 2026-W45, the West reading put Aston Martin at 61.1, against a ten-brand average of 72.7. The East reading put it at 61.4, against 74.3. The MEA (Middle East and Africa) reading put it at 85.2, against 88.2: within three points of the field.

Each group of models has its own perspective, shaped by what it was trained on. That’s why we put several side by side, and here it shows. Same brand, same test: one reading puts Aston Martin close to the pack, the other two leave it more than eleven points adrift.

So which kind is it?

Recognition is the entry ticket, and it matters: a brand that is never named can never be credited. Aston Martin holds that ticket every week. What it doesn’t hold, yet, is the second kind of famous. In an AI answer, that is the kind a buyer hears.

The Pitot Index® shows a gap like this across a whole industry. It can’t tell a single brand why. That’s what Pulse and Audits are for. Both ask about the brand directly, so their results are never comparable with Index scores.

None of this is a verdict on the cars. These readings describe what the AI models output, not our opinion of any brand or a statement about its quality or conduct.

So: which kind of famous is your brand? Somebody has already decided. It wasn’t you.

In-depth info

• Aston Martin’s full record
• Performance Automotive on the Pitot Index®
• How we measure
• Pulse
• Audit