When buyers ask AI about luxury sports cars, Porsche is named in 6 of 6 answers.
We put 6 real buyer questions to Claude and read every answer. No brand is named more often.
The one idea AI attaches to Porsche.
Read from the 6 answers that named Porsche.
AI links Porsche with this more than any other theme, and rarely credits it for enthusiast community. The full report shows the exact wording from each answer.
Porsche leads. BMW is next.
Top brands named across the same 6 answers, ranked by share of answers. Average position is where each brand lands in the answer.
- 01 PorscheYou 100% #1.0
- 02 BMW 67% #2.0
- 03 Mercedes-Benz 67% #3.0
- 04 Jaguar 17% #2.0
Porsche loses most when buyers are asking which brand to buy.
All 6 answers, grouped by what the buyer was trying to do. The full report shows which gaps to close first, and how.
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Asking which brand to buy2 of 2
-
Comparing brands1 of 1
-
Shopping for a specific need1 of 1
-
Asking for someone like them1 of 1
-
Deciding what to look for1 of 1
recommending others
- Which of the 0 websites to get Porsche onto first
- The questions to win, in the order to win them
- What to publish on Porsche's own site and Instagram
We read 6 answers. You have seen 0 of them.
The rest stays sealed until you open the full report: every brand AI named, every answer word for word, and what to change.
Seven posts, scored on five things.
Read from their seven most recent posts. Each one is scored out of 100 below, with what we saw behind the number.
- 01Visual identity
- 02Hook strength
- 03Format range
- 04Captions & CTAs
- 05Cadence
Where the feed is strong, and where it leaks.
Scores are relative to the posts analysed, not to competitors. That comparison is in the full report.
A 6-colour palette held across 7 posts (consistency 0.30). Recurring marks: clean car-focused hero images, natural foliage framing.
Your best post earns 0.3% engagement; the median post 0.3%. The one that landed opened with “A little drama on the daily commute.”.
4 carousels, 1 reel across 5 posts. images untested.
1 of 5 captions asks the reader to do anything. 0–1 hashtags per post. 39 words on average.
11.7 posts a week between 6 Nov and 9 Nov. A daily rhythm, sustained. Reach is the constraint, not output.
Your best post earned 1.6× the engagement of your weakest.
Ranked by engagement rate. What each one did differently is read from the frame and the caption.
All 5 posts, by engagement rate.
One bar per post, in the order they went out. Hover a bar to see its date and rate.
“A little drama on the daily commute.”, 0.3% ER.
“Taking the coffee corner up a gear.”, 0.2% ER.
What makes a post recognisably yours.
Extracted from the frames and captions, not from a brief.
Look
Low-angle hero shot of the car as the anchor, with a foreground detail or natural element framing the lower part of the frame
Voice
“Short evocative lines that invite the reader to slow down and notice the scene, written in a warm, community-minded brand voice”
Recurring marks
- 01clean car-focused hero images
- 02natural foliage framing
- 03no text overlay on the image
What the accounts competing for your audience are doing that you are not.
The scorecard tells you where you stand. The full report tells you against whom, and what to post next week.
See everything else Nayavo doesWhen buyers ask AI about luxury sports cars, Porsche is named in 6 of 6 answers.
Porsche leads. BMW is next.
- 01 Porsche YOU 100% #1.0
- 02 BMW 67% #2.0
- 03 Mercedes-Benz 67% #3.0
- 04 Jaguar 17% #2.0
Every kind of question, and how often AI named you.
- Asking which brand to buy2 of 2
- Comparing brands1 of 1
- Shopping for a specific need1 of 1
- Asking for someone like them1 of 1
- Deciding what to look for1 of 1
We read 6 answers. You have seen no.
Seven posts, scored on five things.
Visual identityPalette, layout, marks 30
A 6-colour palette held across 7 posts (consistency 0.30). Recurring marks: clean car-focused hero images, natural foliage framing.
Fix in full reportHook strengthBest post vs. median 84
Your best post earns 0.3% engagement; the median post 0.3%. The one that landed opened with “A little drama on the daily commute.”.
Hook formulasFormat rangeReel · Carousel · Image 56
4 carousels, 1 reel across 5 posts. images untested.
Formats to testCaptions & CTAsAsks, hashtags, length 24
1 of 5 captions asks the reader to do anything. 0–1 hashtags per post. 39 words on average.
CTA templatesCadencePosts per week 95
11.7 posts a week between 6 Nov and 9 Nov. A daily rhythm, sustained. Reach is the constraint, not output.
Best posting windowsYour best post earned 1.6× the engagement of your weakest.
#1 · 0.3%
Low-angle hero shot of the car as the anchor, with a foreground detail or natural element framing the lower part of the frame
“Short evocative lines that invite the reader to slow down and notice the scene, written in a warm, community-minded brand voice”