When buyers ask AI about luxury cars and performance vehicles, Mercedes-Benz is named in 4 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 Mercedes-Benz.
Read from the 4 answers that named Mercedes-Benz.
AI links Mercedes-Benz with this more than any other theme, and rarely credits it for performance and comfort. The full report shows the exact wording from each answer.
Mercedes-Benz 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 Mercedes-BenzYou 67% #1.2
- 02 BMW 50% #1.7
- 03 Volvo 33% #3.0
- 04 Gtechniq 17% #1.0
- 05 Porsche 17% #1.0
- 06 BMW M 17% #2.0
Buyers asked. AI answered. Mercedes-Benz was not in it.
Two of the 2 questions where AI recommended other brands. The full report lists every one, with the answer AI gave.
Mercedes-Benz loses most when buyers are deciding what to look for.
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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Deciding what to look for0 of 1
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Asking which brand to buy1 of 2
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Comparing brands1 of 1
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Shopping for a specific need1 of 1
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Asking for someone like them1 of 1
recommending others
- Which of the 0 websites to get Mercedes-Benz onto first
- The questions to win, in the order to win them
- What to publish on Mercedes-Benz's own site and Instagram
We read 6 answers. You have seen two 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 0.29). Recurring marks: Monochrome grade across the anniversary reel shots, Hero car presented as a personal match or a first-class lounge.
Your best post earns 0.1% engagement; the median post 0.1%. The one that landed opened with “A match made in MANUFAKTUR.”.
3 carousels, 1 reel, 1 image across 5 posts.
0 of 5 captions ask the reader to do anything. 3–5 hashtags per post. 20 words on average.
23.3 posts a week between 8 Nov and 9 Nov. A daily rhythm, sustained. Reach is the constraint, not output.
Your best post earned 2.7× 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 match made in MANUFAKTUR.”, 0.1% ER.
“Looks like the first-class lounge just went mobile.”, 0.0% ER.
What makes a post recognisably yours.
Extracted from the frames and captions, not from a brief.
Look
Crafted framing: a detail or symmetrical view leads the eye to the craftsmanship, with the person or product set against a considered backdrop.
Voice
“A short, confident opening line that sounds like a brand tagline, followed by the one fact that matters and a community tag.”
Recurring marks
- 01Monochrome grade across the anniversary reel shots
- 02Hero car presented as a personal match or a first-class lounge
- 03Creator-sourced photography credited with a community tag
- 04Recurring year-anniversary framing used as a quiet tagline
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 cars and performance vehicles, Mercedes-Benz is named in 4 of 6 answers.
Mercedes-Benz leads. BMW is next.
- 01 Mercedes-Benz YOU 67% #1.2
- 02 BMW 50% #1.7
- 03 Volvo 33% #3.0
- 04 Gtechniq 17% #1.0
- 05 Porsche 17% #1.0
- 06 BMW M 17% #2.0
Buyers asked. AI answered. Mercedes-Benz was not in it.
Every kind of question, and how often AI named you.
- Deciding what to look for0 of 1
- Asking which brand to buy1 of 2
- Comparing brands1 of 1
- Shopping for a specific need1 of 1
- Asking for someone like them1 of 1
We read 6 answers. You have seen two.
Seven posts, scored on five things.
Visual identityPalette, layout, marks 29
A 6-colour palette held across 7 posts (consistency 0.29). Recurring marks: Monochrome grade across the anniversary reel shots, Hero car presented as a personal match or a first-class lounge.
Fix in full reportHook strengthBest post vs. median 83
Your best post earns 0.1% engagement; the median post 0.1%. The one that landed opened with “A match made in MANUFAKTUR.”.
Hook formulasFormat rangeReel · Carousel · Image 89
3 carousels, 1 reel, 1 image across 5 posts.
Formats to testCaptions & CTAsAsks, hashtags, length 33
0 of 5 captions ask the reader to do anything. 3–5 hashtags per post. 20 words on average.
CTA templatesCadencePosts per week 95
23.3 posts a week between 8 Nov and 9 Nov. A daily rhythm, sustained. Reach is the constraint, not output.
Best posting windowsYour best post earned 2.7× the engagement of your weakest.
#1 · 0.1%
Crafted framing: a detail or symmetrical view leads the eye to the craftsmanship, with the person or product set against a considered backdrop.
“A short, confident opening line that sounds like a brand tagline, followed by the one fact that matters and a community tag.”