When buyers ask AI about automotive sales, Toyota USA is named in 5 of 6 answers.
We put 6 real buyer questions to ChatGPT and Gemini and read every answer. No brand is named more often.
The one idea AI attaches to Toyota USA.
Read from the 5 answers that named Toyota USA.
AI links Toyota USA with this more than any other theme, and rarely credits it for reliability. The full report shows the exact wording from each answer.
Toyota USA leads. Ford 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 Toyota USAYou 83% #1.0
- 02 Ford 50% #4.0
- 03 Chevrolet 33% #4.0
- 04 Monterey Car Week 17% #1.0
- 05 Honda 17% #2.0
- 06 Jeep 17% #2.0
Buyers asked. AI answered. Toyota USA was not in it.
One of the 1 questions where AI recommended other brands. The full report lists every one, with the answer AI gave.
Toyota USA loses most when buyers are shopping for a specific need.
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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Shopping for a specific need0 of 1
-
Asking which brand to buy2 of 2
-
Deciding what to look for1 of 1
-
Comparing brands1 of 1
-
Asking for someone like them1 of 1
recommending others
- Which of the 8 websites to get Toyota USA onto first
- The questions to win, in the order to win them
- What to publish on Toyota USA's own site and Instagram
We read 6 answers. You have seen one 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.
Five posts, scored on five things.
Read from their five 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 5 posts (consistency 0.80). Recurring marks: centered product focus, event-specific hashtags.
Your best post earns 0.3% engagement; the median post 0.1%. The one that landed opened with “Reimagined with sports car attitude.”.
3 carousels, 2 reels across 5 posts. images untested.
0 of 5 captions ask the reader to do anything. 2–4 hashtags per post. 15 words on average.
12.8 posts a week between 2 Nov and 5 Nov. A daily rhythm, sustained. Reach is the constraint, not output.
Your best post earned 26× 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.
“Reimagined with sports car attitude.”, 0.3% ER.
“bold claim about NFL season”, 0.0% ER.
What makes a post recognisably yours.
Extracted from the frames and captions, not from a brief.
Look
centered product focus with professional studio lighting
Voice
“Confident and professional, with a focus on innovation and excitement.”
Recurring marks
- 01centered product focus
- 02event-specific hashtags
- 03clean and professional visuals
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 automotive sales, Toyota USA is named in 5 of 6 answers.
Toyota USA leads. Ford is next.
- 01 Toyota USA YOU 83% #1.0
- 02 Ford 50% #4.0
- 03 Chevrolet 33% #4.0
- 04 Monterey Car Week 17% #1.0
- 05 Honda 17% #2.0
- 06 Jeep 17% #2.0
Buyers asked. AI answered. Toyota USA was not in it.
Every kind of question, and how often AI named you.
- Shopping for a specific need0 of 1
- Asking which brand to buy2 of 2
- Deciding what to look for1 of 1
- Comparing brands1 of 1
- Asking for someone like them1 of 1
We read 6 answers. You have seen one.
Five posts, scored on five things.
Visual identityPalette, layout, marks 80
A 6-colour palette held across 5 posts (consistency 0.80). Recurring marks: centered product focus, event-specific hashtags.
Fix in full reportHook strengthBest post vs. median 33
Your best post earns 0.3% engagement; the median post 0.1%. The one that landed opened with “Reimagined with sports car attitude.”.
Hook formulasFormat rangeReel · Carousel · Image 69
3 carousels, 2 reels across 5 posts. images untested.
Formats to testCaptions & CTAsAsks, hashtags, length 26
0 of 5 captions ask the reader to do anything. 2–4 hashtags per post. 15 words on average.
CTA templatesCadencePosts per week 95
12.8 posts a week between 2 Nov and 5 Nov. A daily rhythm, sustained. Reach is the constraint, not output.
Best posting windowsYour best post earned 26× the engagement of your weakest.
#1 · 0.3%
centered product focus with professional studio lighting
“Confident and professional, with a focus on innovation and excitement.”