When buyers ask AI about automotive filtration, MANN+HUMMEL 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 MANN+HUMMEL.
Read from the 6 answers that named MANN+HUMMEL.
AI links MANN+HUMMEL with this more than any other theme, and rarely credits it for reliable fuel filters. The full report shows the exact wording from each answer.
MANN+HUMMEL leads. Bosch 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 MANN+HUMMELYou 100% #1.5
- 02 Bosch 83% #2.0
- 03 Donaldson 50% #3.0
- 04 Mahle 50% #3.0
- 05 Amazon.in 33% #4.0
- 06 Tata Motors 17% #1.0
MANN+HUMMEL 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
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Comparing brands1 of 1
-
Shopping for a specific need1 of 1
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Asking for someone like them1 of 1
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Deciding what to look for1 of 1
recommending others
- Which of the 0 websites to get MANN+HUMMEL onto first
- The questions to win, in the order to win them
- What to publish on MANN+HUMMEL'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 0.24). Recurring marks: named employee with a role in the caption, question opener that frames the person as more than a job title.
Your best post earns 2.2% engagement; the median post 0.2%. The one that landed opened with “Thank you, AAPEX 2026!”.
3 reels, 2 carousels across 5 posts. images untested.
4 of 5 captions ask the reader to do anything. 4–6 hashtags per post. 96 words on average.
5.0 posts a week between 2 Nov and 9 Nov. A daily rhythm, sustained. Reach is the constraint, not output.
Your best post earned 21× 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.
“Thank you, AAPEX 2026!”, 2.2% ER.
“99%. One staggering number. A global challenge.”, 0.1% ER.
Behind the scenes posts average 1.3%, inspirational posts 0.1%: 8.8× apart.
What makes a post recognisably yours.
Extracted from the frames and captions, not from a brief.
Look
Calm, centred portraits of employees on plain studio backdrops, with technical product shots framed around a cutaway component.
Voice
“Measured and warm, opening with a question and then introducing a named colleague in a way that makes the reader want to hear their story.”
Recurring marks
- 01named employee with a role in the caption
- 02question opener that frames the person as more than a job title
- 03pointer to a fuller story in a pinned highlight
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 filtration, MANN+HUMMEL is named in 6 of 6 answers.
MANN+HUMMEL leads. Bosch is next.
- 01 MANN+HUMMEL YOU 100% #1.5
- 02 Bosch 83% #2.0
- 03 Donaldson 50% #3.0
- 04 Mahle 50% #3.0
- 05 Amazon.in 33% #4.0
- 06 Tata Motors 17% #1.0
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 24
A 6-colour palette held across 7 posts (consistency 0.24). Recurring marks: named employee with a role in the caption, question opener that frames the person as more than a job title.
Fix in full reportHook strengthBest post vs. median 8
Your best post earns 2.2% engagement; the median post 0.2%. The one that landed opened with “Thank you, AAPEX 2026!”.
Hook formulasFormat rangeReel · Carousel · Image 69
3 reels, 2 carousels across 5 posts. images untested.
Formats to testCaptions & CTAsAsks, hashtags, length 88
4 of 5 captions ask the reader to do anything. 4–6 hashtags per post. 96 words on average.
CTA templatesCadencePosts per week 95
5.0 posts a week between 2 Nov and 9 Nov. A daily rhythm, sustained. Reach is the constraint, not output.
Best posting windowsYour best post earned 21× the engagement of your weakest.
#1 · 2.2%
Calm, centred portraits of employees on plain studio backdrops, with technical product shots framed around a cutaway component.
“Measured and warm, opening with a question and then introducing a named colleague in a way that makes the reader want to hear their story.”