Prepared for MAHLEChecked 10 Nov 2026

N°01 · AI visibility index Market · IndiaAsked · Claude

MAHLE

@mahlegroup · 82.1K followers

When buyers ask AI about automotive components supplier, MAHLE 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.

Answers naming MAHLE

06 /6

100% visibility across one AI

Claude · 6 / 6

Visibility

100%

Share of AI answers that name MAHLE

Average position

#1.0

Where MAHLE lands when it is named

Sentiment

Neutral

2 positive · 4 neutral · 0 negative

What AI says about you

The one idea AI attaches to MAHLE.

Read from the 6 answers that named MAHLE.

When AI does mention MAHLE, it most associates you with

recognised brand name.

AI links MAHLE with this more than any other theme, and rarely credits it for wide service network. The full report shows the exact wording from each answer.

Tone of each mention

Positive2

Neutral4

Negative0

Objections AI raised1

Who AI recommends

MAHLE 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.

RankBrandShareAvg. pos

01 MAHLEYou 100% #1.0
02 Bosch 100% #2.0
03 Mann+Hummel 100% #3.0

Where the gaps are

MAHLE 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.

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

How to close them · in the full report

0websites AI read while
recommending others

Which of the 0 websites to get MAHLE onto first
The questions to win, in the order to win them
What to publish on MAHLE's own site and Instagram

Unlock every gap

Sealed · in the full AI report

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.

See every competitor and answer

objection AI raised about MAHLE

Sealed

IIYour Instagram, read by AI

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

Content score

Average of the five scores below

82.1K

Followers

0.1%

Best post ER

0.0%

Median post ER

Scorecard

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.

Visual identity

Palette, layout, marks

A 6-colour palette held across 7 posts (consistency 0.26). Recurring marks: navy and white palette with the MAHLE wordmark visible, bold stacked headline type on a single colour field.

Fix in full report

Hook strength

Best post vs. median

Your best post earns 0.1% engagement; the median post 0.0%. The one that landed opened with “Next Stop: The Corkscrew!”.

Hook formulas

Format range

Reel · Carousel · Image

5 of 5 posts are images. reels and carousels untested.

Formats to test

Captions & CTAs

Asks, hashtags, length

1 of 5 captions asks the reader to do anything. 4–11 hashtags per post. 106 words on average.

CTA templates

Cadence

Posts per week

7.2 posts a week between 3 Nov and 8 Nov. A daily rhythm, sustained. Reach is the constraint, not output.

Best posting windows

Posts that worked

Your best post earned 2.0× the engagement of your weakest.

Ranked by engagement rate. What each one did differently is read from the frame and the caption.

#1 · 0.1% ERImage · 8 Nov 2026

The hook

“Next Stop: The Corkscrew!”

Why it worked

01Strong motion-blur action shot that suits the circuit story
02Caption names the drivers and car number

53 likes2 comments

#2 · 0.1% ER

At MAHLE, we are helping shape how the next generation works with artificial intelligence.

specific proof points make the initiative credible

#3 · 0.0% ER

Some racing weekends are special. This one was extraordinary:

Real driver moment that feels authentic

Every post

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.

Post 1
Post 2
Post 3
Post 4
Post 5

Best

“Next Stop: The Corkscrew!”, 0.1% ER.

Weakest

“Here’s to bright lights, shared prosperity, and a brighter …”, 0.0% ER.

Brand signature

What makes a post recognisably yours.

Extracted from the frames and captions, not from a brief.

Your palette · 6 colours · consistency 0.26share of frame

#FFFFFF100%

#1A1A1A57%

#C8CDD243%

#0B1F3F29%

#1B6FB829%

#3A3A3A29%

Look

Product or people held in a tidy, uncluttered frame, with the MAHLE name or livery visible somewhere in the shot.

product centred against a clean backdropcandid mid-shot of people beside the productdiagonal action framing for race cars

Even, soft studio-style light indoors and clear daylight outdoors, with night scenes lit by vehicle headlights. Smooth, matte surfaces and flat graphic colour with no grain or heavy texture. Static in most product and people frames, with motion blur reserved for race-car action.

Voice

“Speaks like a supplier that knows its engineering, states the benefit plainly, then lets a single punchy line carry the feeling.”

Avg caption

106 words

Language

English

plain-language engineering benefitreal people behind the technologyfuture mobilitymotorsport as a proving ground

Recurring marks

01navy and white palette with the MAHLE wordmark visible
02bold stacked headline type on a single colour field
03product and people shown together so the technology feels tangible

Subjects, by frequency

product hardware close to camera

race car in livery

two or more people beside the product

stage or event panel

driver in race suit

In the full report

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.

Start a 7-day free trial Log in

See everything else Nayavo does

Named.

Competitors

The accounts fighting for the same attention, and how your content performs next to theirs.

Mapped.

Positioning

Where you sit against them, and the ground nobody in your category is holding.

Ranked.

Recommendations

Every fix on the scorecard, with the post each one comes from.

Drafted.

Content ideas

Post concepts in your palette and voice, each with a format, an angle and a caption.

Included.

Posts

Part of the full analysis.

Answered.

AI visibility

Every question we asked the AI platforms, who came up instead of you, and what to publish to change it.

nayavo.

Checked 10 Nov 2026

N°01 · AI visibilityIndia

MAHLE · @mahlegroup · 82.1K

When buyers ask AI about automotive components supplier, MAHLE is named in 6 of 6 answers.

6/6

answers name MAHLE

Claude 6/6

Visibility

100%

Avg. pos

#1.0

Sentiment

Neutral

01What AI says about you

When AI mentions MAHLE, it most associates you with

recognised brand name.

Tone of the 6 mentions

2 positive 4 neutral 0 negative 1 objection

02Who AI recommends

MAHLE leads. Bosch is next.

01 MAHLE YOU 100% #1.0
02 Bosch 100% #2.0
03 Mann+Hummel 100% #3.0

03Where the gaps are

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

0websites AI read while recommending others — which to get onto first, in the full report

Sealed in the full AI report

We read 6 answers. You have seen no.

more brands named instead

Seven posts, scored on five things.

53/100

82.1K

Followers

0.1%

Best post ER

0.0%

Median ER

04Scorecard · tap to open

Visual identityPalette, layout, marks 26

A 6-colour palette held across 7 posts (consistency 0.26). Recurring marks: navy and white palette with the MAHLE wordmark visible, bold stacked headline type on a single colour field.

Fix in full report

Hook strengthBest post vs. median 73

Your best post earns 0.1% engagement; the median post 0.0%. The one that landed opened with “Next Stop: The Corkscrew!”.

Hook formulas

Format rangeReel · Carousel · Image 20

5 of 5 posts are images. reels and carousels untested.

Formats to test

Captions & CTAsAsks, hashtags, length 52

1 of 5 captions asks the reader to do anything. 4–11 hashtags per post. 106 words on average.

CTA templates

CadencePosts per week 95

7.2 posts a week between 3 Nov and 8 Nov. A daily rhythm, sustained. Reach is the constraint, not output.

Best posting windows

05Posts that worked

Your best post earned 2.0× the engagement of your weakest.

#1 · 0.1%

The hook

“Next Stop: The Corkscrew!”

Image · 8 Nov 2026 · 53 likes

01Strong motion-blur action shot that suits the circuit story

02Caption names the drivers and car number

#2 · 0.1% ER

At MAHLE, we are helping shape how the next generation works with artificial intelligence.

specific proof points make the initiative credible

#3 · 0.0% ER

Some racing weekends are special. This one was extraordinary:

Real driver moment that feels authentic

06All 5 posts, by engagement

3 Nov8 Nov

Best · “Next Stop: The Corkscrew!”, 0.1% ER.

Weakest · “Here’s to bright lights, shared prosperity, and a brighter …”, 0.0% ER.

07Brand signature

100%

57%

43%

Product or people held in a tidy, uncluttered frame, with the MAHLE name or livery visible somewhere in the shot.

product centred against a clean backdropcandid mid-shot of people beside the productdiagonal action framing for race cars

In the full report

What your competitors are doing that you are not.

Named.Competitors, account by account

Mapped.Your position and the open ground

Ranked.Every fix, with the post it comes from

Drafted.Post ideas in your palette and voice

Included.Part of the full analysis

Answered.Every AI question and what to publish

Full report for @mahlegroup

5 fixes · competitors · AI answers

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