Harsha Kotthapalli
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Competition · output 9 of 34

AI visibility: what assistants say before a buyer knows you exist.

The buyer's question, asked five times across the assistants, with the spread recorded and the cited pages listed. No brand names in any question; those pages are where the shortlist actually forms.

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AI visibilityOutput 09 · COMPETITION

In

one buyer's question, asked many times, of several assistants

↓

Out

Who gets named, across runs
What the assistants say you are
Where the answer came from

What you know at the end

The share of runs where an assistant names you at all.

What it cannot tell you

Why one assistant answers differently from another.

How it gets made

What goes in

Buyer questions, written first
The assistants' answers
The pages they cite
Five runs per question

Named in 2 of 5 is the finding

What comes out

The report

Three fixes, ordered

How long

1day

start to finish

re-run after each model release

The output, in full

Built on WealthKarma, a retirement app for Gulf expats. Every count is real and every gap is marked as a gap.

AI visibility · free3 questions · 15 runs · Claude · 18 Aug 2026
01 · What came back

"Best retirement savings app for expats in the UAE"

Named in 0 of 5

"How should an expat in Dubai save for retirement"

Named in 0 of 5

"What should I do with my UAE end-of-service gratuity"

Named in 0 of 5
One answer, verbatim
"One notable app mentioned is HAYAH Smart Saver, which lets UAE residents save in USD from $250/month while maintaining life insurance protection… Another platform highlighted is Valura."

Run 1 of 5, 18 Aug 2026. Not tidied.

Named Not named Named, described wrong
02 · Who was named instead, and where it came from
HAYAH Smart Saver
Valura
Sarwa, StashAway, Wahed, Baraka
The pages it cited
getwealthi.ai/blog/best-retirement-planning-apps-uae-expats
valura.ai/retirement-planning-for-uae-expats-2026
policybazaar.ae/investment-plans/articles/retirement-plans-in-uae
hayah.com/knowledge-centre/articles/best-individual-savings-plans-uae
financialplanningindubai.com/retirement-planning-in-dubai
aixinvestment.com/uae-pension-scheme-for-expats-complete-guide-2026

Four of the six are listicles. Two are owned by companies that appear in the answer. None mentions WealthKarma.

03 · The finding
Named in none of fifteen runs. The shortlist is decided by six pages and you are on none of them.
04 · Three fixes, in order
01
Get onto the six pages above. Four take submissions or accept a pitch. This is outreach, not marketing, and it is the only fix that changes the answer this quarter.
02
Put checkable numbers on your own pages. The research says verifiable statistics, real quotations and cited sources move visibility 30 to 40 per cent. You currently publish adjectives. You have survey data — 1,000 respondents, 72 per cent unsure of their goals — and it is in a deck rather than on the web.
03
Publish a dated fact sheet a machine can read. Numbers, sources, dates. Do not add instructions telling assistants what to say — several companies do this and the same research found asserting authority has no effect.
05 · What this can't tell you
Answers are not stable. Fifteen runs is a sample, not a measurement.
Results change by region and by account. Yours will differ from a buyer's in Riyadh.
No assistant publishes how it picks what to name.
One model release can undo all of this, in either direction.
This was Claude with web search. Other assistants cite differently, so this is one view and not the only one.

Where it sits

Research

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Position

Message

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