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Finance · a live data story

Pensions,
according to AI

Every week we ask ChatGPT, Claude and Gemini the questions real UK consumers ask about pensions — and record exactly which brands they put forward. Right now, Aviva owns the conversation.

0 AI answers this run · 0 brands named · measured, never estimated

The podium

Aviva is the default answer.

Named in 12% of pensions answers, typically in position 2.4. Legal & General follows at 10%, Fidelity International at 8%.

Legal & General
10% of answers
Aviva
12% of answers
Fidelity International
8% of answers
The full board

Every brand AI names, ranked.

Visibility is the share of answers naming the brand; citation share is its slice of all brand-owned pages cited; read→cited is how often its pages convert a read into a citation.

#BrandVisibilityAvg. positionCitation shareRead→cited
1Aviva 12% 2.4 15% 14%
2Legal & General 10% 2.7 3% 0%
3Fidelity International 8% 2.4 12% 50%
4Vanguard 8% 2.6 3% 50%
5AJ Bell 5% 2.3 3% 8%
6Hargreaves Lansdown 5% 2.7 12% 17%
7Interactive Investor 5% 3.3 12% 75%
8Standard Life 5% 3.3 0%
9Scottish Widows 5% 4.3 3% 100%
10NEST 3% 1.0 2%
11Aegon 3% 2.5 3% 0%
12Peoples Pension 3% 2.5 0%
13Royal London 3% 4.0 5% 40%
14Master Trust 2% 2.0 0%
15PensionBee 2% 6.0 15% 75%
Who AI trusts here

The referees of pensions.

The independent sources AI models cite when answering pensions questions — the places a brand needs to be seen, reviewed and ranked.

google.com 39 cites
gov.uk 39 cites
moneyhelper.org.uk 35 cites
fca.org.uk 11 cites
peoplespension.co.uk 6 cites
pensionbible.co.uk 5 cites
which.co.uk 5 cites
aberdeenadviser.com 4 cites
globalinvestments.net 4 cites
morningstar.com 4 cites
Read is not cited

Interactive Investor converts reads into citations. AJ Bell doesn't.

When Claude or ChatGPT opens a brand's own pages while answering, does the page make the cited-sources list? Interactive Investor converts 75% of reads; AJ Bell just 8%. That gap is a content problem, not a visibility problem.

Interactive Investor · read 4×75%
PensionBee · read 8×75%
Fidelity International · read 6×50%
Royal London · read 5×40%
Hargreaves Lansdown · read 12×17%
Aviva · read 7×14%
AJ Bell · read 12×8%
Full data table
#BrandVisibilityAvg. positionCitation shareRead→cited
1Aviva12%2.415%14%
2Legal & General10%2.73%0%
3Fidelity International8%2.412%50%
4Vanguard8%2.63%50%
5AJ Bell5%2.33%8%
6Hargreaves Lansdown5%2.712%17%
7Interactive Investor5%3.312%75%
8Standard Life5%3.30%
9Scottish Widows5%4.33%100%
10NEST3%1.02%
11Aegon3%2.53%0%
12Peoples Pension3%2.50%
13Royal London3%4.05%40%
14Master Trust2%2.00%
15PensionBee2%6.015%75%
Which AI you ask

Three models. Three different answers.

Ask about pensions and the brand you are shown depends on the assistant: Claude → Vanguard, Gemini → Aviva, ChatGPT → Interactive Investor. Their top-five lists share just 10% of names.

Claude recommends
Vanguard
named in 10% of its answers
Gemini recommends
Aviva
named in 25% of its answers
ChatGPT recommends
Interactive Investor
named in 5% of its answers

Brands whose visibility swings most between models — the bar per model, widest gap on the right.

Aviva 25pp
Legal & General 20pp
Standard Life 10pp
Aegon 10pp
Scottish Widows 10pp
Royal London 10pp
ClaudeGeminiChatGPT
The data behind this chart
BrandClaudeGeminiChatGPTSpread
Aviva10%25%0%25pp
Legal & General10%20%0%20pp
Standard Life10%5%0%10pp
Aegon10%0%0%10pp
Scottish Widows5%10%0%10pp
Royal London0%10%0%10pp
Vanguard10%10%5%5pp
Fidelity International10%10%5%5pp
Peoples Pension5%5%0%5pp
NEST5%5%0%5pp
Keep exploring

Nineteen more categories.

This categoryLive Pensions board

Method: 20 unbranded consumer prompts per category, spread across the buying journey, run weekly against ChatGPT, Claude and Gemini. Read→cited uses Claude and ChatGPT only (Gemini does not separate the two). Correlational observations of model behaviour at the time of the run. Data from the run completed Tue, 01 Sep 2026 13:32:32 GMT.

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