For creators, agencies and brands

Know how AI recommends you.

The Index shows who AI names. Claim your page and see why: every answer that mentions you, who is named ahead of you, and whether the mention sends people to your real accounts.

HY
Finance & Money · #2 of 198 indexed · TikTok, YouTube, Instagram, X
2026-W38 · 1,760 answers
Mention rate
21.4%+2.9 ptsvs last week
of 1,760 Finance & Money answers name Humphrey Yang (376)
First-position rate
27.9%−0.4 pts
of the 376 answers naming them put them first (105)
Linked or handled mentions
69.1%+4.1 pts
carry their handle or a link (260).
Week over week
Previous week (2026-09 smoke) → Week 38 · 14–20 September 2026
Mention rateshare of 1,760 finance answers naming him 21.4%+2.9 pts
First-position rateshare of his answers listing him first 27.9%−0.4 pts
Handledmentions with his handle or a link 69.1%+4.1 pts
The Money Guy Showtop competitor, mention rate 16.6%−2.6 pts
This weekPrevious weekCompetitor = highest Finance & Money mention rate among the rivals
Visibility by model
ChatGPT19.6%
Gemini39.0%
Claude4.7%
Grok16.3%
Perplexity17.5%
Where Humphrey Yang ranks by topic
Personal finance for freshers#1Dividend investing#1Roth IRA strategy#2401(k) optimization#2
Named alongside Humphrey Yang
TDTori Dunlap38.3% of their answers
VTVivian Tu35.9% of their answers
TMThe Money Guy Show25.8% of their answers
The opportunity

People are already asking AI who to follow.

“Who should I follow?” “Which experts can I trust?” “What's the best podcast on this?” Every answer is a shortlist of five to ten names. FirstMention shows you whether yours is one of them, and who is being named instead.

Perplexity · web searchanswer 17756 · 2026-W38

Yes — a few beginner-friendly finance YouTubers are widely recommended for making money topics more entertaining without dumbing them down.

1Humphrey YangCalm, easy-to-follow budgeting and index-investing basicsYou
2The Financial DietLifestyle-oriented, less intimidating personal finance
3Two CentsSimple explainers on saving, debt, housing and investing
4Graham StephanReal-world, relatable style; a top starter channel
5Ryan ScribnerMakes financial content interesting yet beginner-friendly
Named in 11 of 11 answers to this question, first in 4. A link or handle was attached in only 1.
Who owns the conversation

Know where you lead. Find where you're missing.

Visibility is not one number. It changes by topic and by model. The map shows how often each creator is named for each topic; pick a row and the panel finds the gap where competitors are being named and you are not.

Mention rate by creator
CreatorPersonal finance for freshersBudgeting basicsRoth IRA strategy401(k) optimizationIndex funds for beginnersFIRE movement
64 26 38 34 31 21
14 7 14 10 21 12
30 18 24 12 16 9
37 34 23 14 17 19
32 27 46 61 26 26
58 42 6 14 13 16
0%60%+ of answers six most active finance topics · 110 answers each · 2026-W38
Opportunity · Humphrey Yang
401(k) optimization

The Money Guy Show is named for 401(k) optimization in 60.9% of the 110 answers. Humphrey Yang appears in 33.6%. The questions are being asked; the answers name someone else.

Humphrey Yang33.6%
The Money Guy Show60.9%
Ramit Sethi14.5%
See the answers behind this gap
Identity technology

One creator. Every identity. Connected.

AI names you inconsistently: your real name in one answer, your channel in the next, a podcast title in a third. FirstMention resolves all of them to one person, so your visibility is counted once and counted fully.

Alias resolutionNames, channels, titles and handles matched to one record
Account verificationConfirmed by channel ID, enrichment API or bio cross-link
Profile cross-linksBios that point to each other confirm the network
Evidence-backed matchingEvery link between identities keeps the answer that proved it

Nine further handles seen in answers this week (@humphreyyang, @humphrey_yang, @humphrey.yang and others) are held as unconfirmed aliases: they resolve to him for counting, but are never shown as his accounts. Two candidate accounts were rejected.

HYHumphrey Yang4 platforms
YouTube@humphreyChannel ID confirmed
TikTok@humphreytalksProfile confirmed
Instagram@humphreytalksProfile confirmed
X@humphreytalksBio cross-link
NameHumphrey YangNamed in 394 answers
Attribution

Being named is only half the story.

When AI mentions you, does it send people to the right place? FirstMention checks every mention against your confirmed accounts, so a wrong handle, a dead link or a name with nowhere to go gets flagged before it costs you followers.

Gemini · from memory

“Can you point me to some Instagram accounts that teach personal finance from the ground up since I want to actually learn this stuff properly?”

@humphreytalks (Humphrey Yang)

ref 165071 · captured 19 Sep 2026
Correct account
The handle in the answer matches a confirmed profile
In the answer@humphreytalks · instagram.com/humphreytalks
Confirmed accountInstagram @humphreytalks · confirmed via enrichment API (tier 3)
EvidenceExact match to the confirmed Instagram handle and profile URL.
Nothing to fix. 263 of 411 mentions this week (64%) look like this; 216 carry the handle alone, the rest a handle plus a link.
Same question, different framing

A wider view of how AI finds you.

The same question gets a different shortlist depending on who is asking and how. FirstMention runs each one both ways, so you see the conditions where you win and the ones where a competitor takes your place. Rates are the share of all Finance & Money answers under each condition.

Does your presence change when the assistant can search the web?
Humphrey Yang19.5%
@personalfinanceclub4.6%

From memory (ChatGPT, Gemini, Claude, Grok): 250 of 1,280 finance answers name Humphrey Yang; 59 name @personalfinanceclub. (1,280 answers)

Who gets named for a beginner versus for someone experienced?
Humphrey Yang27.8%
@personalfinanceclub11.1%

Beginner framing: 98 of 352 answers name Humphrey Yang. He leads every intent frame except one. (352 answers)

Does the platform in the question change who gets named?
Humphrey Yang18.4%
Tori Dunlap0.2%

YouTube framing: 77 of 418 answers name Humphrey Yang, but only 9 of those carry a link or handle. The Money Guy Show leads this frame at 31.1%. (418 answers)

For agencies

Your entire roster. A clearer competitive picture.

See visibility across the roster, by topic and by model
Surface wrong handles and unmatched links before a client does
Follow movement across measurement periods
Bring evidence into talent and positioning conversations
Explore FirstMention for agencies
FM
Finance & Money workspace
Top 8 of 198 indexed creators by mention rate · Week 38 · 14–20 September 2026
2026-W38 · 1,760 answers
Creator
HYHumphrey YangPersonal finance for freshers · Roth IRA strategy 21.4% 27.9% 24 +2.9 pts
TMThe Money Guy Show401(k) optimization · Roth IRA strategy 16.6% 29.5% 50 −2.6 pts
BFBen FelixIndex funds for beginners · Tax loss harvesting 13.0% 26.8% 16 +3.5 pts
BOBogleheads on InvestingIndex funds for beginners · 401(k) optimization 12.7% 13.4% 34 +0.3 pts
TDTori DunlapPersonal finance for freshers · Budgeting basics 11.2% 15.7% 7 +0.2 pts
RSRamit SethiPersonal finance for freshers · Budgeting basics 10.6% 20.4% 8 −0.6 pts
GSGraham StephanHouse hacking · Credit score improvement 9.3% 16.5% 5 +1.4 pts
VTVivian TuPersonal finance for freshers · Roth IRA strategy 9.1% 18.0% 8 +1.2 pts
Category median · 198 indexed creators 1.0% 12.6%——
For brands

Which creators put your brand into AI answers?

Brands are already asking AI for “the top creators in X”. FirstMention shows who AI names in your category, and traces every answer that mentions your brand back to the creator content it cites, down to the moment in the video.

Example answer · illustrativeIllustration · fictional brand and creators · brand tracing is in pilot

“Which budgeting app do finance creators recommend for someone just starting out?”

Several beginner-focused creators point new savers to Ledgerly for a first budget, citing its free tier and shared-household view; Maren Solberg and The Plain Pounds Podcast both walk through the setup.

Sources cited in this answer
Traced to creator content
Setting up your first budget, start to finish
Maren Solberg · YouTube
Brand appears04:12 – 06:48
HowBrand shown on screen and named while setting up the account
Cited byThree engines across the week's answers
Also namesTwo competing apps

The brand appears for under three minutes of a fourteen-minute video; that segment is the one AI keeps citing.

Request access for your brand
The Index · the score

How the score works

Every answer that names a creator earns points, with extra weight for being named first and a little more when the answer links to one of their accounts. Being named across a category's topics adds up; owning one narrow question counts as one topic of many. Nothing is capped, so more mentions always mean more points.

points per answer = (1 + 0.5 × named first + 0.25 × real link) ÷ 1.75 topic value = points ÷ answers in the topic; a thin topic weighs its answers ÷ 110 list value = the weighted average of its topic values Top 100 value = Σ over categories of (category value ÷ mean of that category's top 10) score = 100 × √(value ÷ R), R = the strongest leader, kept for the series
01
Points per answer

An answer that names the creator earns 1 point, plus 0.5 when they are named first and 0.25 when the answer links to one of their accounts, divided by 1.75 so the most an answer can give is 1. A link counts only when it is real: an account named by its own handle earns no link credit for being named.

02
Per topic

A creator's value in a topic is their points divided by the topic's answers. A topic whose questions were cut back counts less: its weight is its answers divided by 110 (10 questions answered 11 times), up to a full weight of 1.

03
Across a list's topics

A category's value is the weighted average of its topic values, so a thin topic moves it less. Sub-category lists work the same way over their own topics. A creator is ranked once named in at least 5 of the list's answers.

04
The 0–100 score

The score shown is 100 × √(value ÷ R), where R is the strongest leader's value: at most one creator per list level shows 100. The scale is kept for the whole series and only rises when a record is set. Two neighbours with the same whole number show one decimal.

05
The Top 100

The Top 100 adds up a creator's value in every category, each relative to the mean of that category's top 10, so a creator named across several categories rises. Its No. 1 shows 100 each week.

06
Joint No. 1

Each week the category's questions are resampled 1,000 times. When the No. 1 holds in at least 85% of them it is a clear No. 1; below 75% the page names a joint No. 1 (the creators within 5% of the leader's value, at least two), and in between last week's state holds. A No. 1 badge also needs an active creator whose lead does not rest on a single topic.

07
What the arrows mean

Sampling alone moves a list a little every week, so an arrow shows only when a move clears the noise floor of the creator's place in the list. A smaller move shows the flat mark, titled Within normal weekly variation. NEW marks a first week in the list.

08
Organisations are listed apart

Companies, publications, institutions, forums and notable people without a channel of their own are not ranked. They appear in an unranked Also named by AI strip and keep their pages and badges. The same creator counts once: a host and their own channel or show are one row, and co-hosts or sister shows fold into one row, shown as with.

What one answer is worth
Named first, with a link to one of their accounts1.00
Named first, no link0.86
Named, not first, with a link0.71
Named, not first, no link0.57
The smallest move that shows an arrow
Category Top 25ranks 1–3: 4 places · ranks 4–10: 8 places · ranks 11–25: 10 places
Top 100ranks 1–10: 5 places · ranks 11–25: 23 places · ranks 26–50: 28 places · ranks 51–100: 34 places
Sub-category listranks 1–3: 3 places · ranks 4–5: 4 places · ranks 6–10: 5 places
Measurement

Every insight has evidence behind it.

A visibility number you cannot trace is an opinion. Every creator figure on this page is reproduced from the week's 36,890 answers, and the exemplar figures match the published index exactly. The brands section is an illustration of a capability in pilot.

01
Structured discovery questions

3,354 questions across 20 categories and 338 topics, written the way people ask: for YouTube channels, TikTok and Instagram accounts, podcasts, or simply people worth following.

02
Repeated measurement

AI does not give the same answer twice. Every question runs 11 times a week across 7 channels on 5 engines, from memory and with web search: 36,890 answers this week.

03
Connected creator identities

A mention of your channel, your name or your handle counts as you once. 5,001 creators cleared the index bar this week: named in 10+ answers, by 2+ engines, with a confirmed identity.

04
Answers you can inspect

Every number opens to the answers behind it: the date, the engine and mode, the question, and the exact sentence that named you.

Measured acrossChatGPTGeminiClaudeGrokPerplexity Ran 19 September 2026, 04:21–10:54 UTC · engine names identify measurement coverage only
The Index · free

Meet the creators AI keeps bringing up.

The Index is the free weekly ranking of the people AI recommends, by category. Refreshed every week, open to anyone, and built on the same measurement as everything on this page.

Explore the index

See every answer that names you.

Creators claim their page free. Agencies get a workspace across the roster. Brands see which creator content carries their name into AI answers.