United States · Advisor Discovery

NAPFA's Find an Advisor

How to read this firm's data

How to read this firm's data

Header tiles

Rank
Position among firms named in the category's latest scan.
Named in
How many of the snapshot's AI responses named this business, out of how many were run. One response = one prompt put to one assistant once. The percentage is the same figure normalised so categories with different response counts can be compared; ±X is the 95% confidence margin.
Cited by
How many of the four AI assistants named this firm at least once.

Breakdowns + log

Rank trend
Each dot is one category snapshot, newest on the right. Shown once two or more snapshots exist; a flat line means this firm's rank didn't move.
Per-AI breakdown
Responses from each assistant that named this firm.
By question type
Citations grouped by what the buyer was asking.
Citation log
Every recorded instance where an AI named this firm.

Full methodology →

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Unverified listing

AI assistants named this firm, but Viclaro doesn't yet have a verified business record for it — the ranking reflects citations only. If this is your firm, claim the listing below and we'll reach out from support@viclaro.app to verify.

We don't share this. Used only to verify the listing.

Rank

#2

of 292 firms

Named in

161 of 560

AI responses · 28.8% ±3.7%

Cited by

4/4

✓ Claude ✓ ChatGPT ✓ Gemini ✓ Perplexity

Per-AI breakdown

Counts show how many responses from each assistant named this firm.

Claude

of 140 responses

49

mentions

ChatGPT

of 140 responses

20

mentions

Gemini

of 140 responses

66

mentions

Perplexity

of 140 responses

26

mentions

By question type

Citations split by buyer-intent category. Empty rows = AI doesn't think of this firm when buyers ask that kind of question.

Advice
10 mentions
Crisis
12 mentions
Decision
61 mentions
Learning
5 mentions
Follow Up
2 mentions
Situation
34 mentions
Validation
16 mentions
Constraints
21 mentions

Longitudinal evidence · all retained runs

All-time Atlas record

Observed Aug 21, 2026–Aug 21, 2026

Responses analyzed

560

Responses naming firm

161

Lifetime mention rate

28.8%

Published snapshots ranked

1

These totals span every retained response for this exact city and category, including historical prompt-set versions. They describe accumulated evidence, not the firm's current rank. The cards above and per-AI breakdown use only the dated current snapshot; the history chart compares compatible published snapshots.

Citation log

161 distinct AI responses named this business in the current snapshot. This log is intentionally snapshot-scoped; the all-time record above summarizes the complete longitudinal corpus.

Where NAPFA's Find an Advisor is winning + missing, prompt-by-prompt

20 of 70 ranking-layer buyer prompts don't cite this firm. The table lists the three most-cited firms for each missing prompt. Prompt text is redacted (see prompt-set methodology).

20 missing prompts Sorted by competitor citation weight

P-001

Follow Up

P-004

Follow Up

P-006

Validation

P-011

Validation

P-014

Crisis

P-015

Learning

Firms cited on this prompt:

+ 5 more missing prompts. The full list — with the verbatim prompt text and every cited firm — is part of a Viclaro audit.
50 winning prompts Prompts where AI cited this firm

W-001

Situation

Also cited on this prompt:

W-002

Decision

Also cited on this prompt:

W-003

Constraints

Also cited on this prompt:

W-005

Situation

Also cited on this prompt:

W-007

Validation

Also cited on this prompt:

W-008

Decision

Also cited on this prompt:

Peer firms in United States advisor discovery

Other firms ChatGPT, Claude, Gemini, and Perplexity name in this category.

See the full Advisor Discovery ranking →

Want to climb the rankings?

Compare the sources and page content associated with citations in this category.

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1,290

Firms ranked now

1,669

Practitioners ever named

10

Public verticals

23,122

All-time AI responses