New York City · Wealth Management

Outten & Golden LLP

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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Rank

#232

of 1358 firms

Named in

4 of 1,128

AI responses · 0.4% ±0.4%

Cited by

2/4

✓ Claude ✗ ChatGPT ✓ Gemini ✗ Perplexity

Per-AI breakdown

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

Claude

of 194 responses

3

mentions

ChatGPT

of 194 responses

0

mentions

Gemini

of 194 responses

1

mention

Perplexity

of 194 responses

0

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.

Crisis
1 mention
Situation
3 mentions

Longitudinal evidence · all retained runs

All-time Atlas record

Observed Aug 21, 2026–Aug 21, 2026

Responses analyzed

2,276

Responses naming firm

4

Lifetime mention rate

0.2%

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

3 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 Outten & Golden LLP is winning + missing, prompt-by-prompt

96 of 97 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).

96 missing prompts Sorted by competitor citation weight

P-003

Validation

P-015

Validation

+ 81 more missing prompts. The full list — with the verbatim prompt text and every cited firm — is part of a Viclaro audit.
1 winning prompt Prompts where AI cited this firm

W-001

Situation

Also cited on this prompt:

Cooley LLP ×4 Meta ×3 Outten & Golden LLP ×3

Peer firms in New York City wealth management

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

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6,350

Firms ranked now

1,669

Practitioners ever named

10

Public verticals

24,945

All-time AI responses