New York City · CPA & Tax

Collective

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.

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Rank

#29

of 1058 firms

Named in

14 of 1,128

AI responses · 1.2% ±0.7%

Cited by

3/4

✓ Claude ✓ ChatGPT ✗ Gemini ✓ Perplexity

Per-AI breakdown

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

Claude

of 282 responses

12

mentions

ChatGPT

of 282 responses

1

mention

Gemini

of 282 responses

0

mentions

Perplexity

of 282 responses

1

mention

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
4 mentions
Crisis
1 mention
Decision
4 mentions
Situation
2 mentions
Constraints
3 mentions

Longitudinal evidence · all retained runs

All-time Atlas record

Observed Aug 21, 2026–Aug 21, 2026

Responses analyzed

1,864

Responses naming firm

14

Lifetime mention rate

0.8%

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

14 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 Collective is winning + missing, prompt-by-prompt

132 of 141 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).

132 missing prompts Sorted by competitor citation weight

P-001

Follow Up

Firms cited on this prompt:

P-002

Validation

P-003

Situation

P-005

Decision

P-006

Situation

P-009

Validation

P-011

Decision

P-015

Decision

+ 117 more missing prompts. The full list — with the verbatim prompt text and every cited firm — is part of a Viclaro audit.
9 winning prompts Prompts where AI cited this firm

W-001

Advice

W-002

Decision

Also cited on this prompt:

W-003

Advice

Also cited on this prompt:

W-004

Decision

W-005

Crisis

W-006

Situation

Also cited on this prompt:

W-007

Constraints

Also cited on this prompt:

W-008

Constraints

W-009

Decision

Peer firms in New York City cpa & tax

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

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2,653

Firms ranked now

3,560

Practitioners ever named

12

Public verticals

26,341

All-time AI responses