New York City · CPA & Tax

Roberts & Holland LLP

www.robertsandholland.com

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Roberts & Holland LLP was not cited in the most recent scan.

No AI assistant named this firm in response to any of the buyer questions in the latest run.

Longitudinal evidence · all retained runs

All-time Atlas record

Observed Aug 21, 2026–Aug 21, 2026

Responses analyzed

2,256

Responses naming firm

7

Lifetime mention rate

0.3%

Published snapshots ranked

0

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

7 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 Roberts & Holland LLP is winning + missing, prompt-by-prompt

137 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).

137 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

+ 122 more missing prompts. The full list — with the verbatim prompt text and every cited firm — is part of a Viclaro audit.
4 winning prompts Prompts where AI cited this firm

W-001

Learning

W-002

Crisis

Also cited on this prompt:

Peer firms in New York City cpa & tax

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

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8,975

Firms ranked now

3,560

Practitioners ever named

12

Public verticals

27,066

All-time AI responses