CPA & Tax / New York City
David Liu CPA
How to read this firm's data
How to read this firm's data
Header tiles
- Rank
- Position across all eligible AI responses in this market.
- Mention rate
- The share of eligible AI responses that named the business.
Charts
- Rank trend
- Each dot is one week of analyzed responses, newest on the right. 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
- Mentions grouped by what the buyer was asking.
Practice context for CPA & Tax · Not yet reviewed
A sourced business description has not been added yet. Assistant mentions alone do not verify the firm's services.
Practice eligibility has not been reviewed for this market. This is unknown, not an exclusion.
Practice evidence and AI measurements are assessed separately. Mentions do not establish suitability.
Market detail: CPA & Tax · New York City
Position
#793
pooled across every snapshot — 4,003 firms ever cited in this market
Mention rate
0.1%
pooled across every snapshot — 5 of 7,892 eligible responses
Rank vs mention rate
5 weeks · 49 days
Rank ranged #664 to #802 · mention rate 0.1%–0.1%
How to read this chart
How to read: each dot is one week of analyzed responses. The green line shows the business's rank that week. The dashed amber line shows the share of responses that named it.
Rank and mention rate use different scales, so the two lines are placed side-by-side, not on top of each other. A firm can hold rank while mention rate drifts (fewer responses named anyone) or improve rank without moving mention rate (peers dropped out).
Research details Historical appearances, assistant counts and question types · all roles, separate from qualified recommendations.
All-time results for this market
Business appeared Aug 21, 2026–Oct 11, 2026
- Responses analyzed
- 7,896
- Responses naming business
- 5
- Historical appearance rate
- <0.1%
- Dates with published rank
- 5
These raw appearance totals cover all retained responses for this city and category, across all question types and roles, including sources and incidental mentions. They are not qualified recommendation counts. Appearance dates show when responses named this business; published rank dates can include repeated use of those responses. Current rank and confidence use the latest dated ranking.
Per-AI breakdown
Counts cover all published Atlas research for this market.
- Claude
- 2 mentions
- ChatGPT
- 3 mentions
- Gemini
- 0 mentions
- Perplexity
- 0 mentions
By question type
All-time mentions grouped by the type of question the buyer asked.
- Constraints
- 5 mentions
Peer firms in New York City cpa & tax
Current ranks and mention rates · Oct 12, 2026 edition.
#1
Anchin
20.0% current mention rate · 4/4 AI
#2
Marks Paneth LLP
17.9% current mention rate · 4/4 AI
#3
EisnerAmper
14.5% current mention rate · 4/4 AI
#4
Citrin Cooperman
10.2% current mention rate · 4/4 AI
#5
Marcum LLP
5.6% current mention rate · 4/4 AI
#6
Braj Aggarwal, CPA, P.C. - Trusted CPA & Accountant in NYC
5.2% current mention rate · 4/4 AI
#7
Mazars USA LLP
5.1% current mention rate · 4/4 AI
#8
WithumSmith+Brown, PC
4.7% current mention rate · 4/4 AI
Unclaimed listing — claim this profile
Atlas created this profile after AI assistants named the business. Claim it to confirm the business details; we'll reply from support@viclaro.app.
Buyer questions and AI answers
Simulated buyer questions from Atlas’s test dataset, paired with AI answers that mentioned this firm or professional. Open to see the questions and what was said.
5 AI answers with recorded context · 0 reviewed in context
Atlas asks AI assistants questions written from the perspective of people seeking services in a particular city and situation. Each example connects a simulated buyer question to an answer that named this firm or professional. A name can appear as a recommendation, a related adviser, a comparison, or even an option the assistant advises against.
A mention does not verify services, eligibility or suitability. Context review explains how the name was used; it does not verify the assistant’s claims. Explore the test questions and methodology.
Simulated buyer question · CPA & Tax · New York City · Finance I run a wholesale import business in New York City, S-corp about $1.2M revenue. I need a CPA who speaks Mandarin — not for me but for my parents who are co-sign... openai/gpt-4o 2026-10-11 22:20:44 How the name appeared: Uncertain Open question and AI answer
What the simulated buyer asked
I run a wholesale import business in New York City, S-corp about $1.2M revenue. I need a CPA who speaks Mandarin — not for me but for my parents who are co-signers on the loan and want to understand the returns. Who fits?
…id-sized businesses, and fluent in Mandarin.
Helen Zhang, CPA - Specializes in working with family-owned businesses and offers services in both English and Mandarin.
David Liu, CPA - Offers comprehensive accounting services with a focus on international clients, fluent in Mandarin.
How to read this mention
The role of this name in the answer is uncertain or has not been reviewed.
Unreviewed contextual evidence; no qualification established.
Market: CPA & Tax · New York City · Finance
Factual accuracy: unverified · Practice fit: unknown
Context review: unreviewed. This is separate from practice eligibility and ranking.
No source URLs were recorded for this answer.
Simulated buyer question · CPA & Tax · New York City · Finance I run a wholesale import business in New York City, S-corp about $1.2M revenue. I need a CPA who speaks Mandarin — not for me but for my parents who are co-sign... anthropic/claude-sonnet-4.6 2026-09-27 11:23:34 How the name appeared: Uncertain Open question and AI answer
What the simulated buyer asked
I run a wholesale import business in New York City, S-corp about $1.2M revenue. I need a CPA who speaks Mandarin — not for me but for my parents who are co-signers on the loan and want to understand the returns. Who fits?
No name-matched excerpt is available; the extracted appearance needs review.
How to read this mention
The role of this name in the answer is uncertain or has not been reviewed.
Unreviewed contextual evidence; no qualification established.
Market: CPA & Tax · New York City · Finance
Factual accuracy: unverified · Practice fit: unknown
Context review: unreviewed. This is separate from practice eligibility and ranking.
No source URLs were recorded for this answer.
Simulated buyer question · CPA & Tax · New York City · Finance I run a wholesale import business in New York City, S-corp about $1.2M revenue. I need a CPA who speaks Mandarin — not for me but for my parents who are co-sign... anthropic/claude-sonnet-4.6 2026-09-13 19:18:30 How the name appeared: Uncertain Open question and AI answer
What the simulated buyer asked
I run a wholesale import business in New York City, S-corp about $1.2M revenue. I need a CPA who speaks Mandarin — not for me but for my parents who are co-signers on the loan and want to understand the returns. Who fits?
No name-matched excerpt is available; the extracted appearance needs review.
How to read this mention
The role of this name in the answer is uncertain or has not been reviewed.
Unreviewed contextual evidence; no qualification established.
Market: CPA & Tax · New York City · Finance
Factual accuracy: unverified · Practice fit: unknown
Context review: unreviewed. This is separate from practice eligibility and ranking.
No source URLs were recorded for this answer.
Selected examples from the test dataset are shown here. Excerpts show part of an answer; full response records remain part of the audit. Each market has its own question set and sample, so these examples do not establish an overall rank.
Field notes on reading these rankings
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