Real Estate Law / New York City
Joshua Stein PLLC
How to read this firm's data
How to read this firm's data
Header tiles
- Rank
- Position among businesses named in the latest scan.
- Mention rate
- The share of eligible AI responses in the current ranking that named the business.
Charts
- Rank trend
- Each dot is one published ranking, 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 Real Estate Law · 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: Real Estate Law · New York City
Position
#66
of 392 firms · Oct 20, 2026
Mention rate
2.0%
4 of 200 eligible responses
Rank vs mention rate
9 snapshots · 76 days
Rank ranged #30 to #103 · mention rate 1.0%–2.5%
How to read this chart
How to read: each dot is one snapshot. The green line is where this firm ranked among peers on that day. The dashed amber line is the mention rate — the share of AI responses in that snapshot that named this firm at all.
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 Jul 23, 2026–Oct 20, 2026
- Responses analyzed
- 1,400
- Responses naming business
- 27
- Historical appearance rate
- 1.9%
- Dates with published rank
- 10
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
- 7 mentions
- ChatGPT
- 10 mentions
- Gemini
- 10 mentions
- Perplexity
- 0 mentions
By question type
All-time mentions grouped by the type of question the buyer asked.
- Broad Authority
- 22 mentions
- Process
- 4 mentions
- Conversational
- 1 mention
Peer firms in New York City real estate law
Current ranks and mention rates · Oct 20, 2026 edition.
#1
Rosenberg & Estis
46.5% current mention rate · 4/4 AI
#2
Adam Leitman Bailey, P.C.
39.5% current mention rate · 4/4 AI
#3
Fried Frank
30.0% current mention rate · 4/4 AI
#4
Kramer Levin
28.5% current mention rate · 3/4 AI
#5
Belkin Burden Goldman, LLP
24.0% current mention rate · 4/4 AI
#6
Stroock & Stroock & Lavan LLP
19.0% current mention rate · 3/4 AI
#7
Greenberg Traurig
18.5% current mention rate · 4/4 AI
#8
Warshaw Burstein LLP
18.0% current mention rate · 3/4 AI
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Is this your firm?
Get a short preview showing one buyer question where AI assistants name Joshua Stein PLLC or a competitor. Emailed from support@viclaro.app within one business day. See the paid brief format →
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.
27 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 · Real Estate Law · New York City · Legal Best real estate attorneys at top New York City law firms? Name partner-level lawyers and their firms. google/gemini-2.5-flash 2026-10-20 18:19:31 How the name appeared: Uncertain Open question and AI answer
What the simulated buyer asked
Best real estate attorneys at top New York City law firms? Name partner-level lawyers and their firms.
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: Real Estate Law · New York City · Legal
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 · Real Estate Law · New York City · Legal Best real estate attorneys at top New York City law firms? Name partner-level lawyers and their firms. google/gemini-2.5-flash 2026-10-20 18:19:28 How the name appeared: Uncertain Open question and AI answer
What the simulated buyer asked
Best real estate attorneys at top New York City law firms? Name partner-level lawyers and their firms.
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: Real Estate Law · New York City · Legal
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 · Real Estate Law · New York City · Legal Best real estate attorneys at top New York City law firms? Name partner-level lawyers and their firms. openai/gpt-4o 2026-10-20 18:19:25 How the name appeared: Uncertain Open question and AI answer
What the simulated buyer asked
Best real estate attorneys at top New York City law firms? Name partner-level lawyers and their firms.
…file real estate deals in NYC. 2. Jay Neveloff - Kramer Levin Naftalis & Frankel LLP: Known for representing major developers and owners in complex transactions. 3. Joshua Stein - Joshua Stein PLLC: Specializes in commercial real estate, leasing, and financing. 4. Peter Irwin - Sidley Austin LLP: Focuses on real estate finance and investment transactions. 5. Robin Panovka - Wachtell, Lipton, Rosen & Katz: Expert in real estate mergers and acquisitions.
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: Real Estate Law · New York City · Legal
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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