Firm profile
Joshua Stein PLLC
Atlas has observed Joshua Stein PLLC in 1 market across New York City.
A sourced business description has not been added yet. Assistant mentions alone do not verify the firm's services.
Observed appearances in this market
Each market has its own date and sample; there is no overall firm rank. Other roles and raw appearances are separate from primary recommendations; counts must not be added together.
Latest published rankings (1)
Real Estate Law New York City · Legal Rank #66 · 2.0% mention rate ±2.1 Oct 20, 2026 Details +Close −
200 responses · 2/4 model families · Oct 20, 2026
Historical raw appearances · all roles
Named in 27 distinct assistant responses.
Jul 23, 2026 – Oct 20, 2026. Raw appearances do not establish a qualified primary rank or recommendation rate.
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.
See which prompts name your firm.
Compare the questions that name your firm, the peers mentioned instead, and the assistants’ original responses.