AI Visibility Market Study/Real estate developers/Pune/07 Oct
Who AI recommends for real estate developers in Pune
We asked four AI assistants the 50 questions a buyer in Pune asks before choosing, none of which names a seller, and read 732 answers. MahaRERA was named in 227 of them, 31%.Then Kolte Patil (199), MagicBricks (172), housing.com (156). 36 of 732 answers named no local seller at all.
The leaderboard
80 sellers were named more than once. These are the ones buyers hear about.
Share is the fraction of all 732 answers that named the seller. Cited counts answers that linked to the seller's own site. Average position is where the seller first appeared in the answer, 0 being the first word. Runs is how many of the 2 runs named it.
| # | Seller | Named | Share | Cited | Avg position | Runs | |
|---|---|---|---|---|---|---|---|
| 1 | MahaRERAdealer groupas MahaRERA Portal, MahaRERA (Maharashtra Real Estate Regulatory Authority), Maha-RERA | 227 / 732 | 31% | 76 | 0.48 | 2 | |
| 2 | 199 / 732 | 27% | 1 | 0.35 | 2 | ||
| 3 | MagicBricksdealer groupas magicbricks.com, MagicBricks Pune, Magicbricks.com | 172 / 732 | 23% | 111 | 0.38 | 2 | |
| 4 | housing.comdealer groupas Housing.com Pune, housinghelp.in, Housing.com Property Management | 156 / 732 | 21% | 112 | 0.38 | 2 | |
| 5 | 99acresdealer groupas 99acres.com, 99 Acres, 99acres Pune | 138 / 732 | 19% | 95 | 0.38 | 2 | |
| 6 | Pune Municipal Corporationdealer groupas Pune Municipal Corporation (PMC), Pune Municipal Corporation (PMC) Property Tax Department, Pune Municipal Corporation (PMC) Website | 127 / 732 | 17% | 0 | 0.39 | 2 | |
| 7 | Godrej Propertiesdealer group | 120 / 732 | 16% | 42 | 0.36 | 2 | |
| 8 | 116 / 732 | 16% | 79 | 0.32 | 2 | ||
| 9 | 107 / 732 | 15% | 52 | 0.34 | 2 | ||
| 10 | Gera Developmentsdealer groupas Gera, Gera Developments Pvt. Ltd | 90 / 732 | 12% | 26 | 0.38 | 2 | |
| 11 | Knight Frank India | 90 / 732 | 12% | 6 | 0.43 | 2 | |
| 12 | JLLdealer groupas JLL India, JLL India (Jones Lang LaSalle), Jones Lang LaSalle (JLL) India | 89 / 732 | 12% | 16 | 0.40 | 2 | |
| 13 | HDFCdealer groupas HDFC Bank, HDFC Bank Home Loans, HDFC ERGO Home Insurance | 82 / 732 | 11% | 16 | 0.31 | 2 | |
| 14 | PCMCdealer groupas Pimpri-Chinchwad Municipal Corporation (PCMC), Pimpri Chinchwad Municipal Corporation (PCMC), PCMC (Pimpri Chinchwad Municipal Corporation) | 82 / 732 | 11% | 2 | 0.42 | 2 | |
| 15 | Cushman & Wakefielddealer groupas Cushman & Wakefield India, Cushman & Wakefield Pune, Cushman & Wakefield - Pune | 76 / 732 | 10% | 0 | 0.39 | 2 | |
| 16 | A Advani Realtydealer groupas Amanora Park Town, Aishwaryam Group, Amanora Park Town (City Corporation) | 73 / 732 | 10% | 4 | 0.36 | 2 | |
| 17 | ICICIdealer groupas ICICI Bank, ICICI Lombard, ICICI Lombard Home Insurance | 72 / 732 | 10% | 17 | 0.34 | 2 | |
| 18 | Square Yardsdealer groupas SquareYards, TimesProperty, Square Yards - Pune | 68 / 732 | 9% | 54 | 0.44 | 2 | |
| 19 | ANAROCKdealer groupas Anarock Property Consultants, ANAROCK Property Consultants, ANAROCK Research | 62 / 732 | 8% | 11 | 0.46 | 2 | |
| 20 | VTPdealer groupas VTP Realty, VTP Monarque, VTP Realty Projects | 60 / 732 | 8% | 18 | 0.41 | 2 | |
| 21 | Rohan Buildersdealer groupas Rohan Builders (India) Pvt. Ltd., Rohan Group | 59 / 732 | 8% | 22 | 0.39 | 2 | |
| 22 | 58 / 732 | 8% | 26 | 0.39 | 2 | ||
| 23 | PMCdealer groupas PMC (Pune Municipal Corporation), PMC Property Tax Portal, pmc.gov.in | 58 / 732 | 8% | 12 | 0.42 | 2 | |
| 24 | Colliersdealer groupas Colliers India, Colliers International, Colliers International India | 52 / 732 | 7% | 3 | 0.38 | 2 | |
| 25 | PMRDAdealer groupas PMRDA (Pune Metropolitan Region Development Authority), PMRDA Pune, PMRDA Land and Estate Department | 49 / 732 | 7% | 17 | 0.42 | 2 |
What stands out
Four things to take from this
- MahaRERA is the default answer, named in 227 of 732 answers (31%). Kolte Patil follows at 199.
- housing.com is a memory answer. Claude named it in 98 of 137 answers, the three web assistants in 58 of 595. The model knows the name; the live web sends buyers elsewhere.
- Kolte Patil leads 3 of 8 topics. MagicBricks leads Location evaluation; HDFC leads Financing options; MahaRERA leads Agent reliability; Pune Municipal Corporation leads Property regulations.
- PropTiger, a marketplace, was named in 46 answers. Ranked against the sellers it would sit 27th. Every one of those answers is a shortlist a local seller could have been on.
By assistant
Four assistants, four different shortlists
Each cell is answers naming the seller out of answers given by that assistant.
| Seller | Claude | ChatGPT | Gemini | Google AI Overviews | All |
|---|---|---|---|---|---|
| MahaRERA | 59/137 | 59/196 | 63/205 | 46/194 | 31% |
| 66/137 | 23/196 | 56/205 | 54/194 | 27% | |
| MagicBricks | 97/137 | 23/196 | 25/205 | 27/194 | 23% |
| housing.com | 98/137 | 26/196 | 17/205 | 15/194 | 21% |
| 99acres | 92/137 | 10/196 | 22/205 | 14/194 | 19% |
| Pune Municipal Corporation | 71/137 | 16/196 | 20/205 | 20/194 | 17% |
| Godrej Properties | 50/137 | 15/196 | 26/205 | 29/194 | 16% |
| 72/137 | 16/196 | 19/205 | 9/194 | 16% | |
| 61/137 | 10/196 | 22/205 | 14/194 | 15% | |
| Gera Developments | 51/137 | 18/196 | 16/205 | 5/194 | 12% |
| Knight Frank India | 67/137 | 8/196 | 8/205 | 8/194 | 12% |
| JLL | 60/137 | 15/196 | 7/205 | 7/194 | 12% |
By topic
Where each seller owns the answer
| Seller | Market trends Pune | Location evaluation | New developments | Financing options | Aftercare services | Agent reliability | Property regulations | Sustainability features |
|---|---|---|---|---|---|---|---|---|
| MahaRERA | 25/103 | 28/103 | 35/85 | 12/86 | 23/87 | 48/86 | 54/91 | 2/91 |
| 45/103 | 28/103 | 44/85 | 10/86 | 30/87 | 16/86 | 0/91 | 26/91 | |
| MagicBricks | 26/103 | 48/103 | 36/85 | 9/86 | 12/87 | 26/86 | 8/91 | 7/91 |
| housing.com | 27/103 | 31/103 | 40/85 | 6/86 | 10/87 | 27/86 | 8/91 | 7/91 |
| 99acres | 24/103 | 39/103 | 26/85 | 4/86 | 9/87 | 23/86 | 7/91 | 6/91 |
| Pune Municipal Corporation | 7/103 | 10/103 | 2/85 | 8/86 | 17/87 | 6/86 | 58/91 | 19/91 |
| Godrej Properties | 20/103 | 13/103 | 34/85 | 1/86 | 21/87 | 7/86 | 0/91 | 24/91 |
| 6/103 | 32/103 | 19/85 | 7/86 | 23/87 | 20/86 | 5/91 | 4/91 | |
| 21/103 | 12/103 | 16/85 | 2/86 | 15/87 | 9/86 | 4/91 | 28/91 | |
| Gera Developments | 28/103 | 12/103 | 18/85 | 2/86 | 11/87 | 11/86 | 1/91 | 7/91 |
| Knight Frank India | 28/103 | 14/103 | 8/85 | 5/86 | 9/87 | 19/86 | 5/91 | 3/91 |
| JLL | 30/103 | 13/103 | 7/85 | 5/86 | 8/87 | 18/86 | 5/91 | 3/91 |
Topic authority
The leaderboard for every authority topic
Each table ranks sellers on one topic by answers naming them. Cited counts answers on that topic that linked to the seller's site.
Understanding real estate trends in Pune
| # | Seller | Named | Cited | Standing | |
|---|---|---|---|---|---|
| 1 | 45 / 103 | 0 | Leads | ||
| 2 | JLL | 30 / 103 | 15 | Lags by 15 pts | |
| 3 | ANAROCK | 29 / 103 | 10 | Lags by 16 pts | |
| 4 | Gera Developments | 28 / 103 | 8 | Lags by 17 pts | |
| 5 | Knight Frank India | 28 / 103 | 4 | Lags by 17 pts | |
| 6 | housing.com | 27 / 103 | 20 | Lags by 18 pts | |
| 7 | MagicBricks | 26 / 103 | 15 | Lags by 19 pts | |
| 8 | MahaRERA | 25 / 103 | 7 | Lags by 20 pts |
Evaluating property locations in Pune
| # | Seller | Named | Cited | Standing | |
|---|---|---|---|---|---|
| 1 | MagicBricks | 48 / 103 | 36 | Leads | |
| 2 | 99acres | 39 / 103 | 30 | Lags by 9 pts | |
| 3 | 32 / 103 | 24 | Lags by 16 pts | ||
| 4 | housing.com | 31 / 103 | 23 | Lags by 17 pts | |
| 5 | MahaRERA | 28 / 103 | 7 | Lags by 20 pts | |
| 6 | 28 / 103 | 0 | Lags by 20 pts | ||
| 7 | Square Yards | 24 / 103 | 20 | Lags by 24 pts | |
| 8 | A Advani Realty | 17 / 103 | 0 | Lags by 31 pts |
Comparing new developments in Pune
| # | Seller | Named | Cited | Standing | |
|---|---|---|---|---|---|
| 1 | 44 / 85 | 1 | Leads | ||
| 2 | housing.com | 40 / 85 | 27 | Lags by 4 pts | |
| 3 | MagicBricks | 36 / 85 | 21 | Lags by 8 pts | |
| 4 | MahaRERA | 35 / 85 | 7 | Lags by 9 pts | |
| 5 | Godrej Properties | 34 / 85 | 11 | Lags by 10 pts | |
| 6 | 99acres | 26 / 85 | 17 | Lags by 18 pts | |
| 7 | 19 / 85 | 15 | Lags by 25 pts | ||
| 8 | VTP | 19 / 85 | 6 | Lags by 25 pts |
Assessing property financing options in Pune
| # | Seller | Named | Cited | Standing | |
|---|---|---|---|---|---|
| 1 | HDFC | 57 / 86 | 15 | Leads | |
| 2 | ICICI | 48 / 86 | 11 | Lags by 9 pts | |
| 3 | MahaRERA | 12 / 86 | 4 | Lags by 45 pts | |
| 4 | 10 / 86 | 0 | Lags by 47 pts | ||
| 5 | MagicBricks | 9 / 86 | 6 | Lags by 48 pts | |
| 6 | Pune Municipal Corporation | 8 / 86 | 0 | Lags by 49 pts | |
| 7 | 7 / 86 | 6 | Lags by 50 pts | ||
| 8 | PMC | 7 / 86 | 3 | Lags by 50 pts |
Exploring aftercare services for buyers in Pune
| # | Seller | Named | Cited | Standing | |
|---|---|---|---|---|---|
| 1 | 30 / 87 | 0 | Leads | ||
| 2 | MahaRERA | 23 / 87 | 10 | Lags by 7 pts | |
| 3 | 23 / 87 | 7 | Lags by 7 pts | ||
| 4 | Godrej Properties | 21 / 87 | 6 | Lags by 9 pts | |
| 5 | PropertyCare | 19 / 87 | 14 | Lags by 11 pts | |
| 6 | Urban Company | 19 / 87 | 4 | Lags by 11 pts | |
| 7 | Pune Municipal Corporation | 17 / 87 | 0 | Lags by 13 pts | |
| 8 | 15 / 87 | 4 | Lags by 15 pts |
Finding reliable real estate agents in Pune
| # | Seller | Named | Cited | Standing | |
|---|---|---|---|---|---|
| 1 | MahaRERA | 48 / 86 | 16 | Leads | |
| 2 | housing.com | 27 / 86 | 17 | Lags by 21 pts | |
| 3 | MagicBricks | 26 / 86 | 14 | Lags by 22 pts | |
| 4 | 99acres | 23 / 86 | 13 | Lags by 25 pts | |
| 5 | 20 / 86 | 13 | Lags by 28 pts | ||
| 6 | Proprise Property Consulting | 20 / 86 | 0 | Lags by 28 pts | |
| 7 | Knight Frank India | 19 / 86 | 1 | Lags by 29 pts | |
| 8 | RaeesRoyal Private Limited | 19 / 86 | 0 | Lags by 29 pts |
Understanding property regulations in Pune
| # | Seller | Named | Cited | Standing | |
|---|---|---|---|---|---|
| 1 | Pune Municipal Corporation | 58 / 91 | 0 | Leads | |
| 2 | MahaRERA | 54 / 91 | 23 | Lags by 4 pts | |
| 3 | PCMC | 54 / 91 | 0 | Lags by 4 pts | |
| 4 | PMC | 36 / 91 | 5 | Lags by 22 pts | |
| 5 | PMRDA | 29 / 91 | 10 | Lags by 29 pts | |
| 6 | Maharashtra Real Estate Regulatory Authority | 14 / 91 | 0 | Lags by 44 pts | |
| 7 | housing.com | 8 / 91 | 8 | Lags by 50 pts | |
| 8 | BeyondWalls | 8 / 91 | 8 | Lags by 50 pts |
Evaluating sustainability features in Pune properties
| # | Seller | Named | Cited | Standing | |
|---|---|---|---|---|---|
| 1 | 28 / 91 | 20 | Leads | ||
| 2 | 26 / 91 | 0 | Lags by 2 pts | ||
| 3 | Godrej Properties | 24 / 91 | 13 | Lags by 4 pts | |
| 4 | A Advani Realty | 20 / 91 | 1 | Lags by 8 pts | |
| 5 | Pune Municipal Corporation | 19 / 91 | 0 | Lags by 9 pts | |
| 6 | 15 / 91 | 10 | Lags by 13 pts | ||
| 7 | 14 / 91 | 13 | Lags by 14 pts | ||
| 8 | Rohan Builders | 13 / 91 | 8 | Lags by 15 pts |
Who takes the answer instead
PropTiger was named in 46 answers
Marketplaces and makes are the other names in these answers. The most named were PropTiger (46), Godrej (41), PROPERTY DOT COM (38), CommonFloor (32). 36 of 732 answers named no local seller at all. Every marketplace mention is a shortlist a local seller could have been on.
Sources
18 websites were cited most
| # | Site | Answers citing | Share |
|---|---|---|---|
| 1 | 102 | 14% | |
| 2 | 26 | 4% | |
| 3 | 17 | 2% | |
| 4 | 12 | 2% | |
| 5 | 9 | 1% | |
| 6 | 7 | 1% | |
| 7 | 3 | 0% | |
| 8 | 2 | 0% | |
| 9 | 2 | 0% | |
| 10 | 2 | 0% | |
| 11 | 1 | 0% | |
| 12 | 1 | 0% | |
| 13 | 1 | 0% | |
| 14 | 1 | 0% | |
| 15 | 1 | 0% | |
| 16 | 1 | 0% | |
| 17 | 1 | 0% | |
| 18 | 1 | 0% |
Every question
What each question produced
The score is assistants that named at least one seller out of assistants asked. Below each question, the sellers named most, with the number of assistants naming them. Open a question to read every answer as the assistants gave it.
Understanding real estate trends in Pune
What are the current real estate trends in Pune
ANAROCK (4), Cushman & Wakefield (3), housing.com (2), Square Yards (2), JLL (2)
Which areas in Pune are experiencing the most growth in property value
99acres (3), MagicBricks (2), Square Yards (2), housing.com (2), ANAROCK (2)
Who are the leading real estate developers in Pune right now
Kolte Patil (4), Kumar Properties (4), Godrej Properties (4), Rohan Builders (4), Nyati Group (4)
How to choose the best properties to invest in Pune
Kolte Patil (4), MahaRERA (4), Pune Municipal Corporation (3), PCMC (3), PMC (3)
Where to find reliable market reports on Pune's real estate sector
Knight Frank India (4), JLL (4), CBRE (4), Cushman & Wakefield (4), ANAROCK (4)
What are the most popular neighbourhoods for new homebuyers in Pune
MagicBricks (2), housing.com (2), Majhghar (2), Kolte Patil (2), Goel Ganga Developments (2)
Which upcoming projects in Pune are generating the most interest
Lodha (3), Mahindra (3), Kolte Patil (3), Shapoorji Pallonji (3), Square Yards (3)
Evaluating property locations in Pune
What are the safest neighbourhoods to buy property in Pune
99acres (2), NoBroker (2), SOBHA (2), A Advani Realty (2), Pharande Spaces (2)
Where to find affordable housing options in Pune
MagicBricks (3), PMRDA (3), 99acres (2), housing.com (2), NoBroker (2)
How to compare property prices in different areas of Pune
MagicBricks (4), housing.com (4), 99acres (3), Square Yards (3), MahaRERA (3)
Which localities in Pune offer the best amenities for families
A Advani Realty (4), NoBroker (2), Phoenix Market City (2), Pharande Spaces (2), Magarpatta City (2)
Who are the most reputable property agents in Pune
JLL (3), Knight Frank India (3), Cushman & Wakefield (2), CBRE (2), Square Yards (2)
How to evaluate the resale value of properties in Pune
MagicBricks (4), 99acres (2), Kolte Patil (2), PCMC (2), PMC (2)
Where to look for newly launched residential projects in Pune
MagicBricks (4), 99acres (4), Kolte Patil (4), MahaRERA (4), housing.com (3)
Comparing new developments in Pune
What are the top new residential developments in Pune right now
Godrej Properties (4), Kolte Patil (4), Lodha (4), Shapoorji Pallonji (4), Mahindra (3)
How to find the best luxury properties in Pune
Panchshil (4), MahaRERA (4), SOBHA (4), NoBroker (3), Kolte Patil (3)
Which areas in Pune have the most competitive pricing for new homes
Kolte Patil (3), 99acres (3), housing.com (3), Gera Developments (1), Kumar Properties (1)
Who offers the best payment plans for new developments in Pune
Godrej Properties (4), Kolte Patil (4), Lodha (4), Mahindra (4), Parshva Estate (3)
Where to compare housing projects in Pune based on amenities
MagicBricks (4), housing.com (4), NoBroker (4), 99acres (3), MahaRERA (3)
What are the most trusted sources for property reviews in Pune
MagicBricks (4), 99acres (4), housing.com (4), MahaRERA (4), NoBroker (2)
Assessing property financing options in Pune
What financing options are available for buying property in Pune
HDFC (4), ICICI (4), A Advani Realty (2), Pune Municipal Corporation (2), MahaRERA (2)
How to assess mortgage rates for properties in Pune
HDFC (4), ICICI (4), MahaRERA (3), Pune Municipal Corporation (1), MagicBricks (1)
Which banks in Pune offer the best home loan deals
HDFC (4), ICICI (4), NoBroker (1)
What are the eligibility criteria for home loans in Pune
HDFC (4), ICICI (3), PMC (2), PCMC (2), PNB Housing (2)
Where to find financial advisors for property investment in Pune
Cushman & Wakefield (3), Bigbucks Financial Services (3), Knight Frank India (2), JLL (2), CBRE (2)
How to calculate property transfer costs in Pune
MagicBricks (2), Kolte Patil (2), housing.com (1), NoBroker (1), Pune Municipal Corporation (1)
Exploring aftercare services for buyers in Pune
What aftercare services should I expect after buying a home in Pune
MahaRERA (3), Pune Municipal Corporation (3), PCMC (3), Kolte Patil (3), Maharashtra Real Estate Regulatory Authority (3)
How do I find the best aftercare support for new homeowners in Pune
Kolte Patil (3), Kumar Properties (3), Urban Company (3), NoBroker (3), PropertyCare (3)
Which developers in Pune provide excellent post-purchase assistance
Kolte Patil (4), Godrej Properties (4), Rohan Builders (4), Gera Developments (4), Kumar Properties (3)
What are the most common aftercare issues faced by homebuyers in Pune
MahaRERA (4), Pune Municipal Corporation (3), PCMC (3), NoBroker (2), PMC (2)
Where can I get help for property maintenance after buying in Pune
NoBroker (3), Urban Company (3), IndiaMART (3), PropertyCare (3), MahaRERA (2)
Who should I contact for property management services in Pune
NoBroker (4), PropertyCare (3), NestAway (2), Lisa Home Solutions Pvt. Ltd (2), Cura NRI Property Services (2)
Finding reliable real estate agents in Pune
What are the most trusted real estate agencies in Pune
Kolte Patil (3), Godrej Properties (3), MahaRERA (3), RaeesRoyal Private Limited (3), Sairaj Real Estate (3)
How to identify reliable property consultants in Pune
MahaRERA (4), 99acres (2), Kolte Patil (2), CREDAI (1), MagicBricks (1)
Which real estate agents in Pune have the best customer reviews
NoBroker (2), Maharashtra Real Estate Regulatory Authority (2), Pune Property Investor (2), RaeesRoyal Private Limited (2), Metropedia & Co (2)
Where to find recommendations for real estate professionals in Pune
housing.com (4), MahaRERA (4), MagicBricks (3), 99acres (3), NoBroker (2)
Who are the top-rated estate agents in Pune right now
ANAROCK (2), Square Yards (2), MagicBricks (2), MahaRERA (2), Pune Property Investor (2)
How to find experienced property advisors in Pune
MahaRERA (4), Kolte Patil (3), MagicBricks (3), housing.com (3), ANAROCK (3)
Understanding property regulations in Pune
What are the key property regulations I should know before buying in Pune
MahaRERA (4), Pune Municipal Corporation (4), PCMC (4), PMRDA (4), PMC (3)
Which government bodies oversee real estate regulations in Pune
PCMC (4), MahaRERA (4), Maharashtra Real Estate Regulatory Authority (3), Pune Municipal Corporation (3), PMRDA (2)
How to stay updated on changes in property laws in Pune
Pune Municipal Corporation (4), PMC (4), MahaRERA (4), PMRDA (3), Maharashtra Real Estate Regulatory Authority (2)
What documents are necessary for property transactions in Pune
MahaRERA (4), Pune Municipal Corporation (2), Maharashtra Real Estate Regulatory Authority (2), PMC (2), PCMC (2)
Where to find guidelines for property taxes in Pune
Pune Municipal Corporation (4), PMC (4), PCMC (2), MahaRERA (1), housing.com (1)
How to understand zoning laws affecting properties in Pune
Pune Municipal Corporation (4), PCMC (4), PMC (3), PMRDA (3), MahaRERA (2)
Evaluating sustainability features in Pune properties
What are the best sustainable building practices used by developers in Pune
Kolte Patil (2), Panchshil (2), A Advani Realty (2), Pune Municipal Corporation (2), VB Ventures (2)
Where to find properties with green certifications in Pune
MagicBricks (3), housing.com (3), Godrej Properties (3), 99acres (2), Panchshil (2)
Which neighbourhoods in Pune prioritise eco-friendly living
Kumar Properties (3), Kolte Patil (3), Magarpatta City (3), Engineers Horizon (2), Nyati Group (1)
Who are the developers focused on sustainable housing in Pune
Kolte Patil (3), Godrej Properties (3), A Advani Realty (3), Rohan Builders (2), Gera Developments (2)
How to evaluate energy efficiency features in Pune properties
Pune Municipal Corporation (3), Kumar Properties (2), Legacy Lifespaces (2), SKYi Developers (2), Kolte Patil (1)
What amenities indicate sustainability in properties around Pune
Kumar Properties (2), A Advani Realty (2), SOBHA (2), SKYi Developers (2), Goel Ganga Developments (2)
Method
How this was measured
- 50 questions across 8 topics, written the way a buyer in Pune would type them. None of them names a seller.
- Every question was put to Claude, ChatGPT, Gemini, Google AI Overviews from a connection in India, in two runs, 732 answers in all.
- A judge model read each answer and listed every business it named, whether the answer linked to that business, where it first appeared and how it was described. Names are merged on a normalised form and known websites are attached where the answer linked to them.
- Marketplaces, finance providers, manufacturers, service chains and reference sites are classified and kept out of the seller leaderboard. They are reported separately where they matter.
- Each question was asked once per assistant per run. A single cell can turn on chance; the pattern across the study is the finding.
- This measures being named, not being visited or chosen. Appearing in an answer is the first condition of being considered.
- Copilot was attempted and excluded: it answered 0 of 100 prompts, below the half needed to be scored.
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