The Singapore ChatGPT Index · October 2026
Who ChatGPT recommends in Singapore.
We asked ChatGPT 50 questions Singapore customers ask, in 10 industries, 3 times each on 8 October 2026, and counted which businesses it named. Some industries have a clear favourite (PKWA Law Practice LLC was named in 14 of 14 answers about divorce lawyers); in others, like tuition centres, ChatGPT named 52 different businesses, 32 of them only once.
What we found
From 149 ChatGPT answers, 8 October 2026.
- 1.
Some industries have a clear favourite
PKWA Law Practice LLC: named in 14 of 14 answers about divorce lawyers, first in 12. SoCool: named in 14 of 15 answers about aircon servicing, first in 8. Move Move Movers: named in 14 of 15 answers about movers, first in 13.
- 2.
Others are wide open
In tuition centres, ChatGPT named 52 different businesses across 15 answers, and 32 of them only once. The most-named was in 4 of 15.
- 3.
Specific questions find different businesses
89 of the 157 businesses ChatGPT named for a specific need (Invisalign, acne scars, an HDB move) never came up when we asked for a recommendation, the best or an affordable one in the same industry. In these answers, a specific need brought up businesses the broad questions didn’t.
- 4.
A map in almost every answer
ChatGPT showed a map of businesses with star ratings and review counts in 148 of 149 answers.
- 5.
The most-cited site is a “best of” list
bestinhood.com, a site of “best of” lists, was cited in 39 of 149 answers, more than any other site. The ten most-cited sites are listed below.
- 6.
Answers vary from run to run
The same business came first in all three runs for 13 of 49 questions (branches of one business count as the same). One answer is a snapshot, which is why we ask three times.
Sites ChatGPT cited most
Across all ten industries: how many answers cited each site.
- bestinhood.com39 of 149
- misslobang.com16 of 149
- thebestsg.com15 of 149
- morebetter.sg12 of 149
- bestthingreview.com9 of 149
- bestofsingapore.co8 of 149
- judiciary.gov.sg8 of 149
- terris.sg8 of 149
- bridely.sg7 of 149
- zenitharc.com.sg7 of 149
15 answers · 37 businesses named · map in 15
Dentists
| Business, as ChatGPT named it | Named in | First in |
|---|---|---|
| Specialist Dental Groupspecialistdentalgroup.com | 6 of 15 | 3 |
| Casa Dentalcasadental.com.sg | 5 of 15 | 1 |
| Straits Dental Group Orchardstraitsdental.com | 4 of 15 | 2 |
| Dental Designs Clinicdentaldesigns.com.sg | 4 of 15 | 0 |
| The Dental Studiodentalstudio.sg | 4 of 15 | 0 |
| Align Braces Clinicalignbracesclinic.com | 3 of 15 | 3 |
| The Oral Maxillofacial Practiceomfp.com.sg | 3 of 15 | 1 |
| Advanced Dental Specialists NovenaAlso listed as Advanced Dental Woodlands Centraladvanceddental.co | 3 of 15 | 0 |
| Greenlife Dental Clinicgreenlifedental.com.sg | 3 of 15 | 0 |
| Mount Elizabeth Orthodontic Clinicbraces.com.sg | 3 of 15 | 0 |
Businesses named in at least 2 answers. Another 27 were named less often.
Sites ChatGPT cited most
- bestinhood.com6
- terris.sg6
- moh.gov.sg3
- thebestsg.com2
- advanceddental.co1
The 5 questions, and who came first each time
Recommend: “Recommend a dentist in Singapore”
Run 1: Straits Dental Group Orchard · Run 2: Casa Dental · Run 3: Straits Dental Group Orchard
Best: “Best dental clinic in Singapore”
Run 1: Specialist Dental Group · Run 2: Synergy Dental Specialists · Run 3: Nuffield Dental Raffles Place
Affordable: “Affordable dentist in Singapore”
Run 1: Smile Central Clinic · Run 2: Universe Dental Clinic · Run 3: NHG Woodlands Polyclinic
Specific need: “Which dental clinic in Singapore is good for Invisalign?”
Run 1: Align Braces Clinic · Run 2: Align Braces Clinic · Run 3: Align Braces Clinic
Specific need: “Recommend a dentist in Singapore for wisdom tooth removal”
Run 1: Specialist Dental Group · Run 2: Specialist Dental Group · Run 3: The Oral Maxillofacial Practice
15 answers · 29 businesses named · map in 15
Aesthetic clinics
| Business, as ChatGPT named it | Named in | First in |
|---|---|---|
| The Clifford Cliniccliffordclinic.com | 8 of 15 | 6 |
| V Medical Aesthetics & Laser Clinicvaestheticsclinic.com.sg | 7 of 15 | 0 |
| Become Aesthetics Clinicbecomeaesthetics.com.sg | 6 of 15 | 1 |
| Cutis Medical Laser Clinicscutislaserclinics.com | 4 of 15 | 0 |
| Halley Medical Aestheticshalley.com.sg | 4 of 15 | 0 |
| Line Aesthetics Cliniclineaestheticsclinic.com | 4 of 15 | 0 |
| TSN Dermatology Skin Specialist ClinicAlso listed as TSN Dermatologyskinhealthsg.com.sg | 3 of 15 | 1 |
| Eeva Medical Aesthetic Cliniceevamedicalclinic.com | 3 of 15 | 0 |
| DermAllyAlso listed as DermAlly Specialist Skin Clinic & Surgerydermally.sg | 2 of 15 | 1 |
| Fundamental Aesthetic Medical Clinic & Treatment in Orchard, Singaporefundamentalaestheticclinic.com.sg | 2 of 15 | 1 |
Businesses named in at least 2 answers. Another 19 were named less often.
Sites ChatGPT cited most
- bestthingreview.com5
- drgerardee.com3
- luminederm.com3
- skinhealthsg.com.sg3
- bayclinic.sg2
The 5 questions, and who came first each time
Recommend: “Recommend an aesthetic clinic in Singapore”
Run 1: The Clifford Clinic · Run 2: The Clifford Clinic · Run 3: The Clifford Clinic
Best: “Best aesthetic clinic in Singapore”
Run 1: The Clifford Clinic · Run 2: The Clifford Clinic · Run 3: The Clifford Clinic
Affordable: “Affordable aesthetic clinic in Singapore”
Run 1: Fundamental Aesthetic Medical Clinic & Treatment in Orchard, Singapore · Run 2: Singapore Aesthetic Centre · Run 3: Become Aesthetics Clinic
Specific need: “Which aesthetic clinic in Singapore is good for acne scars?”
Run 1: Lumine Dermatology and Laser Clinic · Run 2: Sozo Aesthetic Clinic · Run 3: TSN Dermatology Skin Specialist Clinic
Specific need: “Recommend an aesthetic clinic in Singapore for pigmentation removal”
Run 1: Shine Dermatology · Run 2: DermAlly Specialist Skin Clinic & Surgery · Run 3: One Face Clinic
15 answers · 26 businesses named · map in 15
Physiotherapy
| Business, as ChatGPT named it | Named in | First in |
|---|---|---|
| The Rehab Lab Plustherehablabsg.com | 9 of 15 | 3 |
| Heal360 Physioclinicphysioclinic.sg | 8 of 15 | 2 |
| Singapore Physiosingaporephysio.com | 6 of 15 | 3 |
| Core Concepts Physiotherapy Raffles PlaceAlso listed as Core Concepts Physiotherapy Parkway Parade; Core Concepts Physiotherapy Novena Squarecoreconceptsphysio.sg | 6 of 15 | 2 |
| NTUC Health Rehabilitation & Physiotherapyntuchealth.sg | 4 of 15 | 2 |
| Physio & Sole ClinicAlso listed as Physio and Sole Clinicphysioandsole.com.sg | 3 of 15 | 1 |
| ACE Physio Sportsacephysiosport.com | 3 of 15 | 0 |
| Specialist Physio Jonathan, Central Singaporephysiojonathan.com | 3 of 15 | 0 |
| PhysioDass Spine & Sports Rehabphysiodass.com | 2 of 15 | 1 |
| Benchmark Physiobenchmarkphysio.com | 2 of 15 | 0 |
Businesses named in at least 2 answers. Another 16 were named less often.
Sites ChatGPT cited most
- bestinhood.com6
- thebestsg.com6
- sgh.com.sg5
- physioclinic.sg4
- acephysiosport.com2
The 5 questions, and who came first each time
Recommend: “Recommend a physiotherapy clinic in Singapore”
Run 1: Core Concepts Physiotherapy Raffles Place · Run 2: Physio & Sole Clinic · Run 3: The Rehab Lab Plus
Best: “Best physiotherapist in Singapore”
Run 1: The Rehab Lab Plus · Run 2: The Rehab Lab Plus · Run 3: Physio North
Affordable: “Affordable physiotherapy in Singapore”
Run 1: NTUC Health Rehabilitation & Physiotherapy · Run 2: Heal360 Physioclinic · Run 3: NTUC Health Rehabilitation & Physiotherapy
Specific need: “Which physiotherapy clinic in Singapore is good for sports injuries?”
Run 1: Singapore Physio · Run 2: Singapore Physio · Run 3: Singapore Physio
Specific need: “Recommend a physiotherapist in Singapore for back pain”
Run 1: PhysioDass Spine & Sports Rehab · Run 2: Core Concepts Physiotherapy Parkway Parade · Run 3: Heal360 Physioclinic
15 answers · 52 businesses named · map in 14
Tuition centres
| Business, as ChatGPT named it | Named in | First in |
|---|---|---|
| EduFirst Learning Centreedufirst.com.sg | 4 of 15 | 1 |
| The Learning Labthelearninglab.com.sg | 4 of 15 | 1 |
| The Pique Labthepiquelab.com | 4 of 15 | 1 |
| Zenith Education Studiozenitheducationstudio.com | 4 of 15 | 1 |
| EduEdge English & GP Specialistseduedge.com.sg | 3 of 15 | 3 |
| Master Maths Education Centre | 3 of 15 | 2 |
| AGrader Learning CentreAlso listed as AGrader Tuition Centreagrader.sg | 3 of 15 | 1 |
| Lil' but Mightylilbutmightyenglish.com | 3 of 15 | 0 |
| The Academic Workshoptheacademicworkshop.com | 3 of 15 | 0 |
| The Math Lab | 2 of 15 | 1 |
Businesses named in at least 2 answers. Another 42 were named less often.
Sites ChatGPT cited most
- sgdsa.com6
- morebetter.sg3
- sgtuitionrates.com3
- themathlab.com.sg2
- tuitioncentres.sg2
The 5 questions, and who came first each time
Recommend: “Recommend a tuition centre in Singapore”
Run 1: The Edu Experience · Run 2: Brain Matter Tuition · Run 3: EduFirst Learning Centre
Best: “Best tuition centre in Singapore”
Run 1: Zenith Education Studio · Run 2: The Learning Lab · Run 3: The Pique Lab
Affordable: “Affordable tuition centre in Singapore”
Run 1: AGrader Learning Centre · Run 2: Maxedge Tuition Centre · Run 3: UpLabs Learning Centre
Specific need: “Which tuition centre in Singapore is good for PSLE maths?”
Run 1: Master Maths Education Centre · Run 2: The Math Lab · Run 3: Master Maths Education Centre
Specific need: “Recommend an English tuition centre in Singapore for secondary school students”
Run 1: EduEdge English & GP Specialists · Run 2: EduEdge English & GP Specialists · Run 3: EduEdge English & GP Specialists
15 answers · 37 businesses named · map in 15
Interior designers
| Business, as ChatGPT named it | Named in | First in |
|---|---|---|
| Key Concept Singaporekeyconcept.com.sg | 10 of 15 | 4 |
| Casa Interior Designcasaid.com.sg | 5 of 15 | 1 |
| Design 4 Spacedesign4space.com.sg | 5 of 15 | 1 |
| Zenith Arc Interior Designzenitharc.com.sg | 4 of 15 | 3 |
| Homevera Interior Design Singaporehomeverainteriordesign.com | 4 of 15 | 0 |
| Ciseern by Designer Furnishingsciseern.com | 3 of 15 | 1 |
| Ft2Also listed as FT2ft2.com.sg | 3 of 15 | 1 |
| Le Interior Affairsleinterioraffairs.com | 3 of 15 | 1 |
| Eight Designeightdesign.com.sg | 3 of 15 | 0 |
| The Interior Labtheinteriorlab.com.sg | 3 of 15 | 0 |
Businesses named in at least 2 answers. Another 27 were named less often.
Sites ChatGPT cited most
- zenitharc.com.sg7
- homemarket.com.sg3
- qanvast.com3
- renovation-review.com3
- kopisite.com2
The 5 questions, and who came first each time
Recommend: “Recommend an interior designer in Singapore”
Run 1: Le Interior Affairs · Run 2: The Alchemists Design · Run 3: Zenith Arc Interior Design
Best: “Best interior design firm in Singapore”
Run 1: LA Design Studio · Run 2: Ciseern by Designer Furnishings · Run 3: Key Concept Singapore
Affordable: “Affordable interior designer in Singapore”
Run 1: Casa Interior Design · Run 2: Spacious Planners · Run 3: Key Concept Singapore
Specific need: “Which interior designer in Singapore is good for an HDB BTO renovation?”
Run 1: Key Concept Singapore · Run 2: Design 4 Space · Run 3: Key Concept Singapore
Specific need: “Recommend an interior designer in Singapore for a condo renovation”
Run 1: Zenith Arc Interior Design · Run 2: Zenith Arc Interior Design · Run 3: FT2
14 answers · 17 businesses named · map in 14
Divorce lawyers
| Business, as ChatGPT named it | Named in | First in |
|---|---|---|
| PKWA Law Practice LLCpkwalaw.com | 14 of 14 | 12 |
| IRB Law LLPirblaw.com.sg | 9 of 14 | 0 |
| Tembusu Law LLCtembusulaw.com.sg | 8 of 14 | 0 |
| Singapore Family Lawyerssingaporefamilylawyers.com.sg | 7 of 14 | 1 |
| Gloria James-Civetta & Cogjclaw.com.sg | 6 of 14 | 0 |
| Yeo & Associates LLCyeolaw.com.sg | 5 of 14 | 0 |
| Bonsai Law Corporationbonsailaw.com.sg | 3 of 14 | 0 |
| Regal Law LLCregallaw.com.sg | 3 of 14 | 0 |
| Harry Elias PartnershipAlso listed as Harry Elias Partnership LLPharryelias.com | 2 of 14 | 1 |
| 21 Chambers LLC21chambers.sg | 2 of 14 | 0 |
Businesses named in at least 2 answers. Another 7 were named less often.
Sites ChatGPT cited most
- judiciary.gov.sg8
- lawsociety.org.sg5
- bestinhood.com3
- bonsailaw.com.sg3
- doylesguide.com3
The 5 questions, and who came first each time
Recommend: “Recommend a divorce lawyer in Singapore”
Run 1: no answer came back · Run 2: PKWA Law Practice LLC · Run 3: PKWA Law Practice LLC
Best: “Best divorce lawyer in Singapore”
Run 1: Harry Elias Partnership LLP · Run 2: PKWA Law Practice LLC · Run 3: PKWA Law Practice LLC
Affordable: “Affordable divorce lawyer in Singapore”
Run 1: PKWA Law Practice LLC · Run 2: PKWA Law Practice LLC · Run 3: PKWA Law Practice LLC
Specific need: “Which law firm in Singapore is good for an uncontested divorce?”
Run 1: Singapore Family Lawyers · Run 2: PKWA Law Practice LLC · Run 3: PKWA Law Practice LLC
Specific need: “Recommend a family lawyer in Singapore for child custody”
Run 1: PKWA Law Practice LLC · Run 2: PKWA Law Practice LLC · Run 3: PKWA Law Practice LLC
15 answers · 35 businesses named · map in 15
Accounting firms
| Business, as ChatGPT named it | Named in | First in |
|---|---|---|
| Margin Wheelermarginwheeler.com | 8 of 15 | 3 |
| Harvest Accountingharvestaccounting.com.sg | 6 of 15 | 2 |
| Accounting Consultancyaccountingconsultancy.com | 6 of 15 | 1 |
| Osomeosome.com | 5 of 15 | 0 |
| Sleeksleek.com | 4 of 15 | 2 |
| SMATS Group SingaporeAlso listed as SMATSsmats.net | 4 of 15 | 0 |
| Profectant Corporate Servicesprofectant.com | 3 of 15 | 2 |
| HeySaraheysara.sg | 3 of 15 | 1 |
| Accounting Firm Singaporethinksme.sg | 3 of 15 | 0 |
| Alpha Business Solutionsabs.com.sg | 3 of 15 | 0 |
Businesses named in at least 2 answers. Another 25 were named less often.
Sites ChatGPT cited most
- harvestaccounting.com.sg5
- alyst.asia3
- iras.gov.sg3
- misslobang.com3
- statrys.com3
The 5 questions, and who came first each time
Recommend: “Recommend an accounting firm in Singapore for a small business”
Run 1: Accounting Consultancy · Run 2: Margin Wheeler · Run 3: Harvest Accounting
Best: “Best accounting firm in Singapore for SMEs”
Run 1: Sleek · Run 2: Harvest Accounting · Run 3: Counto
Affordable: “Affordable bookkeeping service in Singapore”
Run 1: Margin Wheeler · Run 2: Margin Wheeler · Run 3: K Cloud Accounting
Specific need: “Which firm in Singapore is good for company incorporation and corporate secretary services?”
Run 1: Sleek · Run 2: HeySara · Run 3: Corporate Secretarial Services
Specific need: “Recommend an accountant in Singapore for corporate tax filing”
Run 1: Profectant Corporate Services · Run 2: Precursor Assurance LLP · Run 3: Profectant Corporate Services
15 answers · 20 businesses named · map in 15
Wedding photographers
| Business, as ChatGPT named it | Named in | First in |
|---|---|---|
| Hey Stranger Photographyheystranger.sg | 11 of 15 | 4 |
| The Unique Storiestheuniquestories.com | 11 of 15 | 4 |
| TLGraphytlgraphysg.com | 11 of 15 | 2 |
| Smittenpixels Cosmittenpixels.com | 8 of 15 | 1 |
| Lightedpixels Photographylightedpixels.com | 6 of 15 | 0 |
| BV Weddingbvwedding.sg | 4 of 15 | 3 |
| OneThreeOneFouronethreeonefour.com | 4 of 15 | 0 |
| Our Momento Singapore Photographyourmomento.sg | 3 of 15 | 0 |
| Multifolds Productionsmultifolds.com.sg | 2 of 15 | 0 |
| Story & Artstoryandart.sg | 2 of 15 | 0 |
Businesses named in at least 2 answers. Another 10 were named less often.
Sites ChatGPT cited most
- bestinhood.com9
- bridely.sg7
- bestofsingapore.co6
- vows.sg5
- aven.wedding3
The 5 questions, and who came first each time
Recommend: “Recommend a wedding photographer in Singapore”
Run 1: The Unique Stories · Run 2: The Unique Stories · Run 3: Hey Stranger Photography
Best: “Best wedding photographer in Singapore”
Run 1: Hey Stranger Photography · Run 2: Hey Stranger Photography · Run 3: Smittenpixels Co
Affordable: “Affordable wedding photographer in Singapore”
Run 1: BV Wedding · Run 2: BV Wedding · Run 3: BV Wedding
Specific need: “Recommend a wedding photographer in Singapore for a ROM solemnisation”
Run 1: TLGraphy · Run 2: RS Photography · Run 3: TLGraphy
Specific need: “Recommend a photographer in Singapore for a pre-wedding photoshoot”
Run 1: The Unique Stories · Run 2: Hey Stranger Photography · Run 3: The Unique Stories
15 answers · 23 businesses named · map in 15
Aircon servicing
| Business, as ChatGPT named it | Named in | First in |
|---|---|---|
| SoCoolsocool.sg | 14 of 15 | 8 |
| 338 Aircon338aircon.sg | 9 of 15 | 0 |
| DW Aircon Servicing Singaporedwaircon.com | 6 of 15 | 1 |
| GoodCool Aircon Servicing & Repair Singaporegoodcoolsg.com | 6 of 15 | 1 |
| Tech-V Air Conditioningtechvace.com | 5 of 15 | 0 |
| Letscool Aircon and Servicesletscoolaircon.com.sg | 4 of 15 | 0 |
| Affordable Aircon Servicesaffordable-aircon.com.sg | 2 of 15 | 2 |
| Cool Airconcoolaircon.sg | 2 of 15 | 1 |
| City Coolingcitycoolingengr.com.sg | 2 of 15 | 0 |
Businesses named in at least 2 answers. Another 14 were named less often.
Sites ChatGPT cited most
- bestinhood.com10
- morebetter.sg8
- singaporeaircond.com5
- airconfairprice.sg2
- airconcontractors.com1
The 5 questions, and who came first each time
Recommend: “Recommend an aircon servicing company in Singapore”
Run 1: SoCool · Run 2: SoCool · Run 3: SoCool
Best: “Best aircon servicing company in Singapore”
Run 1: SoCool · Run 2: SoCool · Run 3: SoCool
Affordable: “Affordable aircon servicing in Singapore”
Run 1: Affordable Aircon Services · Run 2: Air Conditioner Servicing, Cleaning & Repair Singapore · Run 3: Affordable Aircon Services
Specific need: “Which company in Singapore is good for an aircon chemical overhaul?”
Run 1: SoCool · Run 2: LK Brothers Engineering · Run 3: SoCool
Specific need: “Recommend an aircon servicing company in Singapore to fix a leaking aircon”
Run 1: Cool Aircon · Run 2: DW Aircon Servicing Singapore · Run 3: GoodCool Aircon Servicing & Repair Singapore
15 answers · 20 businesses named · map in 15
Movers
| Business, as ChatGPT named it | Named in | First in |
|---|---|---|
| Move Move MoversAlso listed as Move Movemovemove.biz | 14 of 15 | 13 |
| CYC Moverscycmovers.com | 9 of 15 | 2 |
| Soon Seng Transport & MoversAlso listed as Soon Sengsoonsengtransport.com.sg | 9 of 15 | 0 |
| Cube Moverscubemovers.com | 8 of 15 | 0 |
| Red Sun Moversredsunmovers.com.sg | 5 of 15 | 0 |
| Aspect Mover & Warehousingaspectmover.sg | 4 of 15 | 0 |
| Joy Moversyourjoymovers.com | 4 of 15 | 0 |
| Ascent Moversascentmovers.com.sg | 2 of 15 | 0 |
| SgHomz Movers SingaporeAlso listed as SgHomzsghomzmovers.com | 2 of 15 | 0 |
| Superior Movers Singaporemovers.com.sg | 2 of 15 | 0 |
Businesses named in at least 2 answers. Another 10 were named less often.
Sites ChatGPT cited most
- misslobang.com11
- bestinhood.com5
- handld.org4
- thehoneycombers.com3
- movers.com.sg2
The 5 questions, and who came first each time
Recommend: “Recommend a moving company in Singapore”
Run 1: Move Move Movers · Run 2: Move Move Movers · Run 3: Move Move Movers
Best: “Best movers in Singapore”
Run 1: Move Move Movers · Run 2: Move Move Movers · Run 3: Move Move Movers
Affordable: “Affordable movers in Singapore”
Run 1: Move Move Movers · Run 2: Move Move Movers · Run 3: Move Move Movers
Specific need: “Which moving company in Singapore is good for an HDB flat move?”
Run 1: CYC Movers · Run 2: Move Move Movers · Run 3: Move Move Movers
Specific need: “Recommend movers in Singapore for an office move”
Run 1: Move Move Movers · Run 2: Move Move Movers · Run 3: CYC Movers
How we did it
So you can check it, or repeat it.
The questions. Five per industry, worded the way customers ask: a recommendation, the best, an affordable one, and two specific needs. The wording is fixed, so later editions ask exactly the same questions.
How we asked. On chatgpt.com, through DataForSEO’s ChatGPT scraper, set to Singapore and English, each question as a new chat, 3 times, on 8 October 2026. 149 of 150 answers came back; for one, DataForSEO reported that ChatGPT gave no result, and the question’s line below says which run.
What counts as named. A business counts when ChatGPT showed it on its map, put its name first in a row of a table of businesses, or opened a list item with its name in bold. A plain or indented list item counts only if the business is also on the map. One business counts once when ChatGPT used several names for it: the same name with and without its website; names on the same website that start with the same word (branches); or a name that starts the other (“Move Move” and “Move Move Movers”), where a one-word name counts only if it’s a brand like “SMATS”, not a trade word like “Physio”. Two names whose listings give different websites are never merged. Two listing names were corrected by hand, and the data file says which and why. “First” is the first business a reader meets in the answer. Names are shown as ChatGPT gave them, with any other names it used and the website its listing gave; we checked the lists by hand.
What it isn’t. This is what ChatGPT said, not our recommendation, and not a ranking of quality. Answers vary from run to run, and people who are logged in or ask differently may see other answers. No business paid to be included. If a business we work with appears, we say so next to its name.
The data. Download it as JSON (every question, run and business named). Free to use under CC BY 4.0, with a link to this page.
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