GOJI

How the Index was measured

Every rule we used to build the Index: how the businesses were picked, what we asked, how the answers were captured, and how they were scored. Published so you can check our working instead of taking our word for it.

100 businesses473 questions3 engines1,459 answers, August 2026
How the businesses were pickedStep 01

We measured 100 Australian businesses, ten in each of 10 industries. The point of the selection rules is that we did not hand-pick anybody: a business is in the study because a buyer looking for its category would find it.

  1. The five product industries, which are Ecommerce, Supermarkets, Big Retail, Banks and FMCG, were picked by market position from public rankings. These are the brands Australians actually buy from, in the order the market puts them.
  2. The five service industries, which are Healthcare, Real Estate, Builders, Manufacturers and Lawyers, were picked by who actually ranks on Google for the category’s own search terms, with directories and aggregators stripped out. If a business earns the category’s search traffic, it is in.
  3. Three national brands failed that ranking test. We kept them in the study and said so, because a brand missing from its own category’s search results is a finding, not a sampling error, and quietly swapping them out would have tidied away the very thing the Index measures.

The full register, meaning every business we measured, is published at the bottom of this page and on each industry’s own page.

How the questions were writtenStep 02

We wrote 473 distinct questions of five kinds. Every one is a question a real buyer would type, not a keyword dressed up as a sentence, and every one was put to all three engines.

The five kinds of question, and how many answers each produced across the study.
Kind of questionThe pattern it followsAnswers scored
Category“Who’s the best … near me”279
Cost“What does … cost”296
Comparison“… or …, which is better”296
Brand“Is … any good”297
Problem“How do I …”291
1,459 answers scored in total, from 1,500 business and question pairs.

The five kinds are not equal in what they reveal. Cost and category questions are where buyers actually choose, and they are where service businesses go missing. Brand and comparison questions ask about a business by name, which is why almost every industry scores well on them. The gap between those two groups is the story most of the Index tells.

How the answers were capturedStep 03

Three engines, identical conditions, one pinned model each, all inside August 2026. Pinned means the same model version answered every question, so no difference between answers comes from the engine changing underneath us.

What each engine ran on, and how it responded.
EngineModel or capture routeAnswers givenNo AI answer
Google AI Overviewsvia DataForSEO, geo-coded AU45941 of 500
ChatGPTgpt-5.5-2026-04-235000 of 500
Perplexitysonar5000 of 500

Every answer was captured word for word, alongside its date, the model that produced it and every source it linked. Nothing was paraphrased at capture time, because the scoring depends on what the engine actually said, not on what a note-taker remembered it saying.

The worked example: anchoring to Australia

Out of the box, the engines answer as if the asker were American, so every question in the study was anchored to Australia. The clearest illustration is a trademark question we ran both ways. Unanchored, it came back with the US patent office and referrals to US attorneys. Anchored to Australia, the same question came back with IP Australia and named an Australian firm. Every answer in the Index came from the anchored setup.

How the answers were scoredStep 04

Every answer was scored the same four ways, against written definitions.

  1. Named. Does the answer mention the business by name? This is the number the Index table leads with, because a business the engines never mention is invisible no matter what else is true.
  2. Linked. Does the answer include a link to the business’s own website? Named without linked means the engine is describing the business from what other people have written about it.
  3. Accurate. Does the answer get its facts about the business right? The mistaken identity cases in the Index, like the bank that was reviewed as a Pixar film, were caught by this check.
  4. Displaced. Does the answer send the buyer to somebody else instead? An answer can mention a business and still recommend its competitor, and that difference matters to the business more than the mention does.

An engine can also give no AI answer at all, showing its regular results instead. Of 1,500 business and question pairs, 1,459 came back with an answer we could score and 41 did not. Every one of the 41 came from Google AI Overviews. All percentages on these pages are rounded to whole numbers, once, at the end.

What this study is notLimits

A methodology that only lists its strengths is a brochure. These are the limits we know about, stated plainly.

  1. It is a snapshot, not a time series. Every answer was captured in August 2026, and the engines change constantly. The next edition is planned for roughly six months later, on the same businesses and the same method, which is what will make movement measurable.
  2. It covers three engines. ChatGPT, Perplexity and Google AI Overviews are measured; Gemini is on the list for a future edition.
  3. It measures visibility, not quality. The Index says whether the engines mention a business and whether its own site is the source. It says nothing about whether the business is any good at its work.
  4. No figure was adjusted after scoring. The dataset ships as one versioned file in version control, and every number on these pages is computed from it, so the numbers cannot be quietly retyped and any future change arrives as a new dataset with a changelog entry.
The register: every business measured100 businesses

The complete list, grouped by industry. Each industry name links to that industry’s own page, where these businesses’ numbers are broken down by engine and by kind of question.

Ecommerce (product, 10 businesses)

  • 01Adore Beauty
  • 02Booktopia
  • 03Cettire
  • 04Kogan
  • 05Pet Circle
  • 06Princess Polly
  • 07Showpo
  • 08THE ICONIC
  • 09Temple & Webster
  • 10Vinomofo

Supermarkets (product, 10 businesses)

  • 01ALDI
  • 02Coles
  • 03Costco Australia
  • 04Drakes Supermarkets
  • 05FoodWorks
  • 06Foodland
  • 07Harris Farm Markets
  • 08IGA
  • 09Ritchies
  • 10Woolworths

Big Retail (product, 10 businesses)

  • 01Big W
  • 02Bunnings
  • 03Chemist Warehouse
  • 04Harvey Norman
  • 05JB Hi-Fi
  • 06Kmart
  • 07Myer
  • 08Officeworks
  • 09Rebel
  • 10The Good Guys

Banks (product, 10 businesses)

  • 01ANZ
  • 02Bank of Queensland
  • 03Bendigo Bank
  • 04Commonwealth Bank
  • 05Great Southern Bank
  • 06ING Australia
  • 07Macquarie Bank
  • 08NAB
  • 09Up
  • 10Westpac

FMCG (product, 10 businesses)

  • 01Arnott's
  • 02Bega Group
  • 03Blackmores
  • 04Bulla Dairy Foods
  • 05Bundaberg Brewed Drinks
  • 06Patties Foods
  • 07SPC
  • 08Sanitarium
  • 09Swisse
  • 10Tip Top

Healthcare (service, 10 businesses)

  • 01Healthscope
  • 02I-MED Radiology
  • 03Kieser
  • 04Melbourne CBD Physiotherapy
  • 05Melbourne Physio Clinic
  • 06Melbourne Sports Physiotherapy
  • 07Pacific Smiles Group
  • 08Pure Physio
  • 09Ramsay Health Care
  • 10The Sports Clinic of Melbourne

Real Estate (service, 10 businesses)

  • 01Belle Property
  • 02Core Realty
  • 03Jellis Craig
  • 04Kay & Burton
  • 05MRE (Melbourne Real Estate)
  • 06Marshall White
  • 07McGrath
  • 08Nelson Alexander
  • 09Ray White
  • 10Woodards

Builders (service, 10 businesses)

  • 01ABN Group
  • 02Burbank Homes
  • 03G.J. Gardner Homes
  • 04Henley Homes
  • 05Home Group WA
  • 06Meriton
  • 07Metricon Homes
  • 08NEX Building Group
  • 09Simonds Homes
  • 10Summit Homes Group

Manufacturers (service, 10 businesses)

  • 01Any Steel Fabrication
  • 02Hangan Steel
  • 03Kelly Steel
  • 04Metfab
  • 05NC Precision Engineering
  • 06Newgen Steel
  • 07Pact Group
  • 08Precision Engineering
  • 09Sutton Tools
  • 10Swift Metal Fabrication

Lawyers (service, 10 businesses)

  • 01Bartier Perry
  • 02Chamberlains Law Firm
  • 03Coleman Greig
  • 04LegalVision
  • 05Long Saad Woodbridge
  • 06Madison Marcus
  • 07Maurice Blackburn
  • 08OpenLegal
  • 09Shine Lawyers
  • 10Slater and Gordon
Verification and changelog

Scoring is checked in passes, and the current status is always published here and on the main Index page, together with a changelog of every change since release.

Verification status: v1.0

All 1,459 answers have been scored once.

An independent second scorer is now re-checking a 10% sample. When that finishes, the verified figures replace these and every change is logged below.

We publish the agreement rate whatever it turns out to be.

Agreement rate: Second scoring in progress

Changelog

  • v1.08 September 2026Every figure in the dataset re-checked and validated by our data team. No numbers changed.
  • v1.0August 2026Initial release, first-pass scoring.