Research
AI visibility research and public data
Explore the AIGROW Index, brand studies and monthly AI recommendation reports. Read the data, sources and methods.
Cost calculators run in your browser. The other checks explain their data sources and limits.
AI Visibility Index
Which businesses ChatGPT, Claude, Gemini and Grok name when buyers ask them, counted over 80,059 answers in the October 2026 edition, with the data free to reuse.
- The rankings
- One page per kind of business and place, each business with its share of answers and a 95% interval.Accounting software, Dentists, Restaurants.
- The report
- How often an answer changes when the question is asked again, and how far the four assistants agree.
- AI Source Map
- The sites the assistants read before they recommend a business, with web search on: by country and by kind of business, with the data.
- AI crawler list
- The bots that read websites for AI assistants: who runs each one, what it feeds, and the robots.txt lines to allow or block it.
- AI assistants and the businesses they recommend
- Asked the same question, ChatGPT, Claude and Gemini mostly name different businesses. The study, by city and kind of business, with the data.
- Which car brand AI assistants recommend
- Asked which car brand to buy, ChatGPT, Gemini and Claude answer Toyota in almost every country, except about electric cars. Country by country, with the data.
- The brands AI recommends in 20 countries
- Nine consumer categories, 5,040 answers. See the first brands ChatGPT, Gemini and Claude name in each country, with mention counts, reusable charts and the October dataset.
- Grok and local businesses
- Asked for a plumber, a dentist or a lawyer, Grok named no one in most answers. The study, by trade and city.
- Do AI assistants recommend AIGROW?
- AIGROW measured by its own method: the questions an owner asks when looking for help with AI visibility, in every language, asked again each month.
- A guide per assistant
- How to get a business named by each of them, opening on what the Index shows: ChatGPT, Claude, Gemini, Grok.
- The method
- The questions, the prompt, the thresholds a page has to meet and how names are merged.
Cost of a role
What 50 office and knowledge jobs pay in every state, what they cost an employer once benefits are added, and which of their core tasks already show up in AI use.
- Office and administrative support
- Receptionist, Customer Service Representative, Bookkeeper, Administrative Assistant, Executive Assistant, Legal Secretary, Medical Secretary, Office Clerk, Office Manager, HR Assistant, Payroll Clerk, Billing Clerk, Collections Agent, Data Entry Clerk, Dispatcher, Insurance Claims Clerk, Order Clerk, Reservation Agent.
- Sales
- Sales Development Representative, Wholesale Sales Representative, Telemarketer, Advertising Sales Agent, Insurance Sales Agent, Travel Agent.
- Business and finance
- Accountant, Tax Preparer, Marketing Specialist, HR Specialist or Recruiter, Training Specialist, Event Planner, Project Manager, Management Analyst.
- Writing, design and media
- Content Writer, Technical Writer, Editor, PR Specialist, Graphic Designer, Translator, Video Editor.
The small-business AI benchmark
36 AI models on 20 real office tasks, each marked pass or fail by fixed checks, with the cost of every pass and how long the answer took.
- Appointment scheduling
- Find a dental hygiene appointment around a public holiday, in Italian, Schedule a London to New York call in the week the clocks differ.
- Bookkeeping
- Categorise an Italian bar's bank statement and total its movements, Categorise a café's monthly bank statement and total its operating costs.
- Business calculations
- Compute two Italian professional invoices with pension contribution, IVA and withholding tax, Work out a cleaner's weekly gross pay with breaks, overtime and Sunday rates.
- Customer support
- Reply to a customer asking for a refund outside the refund window, Reply in Italian to a customer who wrongly thinks her warranty has expired.
- Invoice extraction
- Extract an Italian supplier invoice with an out-of-scope expense line, Extract a two-page supplier invoice for accounts payable.
- Lead qualification
- Score five inbound cleaning leads against the sales team's rules.
- Meeting summaries
- Turn a bakery team meeting into decisions, owners and due dates.
- Product descriptions
- Write an Italian shop description for an olive oil that respects labelling rules.
- Quotes
- Price a decorating job from survey measurements and the price list, Email a garden landscaping quote that handles a VAT request and a protected tree.
AI model prices
The list price of 37 AI models, read from each maker’s own pricing page, and what a support reply, a document summary and an agent task cost on every one.
Free tools
Hashtag generatorHow do I make relevant hashtags for a business post?editable hashtags from your post topics
YouTube tag generatorHow do I prepare YouTube video tags within the character limit?editable video tags and a 500 character counter
Instagram bio generatorHow do I write an Instagram bio for my business?editable Instagram bio drafts and character counts
YouTube channel name generatorHow do I choose a YouTube channel name?channel name ideas from your topic
YouTube title generatorHow do I write a clear YouTube video title?editable video titles and character counts
Meta title and description length checkerHow long should my meta title and description be?title and description lengths with a search preview
Email signature generatorHow do I make an email signature for Gmail or Outlook?a formatted HTML email signature
QR code generatorHow do I create a free QR code for a link or Google reviews?static QR code downloads
UTM link builderHow do I add UTM campaign tags to a URL?a tagged campaign URL
Instagram engagement rate calculatorWhat is my Instagram engagement rate by followers?engagement by followers from your inputs
TikTok money calculatorHow much could my TikTok views earn at my RPM?a TikTok revenue scenario from your RPM
YouTube money calculatorHow much could my YouTube views earn at my RPM?a YouTube revenue scenario from your RPM
Business name generatorHow do I find a business name and check its domain?word-template business names and RDAP checks
Username generatorHow do I find a username and a matching domain?username ideas and optional RDAP checks
Review request email templateHow do I ask a customer for an honest review by email?an editable review request email or reminder
NAP consistency checkerDo my business listings show the same name, address and phone?name, address and phone differences in pasted listings
Review reply generatorHow do I reply to a Google review?three polite reply drafts
AI business recommendation lookupDoes ChatGPT recommend my business?published business mentions by assistant and place
AI industry question explorerWhat questions does AI answer about my industry?tested AI questions and published business mentions
AI citation finderWhich websites does AI cite in my industry?published citation shares by industry and country
llms.txt generator and validatorHow do I create and validate an llms.txt file?an editable llms.txt draft and live link checks
DNS checkerWhich DNS records does my domain return?common DNS records
SSL certificate checkerIs my website’s SSL certificate valid?certificate expiry and trust
Redirect checkerWhere does this URL redirect?HTTP redirect hops
Broken link checkerWhich links on this page return an error?twenty links on one page
Schema markup validatorCan parsers read my page’s JSON-LD markup?JSON-LD syntax and structure
Page speed checkerHow quickly does my page’s HTML respond?server response and HTML delivery
Google review link generatorHow do I create a Google review link for my business?a direct review link and QR code
Website authority checkerHow strong is my website in public domain rankings?Common Crawl link-graph rank
Local business schema generatorHow do I write structured data for my business?name, address, hours and profiles in JSON-LD
AI robots.txt generatorHow do I allow or block AI crawlers in robots.txt?allow or block each AI crawler
AI crawler checkCan AI assistants read my site?robots.txt and a request as each crawler
AI listing checkWhere should my business be listed for AI search?sites the assistants read
Role cost calculatorWhat does a receptionist, support agent, SDR or bookkeeper cost a year?$38,040a receptionist, a year
Manual work cost calculatorWhat does manual data entry cost a business?$18,19210 hours a week, a year
Missed call cost calculatorWhat do missed calls cost a small business?$39,6003 missed calls a day, a year
Agent cost calculatorWhat does an AI agent cost to run?$1831,000 ten-step runs, a month
Support ticket calculatorWhat does a support ticket cost, AI against a person?$1.16a ticket, AI and a person
AI quote checkerIs this AI quote fair?$4,967a two-channel build, midpoint
Glossary
The terms our scan, our calculators and our prices use, each defined with the weights and figures behind it rather than in general.
- Measuring AI answers
- AI visibility score, AI Recommendation Rate, Buyer question, Probe, Failed probe, Named, Described, Reach, Machine-readable basics, Degraded scan, Frozen question set, Mention and citation, Run-to-run variation, Rivals.
- Costs and automation
- Loaded cost, Anchor figure, Automatable share, Close rate, A month, in the arithmetic, Cost per answered call, Cost per resolution, Speed to lead, Month-end close, Build price and running cost, AI agent, Escalation path, Process audit.
- Models and tokens
- Token, Tokenizer.
Measure it on your own business
The free scan asks AI assistants the questions your customers ask and scores whether they name you, and lists the businesses they name instead.