Methodology

Methodology: how every figure and statement here is sourced

Updated

Every price on this site was read from its publisher's own page on 11 November 2026 and is stored with the day and a hash of the page. Every statement about Businesses in ChatGPT comes from one of four OpenAI pages, linked where it is made. Nothing is estimated, and a publisher that prints no price is listed as printing none.

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How are prices read?

A browser we run reads each named page. A person then chooses, for each publisher, the one figure the table is about: the cheapest paid plan for a tool, the lowest fee for AI search work for an agency. Every other figure on the page is refused with a reason, and the refusals are kept. For the tool board 21 figures were accepted from 25 pages; for the agency index 15 from 19.

What is never done?

  • A price is never taken from a third party's article about a vendor. Each vendor is read on its own page.
  • A market range in an agency's guide is never recorded as that agency's fee.
  • Monthly and annual billing, dollars and euros, are never pooled into one median.
  • A page that could not be read, or whose price could not be taken as one figure, is held out and named, never recorded as publishing nothing.

Which OpenAI pages are the statements taken from?

The launch announcement of 10 November 2026.

Source: OpenAI, Introducing Businesses in ChatGPT

The Businesses in ChatGPT product page.

Source: OpenAI, Businesses in ChatGPT

The Help Center article on setting up a business, which carries the verification steps, the Insights definitions and the limits on agents.

Source: OpenAI Help Center, Setting up your business on ChatGPT

The Business Agents policy.

Source: OpenAI, Business Agents policy

How often is it re-read?

The price tables are re-read monthly. Businesses in ChatGPT is in beta, and OpenAI says it will expand it to more markets and business types; when its pages change, the statements here are re-read against them.

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Sources

This site's own datasets, every figure quoted from its source and dated:

  • For monthly retainer, the median published figure in the AI Search Agency Fee Index is 3,000 USD across 13 figures from the sources' own pages (range 250 to 6,000 USD; 15 sources publish a figure), read 11 November 2026.
  • For billed monthly, the median published figure in the AI Visibility Tool Price Board is 59 USD across 7 figures from the sources' own pages (range 33 to 149 USD), read 11 November 2026.
  1. OpenAI, Introducing Businesses in ChatGPT
  2. OpenAI, Businesses in ChatGPT
  3. OpenAI Help Center, Setting up your business on ChatGPT
  4. OpenAI, Business Agents policy
  5. eSEOspace
  6. The Digital Elevator
  7. Lucky Digitals
  8. SeoProfy
  9. Omniscient Digital
  10. AEO Engine
  11. WebFX
  12. RevenueZen
  13. Tenten
  14. DerivateX
  15. Lean Labs
  16. Rock The Rankings
  17. Discovered Labs
  18. SourceRank AI
  19. ThinkProfits
  20. Otterly.AI pricing
  21. Peec AI pricing
  22. Profound pricing
  23. AthenaHQ pricing
  24. Scrunch pricing
  25. Rankscale pricing
  26. Ahrefs pricing
  27. Knowatoa pricing

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