Mannheim: which businesses can AI agents use?

Ranked by Agent-Direct Score

If one of these is yours, open its page to rescan or claim it. 103 places you can book or order from directly →

How Mannheim compares

Only a social profile: 5.0% here, against a median of 1.6% across 165 indexes of restaurants and fast food. This is where the city stands out. It ranks 12 of 165.

Who runs the booking or order button own site 79 · gastronovi 6 · Just Eat on the site 5 · another site 14 · no link found 118 (of 245 reachable sites)

Website facts come from 245 of the 263 scanned sites (93%). A row only shows once 300 pages and half of the scanned sites have been read, and four in five of the city's websites have been scanned. Every number, with its method and data →

Where assistants send people in Mannheim

Of 43 answers from ChatGPT and Gemini, 100% link a business's own site or its booking software and 16% link a marketplace, most often Just Eat. The five destinations linked most:

The full league table, assistant by assistant → · The places named, question by question

What assistants recommend in Mannheim

Each assistant was asked the way people ask, with web search on, for up to three places and a link to book or order directly with each. For the places it recommended, the table shows how many came with a link to the place's own site, to a marketplace or to a directory, and how many came with no link at all.

Asked on 2026-10-19. A place in this index links to its report, and one with its own site that isn't in the index yet links to a scan. When a cell says "no link", the assistant named the place but didn't link to its site. Across the 22 questions, the assistants named 90 different places. This index has 745 businesses. Question by question →

Mannheim, month by month

Each month gets its own dated page, and its numbers are final once the month is over. The table shows the share of sites that turn AI crawlers away, the share that take bookings or orders on their own domain, and how many score A or B.

Mannheim, by kind

Each kind of business has its own index, and every index gets the same scan. This page is the restaurants and fast food index.

28 of them are chain outlets. A chain's site is scanned once and counted once in the rankings.

Can an agent transact in Mannheim?

16 of 245 reachable sites expose a rail an agent could transact through: UCP profile 16. Measured, not scored.

A rail is a UCP profile, an ACP discovery document, an MCP server card, or an ordering vendor that takes orders placed by assistants (Square and Toast, and any vendor whose terms allow agents). Counted from the latest scan of each site; older scans were not measured. Methodology · vendor terms for agents.