---
title: Cologne (Köln) vs New York: which city's businesses can AI agents use? · The Direct Index
url: https://directindex.org/compare/cologne/new-york?format=md
---

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 [Compare](https://directindex.org/compare) · restaurants and fast food · as of 2026-10-14

# Cologne (Köln) or New York: whose businesses can AI agents use?

Cologne (Köln): 1,016 business websites scanned, 36% take a booking or an order on their own site, 31% turn an AI crawler away, 24% score A or B. New York: 4,322 business websites scanned, 58% take a booking or an order on their own site, 33% turn an AI crawler away, 40% score A or B. Numbers as of 2026-10-14.

| | Cologne | New York |
| --- | --- | --- |
| Business websites scanned | 1,016 of 1,126 with a site | 4,322 of 4,874 with a site |
| Take a booking or an order on their own site | 36% of 872 reachable | **58%** of 3,384 reachable |
| Turn an AI crawler away at the edge | **31%** of 872 reachable | 33% of 3,384 reachable |
| Score A or B | 24% 245 sites | **40%** 1,741 sites |

[Cologne (Köln)](https://directindex.org/city/cologne) · [Germany](https://directindex.org/country/de)
**********

A 76 · B 169 · C 195 · D 248 · F 328

[New York](https://directindex.org/city/new-york) · [United States](https://directindex.org/country/us)
**********

A 658 · B 1083 · C 676 · D 484 · F 1421

Shares are over the reachable sites of each index, latest scan of each; A or B over all scanned. [Methodology](https://directindex.org/methodology) · [Markdown](https://directindex.org/compare/cologne/new-york?format=md) · [JSON](https://directindex.org/api/compare/cologne/new-york) · [All cities ranked](https://directindex.org/rankings?kind=restaurants).

 Findings

## What the index found in each city

Menu or price list

| | Cologne | New York |
| --- | --- | --- |
| HTML page | 44% 384 | 62% 2,091 |
| none | 37% 325 | 30% 1,031 |
| PDF | 11% 100 | 3% 116 |
| elsewhere | 1% 10 | 4% 131 |
| on the page | 6% 51 | 0% 2 |
| image | 0% 2 | 0% 13 |

Direct booking or ordering

| | Cologne | New York |
| --- | --- | --- |
| own site | 32% 280 | 40% 1,342 |
| none | 52% 454 | 25% 844 |
| vendor on own site | 4% 34 | 18% 609 |
| third party | 5% 46 | 12% 394 |
| marketplace | 7% 58 | 6% 195 |

Site builder

| | Cologne | New York |
| --- | --- | --- |
| Unknown | 46% 397 | 43% 1,467 |
| WordPress | 43% 377 | 20% 667 |
| Squarespace | 2% 18 | 17% 584 |
| BentoBox | 0% 0 | 9% 317 |
| Wix | 4% 33 | 3% 118 |
| Webflow | 2% 17 | 2% 57 |
| Shopify | 1% 7 | 2% 63 |

Booking and ordering vendors

| | Cologne | New York |
| --- | --- | --- |
| [Toast](https://directindex.org/vendors/toast) | 0 | 328 |
| [Resy](https://directindex.org/vendors/resy) | 0 | 274 |
| [OpenTable](https://directindex.org/vendors/opentable) | 23 | 155 |
| [BentoBox](https://directindex.org/vendors/bentobox) | 0 | 115 |
| [DoorDash Storefront](https://directindex.org/vendors/doordash_storefront) | 0 | 107 |
| [ChowNow](https://directindex.org/vendors/chownow) | 0 | 89 |
| [Square](https://directindex.org/vendors/square) | 0 | 87 |
| [Grubhub](https://directindex.org/vendors/grubhub) | 0 | 73 |
| [Just Eat](https://directindex.org/vendors/justeat) | 37 | 0 |
| [Quandoo](https://directindex.org/vendors/quandoo) | 8 | 0 |

Menu, channel and builder shares are over the reachable sites (872 in Cologne, 3,384 in New York). Vendor counts are sites whose booking or ordering runs through that vendor, direct or marketplace, from the daily vendor pass.

 Assistants

## Where the assistants send people

Asked, with web search on, about the top-ranked businesses (the website, where to book, where to order) and the way people ask ("best pizza delivered tonight"). The share of answers that pointed to the business's own site or a direct vendor. Measured in the cities on the probe schedule; "not asked" elsewhere.

| Assistant | Cologne: about a business | New York: about a business | Cologne: asked the way people ask | New York: asked the way people ask |
| --- | --- | --- | --- | --- |
| ChatGPT | not asked | not asked | 86% of 35 places | not asked |
| Claude | not asked | not asked | 94% of 31 places | not asked |
| Gemini | not asked | not asked | 83% of 36 places | not asked |

 Month by month

## Cologne / New York, month by month

Each cell reads Cologne / New York. A month is final once it ends; the current month updates hourly. Each city's dated pages: [Cologne (Köln)](https://directindex.org/city/cologne), [New York](https://directindex.org/city/new-york).

| Month | Sites scanned | Book or order on their own site | Turn a crawler away | Score A or B |
| --- | --- | --- | --- | --- |
| October 2026 so far | 1,126 / 4,873 | 36% / 58% | 31% / 33% | 245 / 1,741 |

 More

## Keep comparing

[Germany: every city](https://directindex.org/country/de) · [United States: every city](https://directindex.org/country/us) · [Rankings](https://directindex.org/rankings?kind=restaurants) · [Pick two other cities](https://directindex.org/compare) · [Cologne on a map](https://directindex.org/city/cologne/map) · [New York on a map](https://directindex.org/city/new-york/map)

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#### Vendors and help

[Booking and ordering vendors](https://directindex.org/vendors)[Do their terms allow agents?](https://directindex.org/vendors/terms)[Vendor verification](https://directindex.org/vendors/verification)[Website builders](https://directindex.org/builders)[Who can fix this](https://directindex.org/providers)[For agencies](https://directindex.org/agency)

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Business listings from OpenStreetMap contributors, ODbL. Scores under the same licence.

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