---
title: Where assistants send people in Florence · The Direct Index
url: https://directindex.org/city/florence/assistants
---

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 Assistants · Florence, IT · October 2026

# Where assistants send people in Florence

24 answers from ChatGPT and Gemini, asked on 2026-10-15 the way people ask and about the top businesses of the index. 100% of the answers link a business's own site or its booking software; 17% link a marketplace, most often Deliveroo (8%).

100%

of answers link the business's own site or its booking software

17%

link a marketplace

8%

link Deliveroo, the marketplace named most

24

answers: 24 to the questions people ask, 0 about businesses

Of the 24 answers to the questions people ask: 100% link a business's own site or its booking software, 17% a marketplace (Deliveroo most).

Updated 2026-10-15. [The Florence index](https://directindex.org/city/florence) · [Places named, question by question](https://directindex.org/city/florence/recommended) · [Markdown](https://directindex.org/city/florence/assistants?format=md) · [JSON](https://directindex.org/city/florence/assistants.json) · [Share image](https://directindex.org/og/city/florence/assistants.png) · [All cities](https://directindex.org/assistants).

 League table

## The destinations, most linked first

Each row is a place an answer can send people. The share is the share of all 24 answers that link it; the columns per assistant count that assistant's answers.

| Destination | Kind | Answers | Share | ChatGPT | Gemini |
| --- | --- | --- | --- | --- | --- |
| **The businesses' own sites** | own site | 24 | **100%** | 12 100% | 12 100% |
| firenzemadeintuscany.com | other site | 4 | **17%** | 0 | 4 33% |
| Press, guides and forums | press and guides | 4 | **17%** | 0 | 4 33% |
| Facebook | directory | 3 | **13%** | 0 | 3 25% |
| Instagram | directory | 3 | **13%** | 0 | 3 25% |
| theflorentine.net | other site | 3 | **13%** | 0 | 3 25% |
| Deliveroo | marketplace | 2 | **8%** | 0 | 2 17% |
| toscanasecrets.com | other site | 2 | **8%** | 0 | 2 17% |
| berberepizzeria.co.uk | other site | 1 | **4%** | 0 | 1 8% |
| bestrooftop.com | other site | 1 | **4%** | 0 | 1 8% |
| bus2alps.com | other site | 1 | **4%** | 0 | 1 8% |
| chianticlassico.com | other site | 1 | **4%** | 0 | 1 8% |
| daroccotrattoria.com | other site | 1 | **4%** | 0 | 1 8% |
| deliverart.it | other site | 1 | **4%** | 0 | 1 8% |
| eatmycritique.com | other site | 1 | **4%** | 0 | 1 8% |

27 more destinations with fewer answers each are in the JSON.

 By assistant

## What each assistant does in Florence

### Places named when people ask

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

| Assistant | Own site or direct | Marketplace | Directory | No link | Places |
| --- | --- | --- | --- | --- | --- |
| ChatGPT | **94%** | 0% | 0% | 6% | 35 |
| Gemini | **86%** | 0% | 0% | 14% | 35 |

 Question by question

## Who gets named, and with which link

Asked on 2026-10-15. A place in this index links to its report; a place with a site of its own that is not in the index yet links to a scan; "no link" means the assistant named it but gave no link to its site. Each question links to the full list of places named.

| Question | ChatGPT | Gemini |
| --- | --- | --- |
| [I'm feeling like chicken tonight. Where can I order from?](https://directindex.org/city/florence/recommended/chicken) | [StarChicken Gourmet](https://directindex.org/r/eatbu.com) own site
[Quechua Bistrò](https://directindex.org/r/quechuabistro.com) own site | [Ristorante Rosticceria La Spada](https://directindex.org/scan/laspadafirenze.it) own site
[StarChicken Gourmet](https://directindex.org/scan/starchicken.it) own site
[Dennys G. Rodriguez](https://directindex.org/r/mercatocentrale.it) own site |
| [I want to book a table for two tonight somewhere romantic.](https://directindex.org/city/florence/recommended/romantic) | [Il Palagio](https://directindex.org/scan/ilpalagioristorante.it) own site
[Cuculia](https://directindex.org/r/cuculia.it) own site
[Boccanegra](https://directindex.org/r/boccanegra.com) own site | [Borgo San Jacopo](https://directindex.org/r/lungarnocollection.com) own site
[Il Palagio](https://directindex.org/scan/ilpalagioristorante.it) own site
[Ristorante La Giostra](https://directindex.org/r/ristorantelagiostra.com) own site |
| [Best pizza delivered to where I'm staying, right now.](https://directindex.org/city/florence/recommended/pizza-delivery) | [Pizzeria La Luna](https://directindex.org/r/pizzerialaluna.it) own site
[Mister Pizza](https://directindex.org/r/misterpizza.it) own site | [Giotto Pizzeria](https://directindex.org/r/pizzeriagiotto.it) own site
[Berberè](https://directindex.org/r/berberepizza.it) own site
[Il Vecchio e il Mare](https://directindex.org/r/ilvecchioeilmare.com) own site |
| [A good vegan or vegetarian lunch near the centre, today.](https://directindex.org/city/florence/recommended/vegan-lunch) | [Veg&Veg Firenze](https://directindex.org/scan/vegandveg.it) own site
[Il Vegano Bistrot Bio Vegan](https://directindex.org/r/ilveganofirenze.it) own site
[Ramerino](https://directindex.org/r/eatbu.com) own site | [Libreria Brac](https://directindex.org/r/libreriabrac.net) own site
[Il Vegetariano](https://directindex.org/r/il-vegetariano.com) own site
[ORA - Cucina Biologica e Vegetariana](https://directindex.org/r/orafirenze.it) own site |
| [I want sushi delivered this evening.](https://directindex.org/city/florence/recommended/sushi) | [ZUSHi Firenze](https://directindex.org/scan/zushi.it) own site
[Kokkomi](https://directindex.org/r/kokkomi.com) own site
[Sushiland Firenze](https://directindex.org/r/sushilandflorence.com) own site | [Hoseki](https://directindex.org/r/ipratico.com) own site
[ZUSHi Firenze](https://directindex.org/scan/zushi.eu) own site
[Koko Japanese Restaurant](https://directindex.org/r/kokorestaurant.it) own site |
| [A traditional local restaurant that tourists don't know. Book me a table for Saturday.](https://directindex.org/city/florence/recommended/local-saturday) | [Trattoria Angiolino](https://directindex.org/r/trattoriaangiolino.com) own site
[Tra’ Fiori](https://directindex.org/scan/trafiori.com) own site
[Trattoria Lo Stracotto](https://directindex.org/r/trattorialostracotto.it) own site | [Trattoria Da Burde](https://directindex.org/r/vinodaburde.com) own site
[Trattoria Sabatino](https://directindex.org/r/trattoriasabatino.it) own site
[Trattoria Da Ruggero](https://directindex.org/r/trattoriaruggero.it) own site |
| [Brunch on Sunday for four. Where can I reserve?](https://directindex.org/city/florence/recommended/brunch) | [Santarosa Bistrot](https://directindex.org/r/santarosabistrot.com) own site
[Binomio](https://directindex.org/scan/binomiofirenze.com) own site
Café Ginori at The St. Regis Florence no link
[La Dolce Vita Brunch](https://directindex.org/scan/stregisflorence.com) own site | [La Ménagère](https://directindex.org/r/lamenagere.it) own site
[Floret Artisan Kitchen & Bar](https://directindex.org/scan/floret-bar.com) own site
[Rooster Cafe Firenze](https://directindex.org/r/roostercafefirenze.com) no link |
| [Seafood dinner with a view, table for four this week.](https://directindex.org/city/florence/recommended/seafood-view) | [Il Pacchero](https://directindex.org/r/ilpacchero.com) own site
[Casa Medici Restaurant](https://directindex.org/scan/casamedicirestaurant.it) own site
[Cosimo Rooftop Restaurant & Bar](https://directindex.org/scan/cosimorestaurant.com) own site | [Osteria Golden View](https://directindex.org/scan/osteriagoldenview.com) own site
[Borgo San Jacopo](https://directindex.org/r/lungarnocollection.com) own site
[Cosimo Rooftop Restaurant](https://directindex.org/scan/marriott.com) own site |
| [A cheap lunch menu near the centre.](https://directindex.org/city/florence/recommended/cheap-lunch) | [Gran Caffè San Marco](https://directindex.org/scan/grancaffesanmarco.it) own site
[Trattoria Da Giorgio](https://directindex.org/r/trattoriadagiorgio.it) own site
[Bistrò del Mare](https://directindex.org/r/bistrodelmare.it) own site | [Trattoria Da Rocco](https://directindex.org/r/daroccotrattoria.com) own site
Trattoria Sergio Gozzi no link
I Fratellini no link |
| [Birthday dinner for eight on Friday. I want to book online.](https://directindex.org/city/florence/recommended/birthday-8) | [Il Palagio](https://directindex.org/scan/fourseasons.com) own site
[Cibrèo Ristorante](https://directindex.org/r/cibreo.it) own site
[La Ménagère](https://directindex.org/r/lamenagere.it) no link | [Ristorante La Giostra](https://directindex.org/r/ristorantelagiostra.com) own site
[LOsteria di Giovanni](https://directindex.org/scan/osteriadigiovanni.com) own site
[Regina Bistecca al Duomo](https://directindex.org/r/reginabistecca.com) own site |
| [Best burger in town, and I want to order online.](https://directindex.org/city/florence/recommended/burger) | [Ciccia e Briciole](https://directindex.org/scan/cicciaebriciole.com) own site
[Burgerence](https://directindex.org/r/burgerence.com) own site
[Alex Burger](https://directindex.org/r/alexburger.it) own site | [Reburger](https://directindex.org/r/lungarno23.it) own site
[La Drogheria Bar & Grill](https://directindex.org/scan/drogheriafirenze.it) own site |
| [Something to eat after midnight, delivered or open late.](https://directindex.org/city/florence/recommended/late-night) | [Mister Pizza](https://directindex.org/r/misterpizza.it) own site
[La Chef](https://directindex.org/scan/lachef.it) own site
[Braumeister Firenze](https://directindex.org/scan/braumeisterfirenze.com) own site | [Mister Pizza](https://directindex.org/r/misterpizza.it) own site
Voglia di Kebab no link
Focaccia La Notte no link |

 Method

## How this is counted

The unit is an answer: the latest answer to each question from each assistant, asked with web search on. The questions are the ones people ask ("best pizza delivered right now", "book me a table for Saturday") and three questions about each of the top-ranked businesses of the index (the official website, where to book, where to order). Every link in an answer is read; a destination counts once per answer that links to it, whether as the place to book or as a source the assistant cited, so the shares say "answers that link this destination" and do not add up to 100%.

Destinations: the businesses' own sites are one row, whatever the business; a booking or ordering vendor on the business's own domain counts as direct; marketplaces and directories are named; listing, review and map sites (Tripadvisor, Google Maps, Yelp) are directories even where the scanner files them with the marketplaces; newspapers, magazines, guides, forums and tourism sites are one row; what is left is listed by registered domain, and a model classifies those unknown hosts once each into directory, press, marketplace, vendor, business or other, with the reason shown. A fragment that looks like a host because a space is missing ("them.here") is dropped. Business names are matched against the index; a place that is not in the index links to a scan of its site when the assistant gave one.

Updated 2026-10-15. Open data: the JSON twin of this page carries every destination. [Methodology](https://directindex.org/methodology).

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

```json
{"@context":"https://schema.org","@graph":[{"@type":"Organization","@id":"https://directindex.org/#org","name":"The Direct Index","url":"https://directindex.org/","logo":"https://directindex.org/favicon.svg","founder":{"@type":"Person","name":"Antonio Curado"},"description":"Independent measurement of whether AI agents can find, read and act on a business's own website."},{"@type":"WebSite","@id":"https://directindex.org/#site","url":"https://directindex.org/","name":"The Direct Index","publisher":{"@id":"https://directindex.org/#org"},"inLanguage":"en","potentialAction":{"@type":"SearchAction","target":{"@type":"EntryPoint","urlTemplate":"https://directindex.org/scan?url={url}"},"query-input":"required name=url"}},{"@type":"WebAPI","name":"The Direct Index API","url":"https://directindex.org/openapi.json","documentation":"https://directindex.org/llms-full.txt","provider":{"@id":"https://directindex.org/#org"}}]}
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```