Leader
57Heralded Score, range 45–71
The most visible workflow automation and AI agent platforms in Italy, October 2026
Most cited source
4citations
From Gemini, Google AI Overviews and ChatGPT
Where engines disagree most
1/4engines put it in their top three
Top three on Google AI Overviews, not on Google AI Mode, Gemini and ChatGPT
Brands
Search is not measured for this board yet, so it ranks on AI answers.
| Rank | Brand | Rank change | Heralded Score All | AI | Score trend | Mentioned | Recommended | By engine | Mentioned by | Change |
|---|---|---|---|---|---|---|---|---|---|---|
| 1 | | New entry | 57 , range 45–71 | 57#1 | 57
| 53% | 36% | | First reading | |
| 2 | | New entry | 56 , range 45–71 | 56#2 | 56
| 55% | 33% | | First reading | |
| 3 | | New entry | 49 , range 40–64 | 49#3 | 49
| 44% | 30% | | First reading | |
| 4 | | New entry | 48 , range 39–62 | 48#4 | 48
| 45% | 26% | | First reading | |
| 5 | | New entry | 31 , range 9–40 | 31#5 | 31
| 19% | 9% | | First reading | |
| 6 | | New entry | 12 , range 4–35 | 12#6 | 12
| 9% | 7% | | First reading | |
| 7 | | New entry | 7 , range 2–32 | 7#7 | 7
| 6% | 5% | | First reading | |
| 8 | | New entry | 7 , range 2–31 | 7#8 | 7
| 8% | 2% | | First reading | |
| 9 | | New entry | 6 , range 2–31 | 6#9 | 6
| 7% | 2% | | First reading | |
| 10 | | New entry | 5 , range 2–30 | 5#10 | 5
| 8% | 0% | None | First reading |
“=” marks brands whose score ranges overlap, so the test cannot separate them. Every brand named in at least three answers is ranked. AI gives each brand’s score and rank from the engines’ answers; Search is not measured for this board yet. By engine has one dot per engine (ChatGPT, Google AI Overviews, Gemini and Google AI Mode), darker the more often it names the brand.
Most cited sources
| Rank | Source | Type | Cited in | Engines | Pages cited | Brands its pages mention |
|---|---|---|---|---|---|---|
| 1 | | Vendor site | 5.0% | 3 of 4 | 3 | Not read |
| 2 |  amazon.com | Vendor site | 3.3% | 1 of 4 | 2 | Not read |
| 3 | | Vendor site | 3.3% | 1 of 4 | 1 | 13 |
| 4 | | Vendor site | 3.3% | 2 of 4 | 2 | Not read |
| 5 | | Vendor site | 1.7% | 1 of 4 | 2 | Not read |
| 6 | | Vendor site | 1.7% | 1 of 4 | 1 | Not read |
| 7 | | Vendor site | 1.7% | 1 of 4 | 1 | Not read |
| 8 | | Vendor site | 1.7% | 1 of 4 | 1 | Not read |
| 9 | | Vendor site | 1.7% | 1 of 4 | 1 | Not read |
| 10 | | Vendor site | 1.7% | 1 of 4 | 1 | Not read |
Questions asked
| Question | Language | Most recommended |
|---|---|---|
| Quali sono i migliori strumenti di automazione dei flussi di lavoro per le piccole imprese? | Italian | |
| Agenti AI per automatizzare i processi aziendali | Italian | |
| Come può un piccolo team collegare le proprie app e automatizzare le attività di routine? | Italian | |
| Come posso creare un agente AI che svolga le attività ripetitive per il mio team? | Italian | |
| Passaggi manuali di consegne o flussi di lavoro automatizzati per i team operativi? | Italian | No brand recommended |
| Automazione basata su regole o agenti AI per i processi aziendali? | Italian | No brand recommended |
| Quali alternative ci sono all’inserimento manuale dei dati da un’app all’altra? | Italian | |
| Quali alternative ci sono all’assunzione di sviluppatori per creare integrazioni? | Italian | |
| Gestisco le operations in un’azienda di 50 persone. Quali strumenti posso usare per automatizzare approvazioni e inserimento dati? | Italian | |
| Guido un team finanziario sommerso dalle fatture e voglio automatizzarne l’elaborazione. | Italian | No brand recommended |
Each engine's top three
Related leaderboards
Method
Each leaderboard ranks brands on two sides. AI is how ChatGPT, Gemini, Google AI Overviews and Google AI Mode answer the board's buyer questions. Search is Google's top 10 results for the keywords behind those questions. All combines the two, where Search is measured.
For the AI side, each month Heralded asks every engine the same buyer questions, twice each, and reads every answer. An answer counts 0 for a brand it leaves out, 50 for a brand it names and 100 for a brand it recommends, and the Heralded Score is built from those. A brand named in at least three answers gets a score and a place.