Leader
66Heralded Score, range 51–76
The most visible workflow automation and AI agent platforms, October 2026
Most cited source
32citations
From Google AI Mode, Gemini and Google AI Overviews
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 |
|---|---|---|---|---|---|---|---|---|---|---|
| – | | Unranked | Too few answers | Not measured | –
| 3% | 0% | None | First reading | |
| – | | Unranked | Too few answers | Not measured | –
| 2% | 0% | None | First reading | |
| – | | Unranked | Too few answers | Not measured | –
| 0% | 0% | | First reading | |
| – | Noloko | Unranked | Too few answers | Not measured | –
| 2% | 2% | None | First reading | |
| – | | Unranked | Too few answers | Not measured | –
| 2% | 0% | None | First reading | |
| – | | Unranked | Too few answers | Not measured | –
| 2% | 2% | None | First reading | |
| – | | Unranked | Too few answers | Not measured | –
| 2% | 0% | | First reading | |
| – | | Unranked | Too few answers | Not measured | –
| 0% | 0% | None | First reading | |
| – | | Unranked | Too few answers | Not measured | –
| 0% | 0% | | First reading | |
| – | | Unranked | Too few answers | Not measured | –
| 2% | 0% | | 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 |
|---|---|---|---|---|---|---|
| 11 | | Vendor site | 1.7% | 1 of 4 | 3 | Not read |
| 12 | | Vendor site | 3.3% | 2 of 4 | 3 | Not read |
| 13 | | Media | 3.3% | 1 of 4 | 1 | 4 |
| 14 |  amazon.com | Vendor site | 3.3% | 2 of 4 | 2 | Not read |
| 15 | | Consultancy | 3.3% | 1 of 4 | 1 | Not read |
| 16 | | Review site | 3.3% | 1 of 4 | 1 | 7 |
| 17 | | Vendor site | 3.3% | 1 of 4 | 1 | 1 |
| 18 | | Vendor site | 1.7% | 1 of 4 | 2 | Not read |
| 19 | | Vendor site | 3.3% | 1 of 4 | 1 | 4 |
| 20 | | Vendor site | 3.3% | 1 of 4 | 2 | Not read |
Questions asked
| Question | Language | Most recommended |
|---|---|---|
| What are the best workflow automation tools for small businesses? | English | |
| AI agents to automate business processes | English | |
| How can a small team connect its apps and automate routine work? | English | |
| How do I build an AI agent that handles repetitive tasks for my team? | English | |
| Manual handoffs vs. automated workflows for operations teams | English | No brand recommended |
| Rule-based automation vs. AI agents for business processes | English | No brand recommended |
| Alternatives to copying data between apps by hand | English | |
| Alternatives to hiring developers to build integrations | English | |
| I run operations at a 50-person company. What can I use to automate approvals and data entry? | English | |
| I lead a finance team buried in invoices and want to automate their processing. | English | |
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.