# Stepper: how AI models rank it, November 2026

Gane Index, November 2026 Edition. Named in 1 judge label across 1 category by 1 of 14 models. Page: https://www.gane.ai/index/gtm/vendors/stepper

## Standing by category

| Category | Share | Rank | Negative rate | Labels |
|---|---|---|---|---|
| [Workflow automation and iPaaS](https://www.gane.ai/index/gtm/gtm-data/workflow-automation-and-ipaas/index.md) | 0% | 36 | 0% | 1 |

## What the models said for it

- "described as the best workflow automation tool for small business in 2026" (Muse Glimmer 30B, Automation & iPaaS)

## By model

| Model | First choice | Alternative | Mention | Warning | Labels |
|---|---|---|---|---|---|
| Claude Haiku 4.5 | 0 | 0 | 0 | 0 | 0 |
| GPT-5.4 mini | 0 | 0 | 0 | 0 | 0 |
| Gemini 3.5 Flash | 0 | 0 | 0 | 0 | 0 |
| Perplexity Sonar | 0 | 0 | 0 | 0 | 0 |
| Grok 4.20 | 0 | 0 | 0 | 0 | 0 |
| Mistral Small | 0 | 0 | 0 | 0 | 0 |
| DeepSeek V4 Flash | 0 | 0 | 0 | 0 | 0 |
| Llama 4 Maverick | 0 | 0 | 0 | 0 | 0 |
| Qwen 3.7 Flash | 0 | 0 | 0 | 0 | 0 |
| Kimi K2 | 0 | 0 | 0 | 0 | 0 |
| GLM 4.7 FlashX | 0 | 0 | 0 | 0 | 0 |
| MiniMax M2.5 | 0 | 0 | 0 | 0 | 0 |
| GPT-6 Luna | 0 | 0 | 0 | 0 | 0 |
| Muse Glimmer 30B | 0 | 1 | 0 | 0 | 1 |

## Sources returned with these answers

The sites and pages cited by the answers that named Stepper, from 3 of the 3 answers that named it (only the models that return a source list).

### Domains cited

- make.com: 3
- ones.com: 3
- stepper.io: 3 (its own site)
- zapier.com: 2
- activepieces.com: 1
- alternativeto.net: 1
- augusto.digital: 1
- automationatlas.io: 1
- costbench.com: 1
- dialaxy.com: 1

### Pages cited

- https://stepper.io/automation/best-workflow-automation-tools-for-small-business: 3
- https://make.com/blog/best-automated-workflow-tools-for-scaling-manual-processes: 2
- https://activepieces.com/blog/n8n-free-plan-in-2026-community-edition-vs-cloud: 1
- https://alternativeto.net/browse/all: 1
- https://augusto.digital/insights/blogs/2026/08: 1
- https://automationatlas.io/answers/best-open-source-automation-tools: 1
- https://costbench.com/software/ai-automation/make: 1
- https://costbench.com/software/ai-automation/n8n: 1

## Record

- Method: https://www.gane.ai/index/gtm/methodology
- License: CC BY 4.0. Cite as Gane Index, November 2026 Edition, www.gane.ai/index/gtm.