# Gumloop: 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/it/vendors/gumloop

## Standing by category

| Category | Share | Rank | Negative rate | Labels |
|---|---|---|---|---|
| [Workflow orchestration](https://www.gane.ai/index/it/it-data/workflow-orchestration/index.md) | 0% | 54 | 0% | 1 |

## 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 | 1 | 0 | 1 |
| MiniMax M2.5 | 0 | 0 | 0 | 0 | 0 |
| GPT-6 Luna | 0 | 0 | 0 | 0 | 0 |
| Muse Glimmer 30B | 0 | 0 | 0 | 0 | 0 |

## Sources returned with these answers

The sites and pages cited by the answers that named Gumloop, from 2 of the 2 answers that named it (only the models that return a source list).

### Domains cited

- workflows.guru: 2
- aimultiple.com: 1
- automationatlas.io: 1
- bizdevstrategy.com: 1
- blog.n8n.io: 1
- camunda.com: 1
- cflowapps.com: 1
- cio.economictimes.indiatimes.com: 1
- codewords.ai: 1
- dev.to: 1

### Pages cited

- https://workflows.guru/best-workflow-orchestration-tools: 2
- https://aimultiple.com/workload-automation-tools: 1
- https://automationatlas.io/answers/best-process-orchestration-tools-2026: 1
- https://automationatlas.io/rankings: 1
- https://automationatlas.io/rankings/best-process-orchestration-2026: 1
- https://bizdevstrategy.com/business-workflow-automation: 1
- https://blog.n8n.io/make-vs-zapier: 1
- https://camunda.com/blog/2024/02/what-is-workflow-orchestration-guide-use-cases: 1

## In its own words

What Gumloop's own pages state, read 2026-10-06. Stated by the vendor, not checked by the index.

- Positioning: Gumloop is the multiplayer AI agent builder. (https://gumloop.com/)
- For: Let anyone at your company build agents with any AI model, any integration while IT controls access. (https://gumloop.com/)
- Price stated: Free plan; Pro plan from $37/month after a free 14-day trial (https://gumloop.com/)
- Starting price: 37 (https://gumloop.com/)
- Free plan or trial: Free 14-day trial available (https://gumloop.com/)
- Integrations claimed: 300 (https://gumloop.com/); 30 (https://www.gumloop.com/pricing); 100 (https://www.gumloop.com/products/cli) (pages disagree)
- Certifications: SOC 2 Type II, GDPR
- Hosting: AWS, Azure, Google Cloud
- Customers named: Instacart, Samsara, Gusto, Verkada, Ramp, Shopify, Opendoor, Remote

## What it publishes

Every page gumloop.com exposes, read 2026-09-29: 1148 addresses. By kind, pages and the last 90 days:

- blog: 121 pages, 0 in the last 90 days, latest undated
- case study: 5 pages, 1 in the last 90 days, latest 2026-09-22
- webinar or virtual event: 4 pages, 0 in the last 90 days, latest undated
- conference or event: 14 pages, 0 in the last 90 days, latest undated
- report or ebook: 2 pages, 0 in the last 90 days, latest undated
- comparison: 53 pages, 0 in the last 90 days, latest undated
- template or tool: 190 pages, 0 in the last 90 days, latest undated
- glossary or explainer: 3 pages, 0 in the last 90 days, latest undated
- podcast or video: 9 pages, 0 in the last 90 days, latest undated
- Recent: 2026-09-22 case study: Fal ai https://www.gumloop.com/customers/fal-ai
- Recent: 2026-03-11 case study: Gusto https://www.gumloop.com/customers/gusto
- Recent: 2026-02-23 case study: Samsara https://www.gumloop.com/customers/samsara

## Record

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