# Pipedream: how AI models rank it, November 2026

Gane Index, November 2026 Edition. Named in 9 judge labels across 2 categories by 7 of 14 models. Page: https://www.gane.ai/index/gtm/vendors/pipedream

## 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% | 17 | 12% | 8 |
| [Data warehouse and reverse ETL for marketing](https://www.gane.ai/index/gtm/gtm-data/data-warehouse-reverse-etl/index.md) | 0% | 98 | 100% | 1 |

## What the models said for it

- "for a more developer-first cloud workflow, Pipedream" (GPT-6 Luna, Automation & iPaaS)
- "Best for developer-first automations: Pipedream." (Perplexity Sonar, Automation & iPaaS)
- "Developer-friendly, transparent pricing" (Kimi K2, Automation & iPaaS)

## And against it

- "Pipedream for nontechnical teams — It is developer-oriented and often requires APIs, JavaScript, or scripting" (Perplexity Sonar, Automation & iPaaS)
- "Flexible, but not purpose-built for reverse ETL." (Mistral Small, Warehouse & ETL)

## 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 | 1 | 0 | 1 | 2 |
| Grok 4.20 | 0 | 0 | 0 | 0 | 0 |
| Mistral Small | 0 | 0 | 0 | 1 | 1 |
| DeepSeek V4 Flash | 0 | 0 | 1 | 0 | 1 |
| Llama 4 Maverick | 0 | 0 | 1 | 0 | 1 |
| Qwen 3.7 Flash | 0 | 0 | 0 | 0 | 0 |
| Kimi K2 | 0 | 1 | 0 | 0 | 1 |
| GLM 4.7 FlashX | 0 | 0 | 0 | 0 | 0 |
| MiniMax M2.5 | 0 | 0 | 2 | 0 | 2 |
| GPT-6 Luna | 0 | 1 | 0 | 0 | 1 |
| Muse Glimmer 30B | 0 | 0 | 0 | 0 | 0 |

## Sources returned with these answers

The sites and pages cited by the answers that named Pipedream, from 19 of the 25 answers that named it (only the models that return a source list).

### Domains cited

- ones.com: 13
- zapier.com: 9
- make.com: 8
- capterra.com: 4
- n8n.io: 4
- pipedream.com: 4 (its own site)
- stepper.io: 4
- dev.to: 3
- help.zapier.com: 3
- munro.agency: 3

### Pages cited

- https://make.com/blog/best-automated-workflow-tools-for-scaling-manual-processes: 5
- https://ones.com/blog/ones-solutions/workflow-automation-software-6-affordable-picks-for-smbs: 5
- https://help.zapier.com/hc/en-us/articles/37518970271245-What-is-Zapier: 3
- https://munro.agency/insights/top-workflow-automation-and-integration-platforms: 3
- https://stepper.io/automation/best-workflow-automation-tools-for-small-business: 3
- https://zapier.com/compare: 3
- https://capterra.com/ipaas-software: 2
- https://dialaxy.com/industry-solutions/low-cost-workflow-automation-tools: 2

## In its own words

What Pipedream's own pages state, read 2026-10-05. Stated by the vendor, not checked by the index.

- Positioning: The integration layer for AI agents (https://pipedream.com/)
- For: For developers adding connectors to their agents and apps; For companies deploying AI securely across their organization (https://pipedream.com/)
- Price stated: Free to build. Pay when your integrations go to production. (https://pipedream.com/pricing)
- Starting price: 0 (https://pipedream.com/pricing)
- Free plan or trial: Full access in development — no credit card, no paid plan until you move to production. (https://pipedream.com/)
- Integrations claimed: 10000 (https://pipedream.com/); 3000 (https://pipedream.com/pricing) (pages disagree)
- Certifications: SOC 2 Type II, GDPR, HIPAA

## What it publishes

Every page pipedream.com exposes, read 2026-09-29: 24919 addresses. By kind, pages and the last 90 days:

- blog: 13 pages, 0 in the last 90 days, latest undated
- webinar or virtual event: 64 pages, 0 in the last 90 days, latest undated
- conference or event: 19 pages, 0 in the last 90 days, latest undated
- report or ebook: 82 pages, 0 in the last 90 days, latest undated
- comparison: 8 pages, 0 in the last 90 days, latest undated
- template or tool: 22 pages, 0 in the last 90 days, latest undated
- glossary or explainer: 1 pages, 0 in the last 90 days, latest undated
- podcast or video: 1 pages, 0 in the last 90 days, latest undated
- news or press: 32 pages, 0 in the last 90 days, latest undated

## 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.