# Spotify's Backstage: 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/spotify-s-backstage

## Standing by category

| Category | Share | Rank | Negative rate | Labels |
|---|---|---|---|---|
| [Internal developer portals](https://www.gane.ai/index/it/developer/internal-developer-portals/index.md) | 2% | 10 | 0% | 1 |

## What the models said for it

- "I strongly recommend starting with a Proof of Concept (PoC) using Backstage internally to see if your architecture supports it" (Qwen 3.7 Flash, Developer portals)

## 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 | 1 | 0 | 0 | 0 | 1 |
| 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 | 0 | 0 | 0 | 0 |

## Sources returned with these answers

The sites and pages cited by the answers that named Spotify's Backstage, from 2 of the 4 answers that named it (only the models that return a source list).

### Domains cited

- roadie.io: 2
- atmosly.com: 1
- blog.codercops.com: 1
- developerportalcost.com: 1
- devopsboys.com: 1
- docs.aws.amazon.com: 1
- encore.dev: 1
- guideflow.com: 1
- medium.com: 1
- northflank.com: 1

### Pages cited

- https://atmosly.com/blog/best-internal-developer-platforms: 1
- https://blog.codercops.com/blog/platform-engineering-internal-developer-platforms-2026: 1
- https://developerportalcost.com/backstage-cost: 1
- https://devopsboys.com/blog/backstage-vs-port-vs-cortex-idp-comparison-2026: 1
- https://docs.aws.amazon.com/proton/latest/userguide/proton-end-of-support.html: 1
- https://encore.dev/articles/platform-engineering-tools: 1
- https://guideflow.com/blog/internal-developer-platform: 1
- https://medium.com/devops-ai-decoded/top-10-internal-developer-platform-tools-you-should-evaluate-in-2026-b5fee8944072: 1

## 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.