# Flyte: how AI models rank it, November 2026

Gane Index, November 2026 Edition. Named in 7 judge labels across 1 category by 5 of 14 models. Page: https://www.gane.ai/index/it/vendors/flyte

## Standing by category

| Category | Share | Rank | Negative rate | Labels |
|---|---|---|---|---|
| [Workflow orchestration](https://www.gane.ai/index/it/it-data/workflow-orchestration/index.md) | 0% | 19 | 0% | 7 |

## What the models said for it

- "Choose Flyte if you want typed, reproducible data/ML workflows." (GPT-5.4 mini, Orchestration)
- "Kubernetes-native Container Jobs | Argo Workflows or Flyte" (Gemini 3.5 Flash, Orchestration)
- "Choose Flyte if you're focused on ML pipelines and reproducibility." (GLM 4.7 FlashX, Orchestration)
- "Flyte (ML/data at scale, used by LinkedIn/Spotify)" (Kimi K2, Orchestration)

## By model

| Model | First choice | Alternative | Mention | Warning | Labels |
|---|---|---|---|---|---|
| Claude Haiku 4.5 | 0 | 0 | 0 | 0 | 0 |
| GPT-5.4 mini | 0 | 1 | 1 | 0 | 2 |
| Gemini 3.5 Flash | 0 | 1 | 0 | 0 | 1 |
| 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 | 1 | 0 | 0 | 1 |
| GLM 4.7 FlashX | 0 | 1 | 0 | 0 | 1 |
| MiniMax M2.5 | 0 | 0 | 0 | 0 | 0 |
| GPT-6 Luna | 0 | 0 | 0 | 0 | 0 |
| Muse Glimmer 30B | 0 | 0 | 2 | 0 | 2 |

## Sources returned with these answers

The sites and pages cited by the answers that named Flyte, from 6 of the 7 answers that named it (only the models that return a source list).

### Domains cited

- kestra.io: 3
- prefect.io: 3
- airbyte.com: 2
- airflow.apache.org: 2
- docs.aws.amazon.com: 2
- getorchestra.io: 2
- github.com: 2
- linkedin.com: 2
- pracdata.io: 2
- prompts.ai: 2

### Pages cited

- https://pracdata.io/p/state-of-workflow-orchestration-ecosystem-2025: 2
- https://prefect.io/blog/orchestration-tools-choose-the-right-tool-for-the-job: 2
- https://skyvia.com/blog/best-data-orchestration-tools: 2
- https://zapier.com/blog/workflow-orchestration-tools: 2
- https://airbyte.com/data-engineering-resources/luigi-python-data-pipeline: 1
- https://airbyte.com/top-etl-tools-for-sources/airflow-alternatives: 1
- https://airflow.apache.org/: 1
- https://airflow.apache.org/docs/apache-airflow: 1

## In its own words

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

- Positioning: The Durable AI Runtime (https://flyte.org/)
- For: Run workloads for training, serving, and agents (https://flyte.org/)
- Price stated: Apache 2.0 OSS (https://flyte.org/)
- Starting price: 0 (https://flyte.org/)
- Free plan or trial: Now available for local execution via the Flyte 2 OSS Devbox. (https://flyte.org/)
- Integrations claimed: 10 (https://flyte.org/)
- Customers named: Spotify, Wayve, Cradle

## What it publishes

Every page flyte.org exposes, read 2026-09-29: 25 addresses. By kind, pages and the last 90 days:

- comparison: 2 pages, 0 in the last 90 days, latest undated

## 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.