# Flux: how AI models rank it, November 2026

Gane Index, November 2026 Edition. Named in 5 judge labels across 2 categories by 2 of 14 models. Page: https://www.gane.ai/index/it/vendors/flux

## Standing by category

| Category | Share | Rank | Negative rate | Labels |
|---|---|---|---|---|
| [CI/CD platforms](https://www.gane.ai/index/it/developer/ci-cd-platforms/index.md) | 0% | 28 | 25% | 4 |
| [Time series databases](https://www.gane.ai/index/it/it-data/time-series-databases/index.md) | 0% | 62 | 100% | 1 |

## And against it

- "Avoid proprietary query languages (like older Flux)" (Gemini 3.5 Flash, Time series DBs)
- "Kubernetes-native, GitOps. Excellent if you're all-in on K8s, but requires operational expertise." (Kimi K2, CI/CD)

## 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 | 3 | 1 | 4 |
| 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 | 1 | 1 |
| 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 Flux, from 5 of the 9 answers that named it (only the models that return a source list).

### Domains cited

- blog.jetbrains.com: 3
- kuberns.com: 2
- northflank.com: 2
- qovery.com: 2
- about.gitlab.com: 1
- accelq.com: 1
- basekick.net: 1
- blog.elest.io: 1
- capitalnumbers.com: 1
- cms.harness.io: 1

### Pages cited

- https://blog.jetbrains.com/teamcity/2026/03/best-ci-tools: 2
- https://kuberns.com/blogs/best-cicd-tools: 2
- https://qovery.com/blog/devops-platforms-small-engineering-teams-2026: 2
- https://about.gitlab.com/topics/ci-cd/choose-continuous-integration-tool: 1
- https://accelq.com/blog/continuous-integration-tools: 1
- https://basekick.net/blog/best-time-series-databases-2026: 1
- https://blog.elest.io/clickhouse-vs-timescaledb-vs-influxdb-which-time-series-database-for-your-analytics: 1
- https://blog.jetbrains.com/teamcity/2026/01/vendor-lock-in-vs-strategic-partnership: 1

## In its own words

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

- Positioning: KI-Automatisierung mit vollem Quellcode — Kein Vendor Lock-in (https://fluxhuman.com/)
- For: DACH businesses (https://fluxhuman.com/)
- Price stated: Drei Fixpreis-Pakete: Zeitfresser-Fix, Prozess-Architektur, KI-Assistent; Einstieg mit dem Compliance-Check oder dem Agent-Readiness-Audit (https://fluxhuman.com/)
- Starting price: 3.900 € (https://fluxhuman.com/)
- Integrations claimed: 2 (https://fluxhuman.com/pricing)
- Certifications: GDPR, EU AI Act, EU-US DPF
- Hosting: EU, Ihre Infrastruktur, eigener Server, Hetzner, EU-Cloud

## What it publishes

Every page fluxhuman.com exposes, read 2026-09-29: 274 addresses. By kind, pages and the last 90 days:

- blog: 190 pages, 64 in the last 90 days, latest 2026-09-25
- comparison: 6 pages, 3 in the last 90 days, latest 2026-08-03
- Recent: 2026-09-25 blog: Ai supply chain sicherheit dynamische provenienzpruefung fuer ki https://fluxhuman.com/blog/ai-supply-chain-sicherheit-dynamische-provenienzpruefung-fuer-ki
- Recent: 2026-09-25 blog: Ai supply chain security ai generated code demands dynamic https://fluxhuman.com/en/blog/ai-supply-chain-security-ai-generated-code-demands-dynamic
- Recent: 2026-09-23 blog: Claude 5 5 release kapazitaetsbeschraenkungen entlarven https://fluxhuman.com/blog/claude-5-5-release-kapazitaetsbeschraenkungen-entlarven
- Recent: 2026-09-23 blog: Claude 5 5 release capacity limits expose frontier api fragility https://fluxhuman.com/en/blog/claude-5-5-release-capacity-limits-expose-frontier-api-fragility
- Recent: 2026-09-22 blog: Kv cache kompression wie deepseek v4 1 flash 40 gb gpus fuer https://fluxhuman.com/blog/kv-cache-kompression-wie-deepseek-v4-1-flash-40-gb-gpus-fuer
- Recent: 2026-09-22 blog: Kv cache compression how deepseek v4 1 flash makes 40gb gpus https://fluxhuman.com/en/blog/kv-cache-compression-how-deepseek-v4-1-flash-makes-40gb-gpus

## 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.