# Anaconda: how AI models rank it, November 2026

Gane Index, November 2026 Edition. Named in 3 judge labels across 2 categories by 3 of 14 models. Page: https://www.gane.ai/index/it/vendors/anaconda

## Standing by category

| Category | Share | Rank | Negative rate | Labels |
|---|---|---|---|---|
| [ML platforms](https://www.gane.ai/index/it/it-data/ml-platforms/index.md) | 0% | 30 | 0% | 2 |
| [AI governance platforms](https://www.gane.ai/index/it/it-data/ai-governance-platforms/index.md) | 0% | 97 | 0% | 1 |

## What the models said for it

- "use TensorFlow / PyTorch via Anaconda environments for code-based work" (Muse Glimmer 30B, ML platforms)

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

## Sources returned with these answers

The sites and pages cited by the answers that named Anaconda, from 8 of the 8 answers that named it (only the models that return a source list).

### Domains cited

- softwr.com: 7
- spotsaas.com: 7
- g2.com: 6
- gane.ai/index: 6
- techvendorindex.com: 4
- capterra.com: 3
- cotocus.com: 3
- digitalocean.com: 3
- developers.google.com: 2
- eweek.com: 2

### Pages cited

- https://www.gane.ai/index/it/it-data/ml-platforms/smb: 6
- https://softwr.com/best/machine-learning-for-small-businesses: 6
- https://spotsaas.com/list/machine-learning-software/for-small-business: 5
- https://spotsaas.com/list/data-science-and-machine-learning-platforms/for-small-business: 4
- https://g2.com/categories/machine-learning/small-business: 3
- https://techvendorindex.com/compare/best-ai-ml-for-tight-budgets: 3
- https://capterra.com/machine-learning-software/s/free: 2
- https://cotocus.com/blog/top-10-machine-learning-platforms-tools-in-2025-features-pros-cons-comparison: 2

## In its own words

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

- Positioning: Anaconda is the trusted foundation for AI-native development. Secure, orchestrate, and accelerate data and AI at scale, from first experiment to production. (https://anaconda.com/)
- For: Build, secure, and operate AI across the models, tools, and infrastructure you choose, with one trusted foundation for development through production. (https://anaconda.com/)
- Price stated: Pricing & Plans (https://anaconda.com/)
- Certifications: ISO 27001, PCI DSS, CCPA, GDPR, PIPEDA, SOC 2 Type II
- Hosting: cloud, hybrid, on-prem, and sovereign environments
- Customers named: European Commission, Bio-Rad Life Science, Meta, Citi, Booz Allen Hamilton, TE Connectivity, zempler

## What it publishes

Every page anaconda.com exposes, read 2026-09-29: 1002 addresses. By kind, pages and the last 90 days:

- blog: 584 pages, 19 in the last 90 days, latest 2026-09-28
- case study: 27 pages, 3 in the last 90 days, latest 2026-09-11
- webinar or virtual event: 27 pages, 3 in the last 90 days, latest 2026-09-14
- conference or event: 29 pages, 13 in the last 90 days, latest 2026-09-17
- report or ebook: 58 pages, 6 in the last 90 days, latest 2026-09-17
- comparison: 3 pages, 0 in the last 90 days, latest 2025-09-30
- glossary or explainer: 2 pages, 0 in the last 90 days, latest 2025-11-04
- podcast or video: 13 pages, 0 in the last 90 days, latest 2024-10-24
- news or press: 70 pages, 7 in the last 90 days, latest 2026-09-24
- Recent: 2026-09-28 blog: Perimeters policy boundary ai platform https://www.anaconda.com/blog/perimeters-policy-boundary-ai-platform
- Recent: 2026-09-24 blog: Autonomous ai red teaming https://www.anaconda.com/blog/autonomous-ai-red-teaming
- Recent: 2026-09-24 news or press: Anaconda named 2026 inc 5000 https://www.anaconda.com/newsroom/anaconda-named-2026-inc-5000
- Recent: 2026-09-23 blog: Advisory sbom api open beta https://www.anaconda.com/blog/advisory-sbom-api-open-beta
- Recent: 2026-09-23 news or press: 2026 09 reasonable inference https://www.anaconda.com/newsletter/2026-09-reasonable-inference
- Recent: 2026-09-22 blog: Agent incident registry https://www.anaconda.com/blog/agent-incident-registry

## 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.
