# Replicate: how AI models rank it, November 2026

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

## Standing by category

| Category | Share | Rank | Negative rate | Labels |
|---|---|---|---|---|
| [LLM gateways and observability](https://www.gane.ai/index/it/it-data/llm-gateways-and-observability/index.md) | 0% | 89 | 0% | 1 |
| [ML platforms](https://www.gane.ai/index/it/it-data/ml-platforms/index.md) | 0% | 102 | 0% | 1 |

## By model

| Model | First choice | Alternative | Mention | Warning | Labels |
|---|---|---|---|---|---|
| Claude Haiku 4.5 | 0 | 0 | 1 | 0 | 1 |
| GPT-5.4 mini | 0 | 0 | 0 | 0 | 0 |
| Gemini 3.5 Flash | 0 | 0 | 1 | 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 | 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 Replicate, from 4 of the 11 answers that named it (only the models that return a source list).

### Domains cited

- g2.com: 4
- ones.com: 2
- sourceforge.net: 2
- anaconda.com: 1
- bestdevops.com: 1
- capterra.com: 1
- dev.to: 1
- developers.google.com: 1
- digitalocean.com: 1
- dsinnovators.com: 1

### Pages cited

- https://g2.com/categories/mlops-platforms/small-business: 2
- https://anaconda.com/guides/the-top-mlops-tools: 1
- https://bestdevops.com/top-10-machine-learning-platforms-features-pros-cons-and-comparison: 1
- https://capterra.com/machine-learning-software/s/free: 1
- https://dev.to/heleo/cost-efficient-mlops-practices-what-actually-saves-money-5fmk: 1
- https://developers.google.com/colab: 1
- https://digitalocean.com/resources/articles/ai-insfrastructure-scaling-ml: 1
- https://dsinnovators.com/blog/cloud/cloud-architecture-ai-workloads-2026: 1

## In its own words

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

- Positioning: Run AI with an API. (https://replicate.com/)
- For: Thousands of businesses are building their AI products on Replicate. (https://replicate.com/)
- Price stated: CPU$0.000100/sec; Nvidia T4 GPU$0.000225/sec; Nvidia L40S GPU$0.000975/sec; 2x Nvidia L40S GPU$0.001950/sec; Nvidia A100 (80GB) GPU$0.001400/sec; 8x Nvidia A100 (80GB) GPU$0.011200/sec (https://replicate.com/)
- Starting price: 0.000100 (https://replicate.com/)
- Free plan or trial: Get started for free (https://replicate.com/)
- Customers named: Buzzfeed, Labelbox, Unsplash, Character.ai, Photo.ai, Tavus, Headshot Pro, Magnific

## What it publishes

Every page replicate.com exposes, read 2026-09-29: 28553 addresses. By kind, pages and the last 90 days:

- blog: 127 pages, 0 in the last 90 days, latest 2026-04-15
- conference or event: 2 pages, 0 in the last 90 days, latest undated
- report or ebook: 48 pages, 0 in the last 90 days, latest undated
- comparison: 2 pages, 0 in the last 90 days, latest 2025-09-23
- glossary or explainer: 3 pages, 0 in the last 90 days, latest undated
- podcast or video: 8 pages, 0 in the last 90 days, latest 2025-05-22
- news or press: 22 pages, 0 in the last 90 days, latest 2025-12-09
- Recent: 2026-04-15 blog: Seedance 2 https://replicate.com/blog/seedance-2
- Recent: 2026-02-24 blog: How to prompt seedream 5 https://replicate.com/blog/how-to-prompt-seedream-5
- Recent: 2026-02-18 blog: Recraft v4 https://replicate.com/blog/recraft-v4
- Recent: 2025-12-09 news or press: Musicgen 00s https://replicate.com/press1209/musicgen-00s
- Recent: 2025-12-04 news or press: Musicology 80s https://replicate.com/press1209/musicology-80s
- Recent: 2025-12-04 news or press: Musicgen 90s https://replicate.com/press1209/musicgen-90s

## 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.
