# Logik.io: how AI models rank it, November 2026

Gane Index, November 2026 Edition. Named in 5 judge labels across 1 category by 4 of 14 models. Page: https://www.gane.ai/index/gtm/vendors/logik-io

## Standing by category

| Category | Share | Rank | Negative rate | Labels |
|---|---|---|---|---|
| [CPQ](https://www.gane.ai/index/gtm/revops/cpq/index.md) | 2% | 10 | 0% | 5 |

## What the models said for it

- "Modern Mid-Market & Scale-Up Leaders: DealHub.io, Logik.io, Subskribe, Cacheflow, PandaDoc" (Gemini 3.5 Flash, CPQ)
- "Many mid-market teams add Logik.io on top of Salesforce to eliminate slow quote load times" (Gemini 3.5 Flash, CPQ)
- "Best for a modular, API-first architecture: Logik.io." (Perplexity Sonar, CPQ)

## 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 | 1 | 1 | 0 | 0 | 2 |
| Perplexity Sonar | 0 | 1 | 0 | 0 | 1 |
| 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 | 1 | 0 | 1 |
| 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 Logik.io, from 7 of the 8 answers that named it (only the models that return a source list).

### Domains cited

- g2.com: 4
- financesonline.com: 3
- pandadoc.com: 3
- qobra.co: 3
- viewpointanalysis.com: 3
- albato.com: 2
- atwix.com: 2
- ciopages.com: 2
- cpq.se: 2
- softwareadvice.com: 2

### Pages cited

- https://qobra.co/blog/cpq-software: 3
- https://albato.com/blog/publications/best-cpq-software: 2
- https://atwix.com/b2b-ecommerce/best-cpq-software: 2
- https://ciopages.com/buyer-guides/cpq-platform: 2
- https://financesonline.com/best-cpq-products: 2
- https://g2.com/categories/cpq: 2
- https://g2.com/categories/cpq/enterprise: 2
- https://pandadoc.com/blog/best-cpq-software: 2

## Record

- Method: https://www.gane.ai/index/gtm/methodology
- License: CC BY 4.0. Cite as Gane Index, November 2026 Edition, www.gane.ai/index/gtm.