# Apttus: how AI models rank it, November 2026

Gane Index, November 2026 Edition. Named in 6 judge labels across 1 category by 5 of 14 models. Page: https://www.gane.ai/index/gtm/vendors/apttus

## Standing by category

| Category | Share | Rank | Negative rate | Labels |
|---|---|---|---|---|
| [CPQ](https://www.gane.ai/index/gtm/revops/cpq/index.md) | 0% | 85 | 83% | 6 |

## And against it

- "Apttus (due to its complexity and potential for vendor regret)" (Llama 4 Maverick, CPQ)
- "their core quoting engines can become brittle and cumbersome "black boxes" that lock you into expensive upgrade cycles" (Qwen 3.7 Flash, CPQ)
- "Complexity and bloat: Historically known for being heavy, slow, and requiring significant customization." (DeepSeek V4 Flash, CPQ)
- "Apttus is mentioned as one of the CPQ tools that can be unnecessarily complex and difficult to manage" (Mistral Small, CPQ)

## 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 | 0 | 0 | 0 |
| Mistral Small | 0 | 0 | 1 | 1 | 2 |
| DeepSeek V4 Flash | 0 | 0 | 0 | 1 | 1 |
| Llama 4 Maverick | 0 | 0 | 0 | 1 | 1 |
| Qwen 3.7 Flash | 0 | 0 | 0 | 1 | 1 |
| 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 | 1 | 1 |

## Sources returned with these answers

The sites and pages cited by the answers that named Apttus, from 8 of the 14 answers that named it (only the models that return a source list).

### Domains cited

- reddit.com: 7
- softwareadvice.com: 7
- g2.com: 5
- fastslowmotion.com: 4
- capterra.com: 3
- experlogix.com: 3
- gane.ai/index: 3
- albato.com: 2
- atwix.com: 2
- capterra.ie: 2

### Pages cited

- https://softwareadvice.com/cpq: 7
- https://fastslowmotion.com/cpq-red-flags: 4
- https://reddit.com/r/salesforce/comments/19bu4oe/cpq_clm_tool_recommendations: 4
- https://reddit.com/r/salesforce/comments/7vcc4p/no_one_is_happy_after_implementing_cpq_except_the: 4
- https://g2.com/categories/cpq: 3
- https://albato.com/blog/publications/best-cpq-software: 2
- https://atwix.com/b2b-ecommerce/best-cpq-software: 2
- https://capterra.com/cpq-software: 2

## What it publishes

Every page conga.com exposes, read 2026-09-29: 3830 addresses. By kind, pages and the last 90 days:

- blog: 473 pages, 4 in the last 90 days, latest 2026-09-18
- case study: 145 pages, 2 in the last 90 days, latest 2026-09-09
- webinar or virtual event: 56 pages, 2 in the last 90 days, latest 2026-07-22
- conference or event: 24 pages, 0 in the last 90 days, latest 2025-09-17
- report or ebook: 22 pages, 1 in the last 90 days, latest 2026-08-03
- comparison: 12 pages, 3 in the last 90 days, latest 2026-09-08
- template or tool: 1 pages, 1 in the last 90 days, latest 2026-08-21
- glossary or explainer: 10 pages, 0 in the last 90 days, latest 2026-04-15
- news or press: 76 pages, 3 in the last 90 days, latest 2026-08-12
- Recent: 2026-09-18 blog: Cpq for complex products https://conga.com/resources/blog/cpq-for-complex-products
- Recent: 2026-09-17 blog: Cpq integration with crm erp https://conga.com/resources/blog/cpq-integration-with-crm-erp
- Recent: 2026-09-09 case study: Clarivate https://conga.com/customer-stories/clarivate
- Recent: 2026-09-08 comparison: Build vs buy ai software infographic https://conga.com/resources/build-vs-buy-ai-software-infographic
- Recent: 2026-08-25 case study: Cpq for manufacturing rhi magnesita https://conga.com/customer-stories/cpq-for-manufacturing-rhi-magnesita
- Recent: 2026-08-21 template or tool: Eu ai act checklist https://conga.com/resources/blog/eu-ai-act-checklist

## 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.