# Conga CPQ: how AI models rank it, November 2026

Gane Index, November 2026 Edition. Named in 48 judge labels across 1 category by 14 of 14 models. Page: https://www.gane.ai/index/gtm/vendors/conga-cpq

## Standing by category

| Category | Share | Rank | Negative rate | Labels |
|---|---|---|---|---|
| [CPQ](https://www.gane.ai/index/gtm/revops/cpq/index.md) | 2% | 7 | 33% | 48 |

## What the models said for it

- "If you use Salesforce and need to quote complex bundles: Choose Conga CPQ." (Qwen 3.7 Flash, CPQ)
- "If you're already in Salesforce: Start with Salesforce CPQ or Conga." (Grok 4.20, CPQ)
- "Often the top pick for mid-market B2B versatility" (Grok 4.20, CPQ)
- "Best for: Large enterprise B2B sales teams requiring deep Contract Lifecycle Management (CLM) integration." (Gemini 3.5 Flash, CPQ)

## And against it

- "Buying full enterprise tools (e.g., Oracle CPQ, Conga Enterprise) ... often leads to high maintenance costs and low sales adoption." (Gemini 3.5 Flash, CPQ)
- "Conga (due to its complexity and potential for vendor regret)" (Llama 4 Maverick, CPQ)
- "Enterprise platforms like Salesforce CPQ, SAP, or Conga ... often require $15,000–$50,000+ in consultant implementation fees" (Gemini 3.5 Flash, CPQ)
- "Conga CPQ is also shown for small business but at a higher entry point: Overall rating 4.2/5, Starting price $85.00/month." (Muse Glimmer 30B, CPQ)

## By model

| Model | First choice | Alternative | Mention | Warning | Labels |
|---|---|---|---|---|---|
| Claude Haiku 4.5 | 0 | 2 | 1 | 1 | 4 |
| GPT-5.4 mini | 0 | 2 | 0 | 1 | 3 |
| Gemini 3.5 Flash | 0 | 1 | 0 | 4 | 5 |
| Perplexity Sonar | 0 | 3 | 0 | 1 | 4 |
| Grok 4.20 | 2 | 1 | 1 | 1 | 5 |
| Mistral Small | 0 | 4 | 0 | 1 | 5 |
| DeepSeek V4 Flash | 0 | 2 | 1 | 1 | 4 |
| Llama 4 Maverick | 0 | 0 | 1 | 1 | 2 |
| Qwen 3.7 Flash | 1 | 1 | 0 | 1 | 3 |
| Kimi K2 | 0 | 3 | 0 | 1 | 4 |
| GLM 4.7 FlashX | 0 | 1 | 0 | 1 | 2 |
| MiniMax M2.5 | 0 | 1 | 1 | 0 | 2 |
| GPT-6 Luna | 0 | 1 | 0 | 0 | 1 |
| Muse Glimmer 30B | 0 | 1 | 1 | 2 | 4 |

## Sources returned with these answers

The sites and pages cited by the answers that named Conga CPQ, from 133 of the 141 answers that named it (only the models that return a source list).

### Domains cited

- g2.com: 80
- softwareadvice.com: 73
- albato.com: 56
- selecthub.com: 50
- zapier.com: 46
- capterra.com: 36
- conga.com: 29 (its own site)
- pandadoc.com: 29
- atwix.com: 28
- guideflow.com: 27

### Pages cited

- https://softwareadvice.com/cpq: 67
- https://albato.com/blog/publications/best-cpq-software: 56
- https://zapier.com/blog/cpq-software-vendors: 46
- https://selecthub.com/c/cpq-software: 45
- https://capterra.com/cpq-software: 29
- https://atwix.com/b2b-ecommerce/best-cpq-software: 28
- https://g2.com/categories/cpq/enterprise: 25
- https://guideflow.com/blog/best-cpq-software: 25

## In its own words

What Conga CPQ's own pages state, read 2026-09-28. Stated by the vendor, not checked by the index.

- Positioning: This section lists the terms and their definitions for the CPQ application. (https://documentation.conga.com/en/general/conga-product-glossary/configure-price-quote-cpq)
- For: sales representatives (https://documentation.conga.com/en/cpq-for-salesforce/current/cpq-for-users/conga-sales-agent)

## 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.