# Conga Price Optimization & Management: how AI models rank it, November 2026

Gane Index, November 2026 Edition. Named in 11 judge labels across 1 category by 9 of 14 models. Page: https://www.gane.ai/index/gtm/vendors/conga-price-optimization-management

## Standing by category

| Category | Share | Rank | Negative rate | Labels |
|---|---|---|---|---|
| [Pricing optimization](https://www.gane.ai/index/gtm/revops/pricing-optimization/index.md) | 2% | 8 | 18% | 11 |

## What the models said for it

- "the safest default recommendation is Conga POM" (GPT-5.4 mini, Pricing optimization)
- "For Mid-Market/All-in-One: Conga (Apttus), DealHub, Revinate – Can offer broader functionality at your company size." (MiniMax M2.5, Pricing optimization)
- "Enable / Conga are the mid-market-friendly leaders in the 2026 Magic Quadrant" (Muse Glimmer 30B, Pricing optimization)
- "Large businesses with complex, negotiated pricing and commerce workflows" (GPT-6 Luna, Pricing optimization)

## And against it

- "Likely more enterprise-oriented and potentially heavier to implement." (Perplexity Sonar, Pricing optimization)
- "powerful but generally not the right fit for a limited budget" (GPT-5.4 mini, Pricing optimization)

## By model

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

## Sources returned with these answers

The sites and pages cited by the answers that named Conga Price Optimization & Management, from 41 of the 43 answers that named it (only the models that return a source list).

### Domains cited

- g2.com: 23
- guideflow.com: 15
- marketintelligencetools.com: 13
- softwareadvice.com: 13
- research.oz.spotlightar.com: 12
- softwareworld.co: 12
- rankite.com: 11
- capterra.com: 10
- kleene.ai: 10
- pricefx.com: 10

### Pages cited

- https://marketintelligencetools.com/rankings/price-optimization-tools: 13
- https://guideflow.com/blog/price-optimization-software: 12
- https://research.oz.spotlightar.com/reports/magic-quadrant-b2b-pricing-and-rebate-optimization-software-2026/leaders: 12
- https://g2.com/categories/pricing/enterprise: 10
- https://kleene.ai/blog/price-optimization-tools: 10
- https://softwareworld.co/pricing-optimization-software: 10
- https://virtocommerce.com/blog/b2b-pricing-tools-software: 9
- https://rankite.com/blog/best-pricing-software: 8

## 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.