# Pricing optimization for enterprise buyers: what AI models recommend, November 2026

Gane Index, November 2026 Edition. Asked as "pricing optimization platform" and as "price management and optimization software", six framings each, to fourteen models with search on, on behalf of an enterprise B2B company. Added to the November 2026 Edition. Page: https://www.gane.ai/index/gtm/revops/pricing-optimization/enterprise

**Standing:** Pricefx leads with 42% of first choices; verdict clear leader. 55 first choices across the direct, paraphrase, budget and scale prompts.

## First-choice share

| Rank | Product | Share | Negative rate | Labels |
|---|---|---|---|---|
| 1 | [Pricefx](https://www.gane.ai/index/gtm/vendors/pricefx/index.md) | 42% | 12% | 65 |
| 2 | [Vendavo](https://www.gane.ai/index/gtm/vendors/vendavo/index.md) | 25% | 14% | 63 |
| 3 | [PROS Smart Price Optimization & Management](https://www.gane.ai/index/gtm/vendors/pros-smart-price-optimization-management/index.md) | 16% | 16% | 61 |
| 4 | [Zilliant](https://www.gane.ai/index/gtm/vendors/zilliant/index.md) | 9% | 9% | 57 |
| 6 | [Conga Price Optimization & Management](https://www.gane.ai/index/gtm/vendors/conga-price-optimization-management/index.md) | 2% | 8% | 24 |
| 8 | [Vistaar](https://www.gane.ai/index/gtm/vendors/vistaar/index.md) | 0% | 5% | 19 |
| 9 | [Revionics](https://www.gane.ai/index/gtm/vendors/revionics/index.md) | 0% | 8% | 13 |
| 10 | [Competera](https://www.gane.ai/index/gtm/vendors/competera/index.md) | 0% | 24% | 21 |
| 58 | [Prisync](https://www.gane.ai/index/gtm/vendors/prisync/index.md) | 0% | 77% | 13 |

Rank is by share of first choices among all 58 products named; products with the same share are tied, and the order among them carries no meaning. The table lists those with at least 10 labels.

## Each model's first choice on the direct prompt

- Claude Haiku 4.5: no first choice
- GPT-5.4 mini: Pricefx; alternatives Conga Price Optimization & Management, PROS Smart Price Optimization & Management
- Gemini 3.5 Flash: Pricefx; alternatives Conga Price Optimization & Management, Vendavo, Zilliant
- Perplexity Sonar: PROS Smart Price Optimization & Management; alternatives Pricefx, Vendavo
- Grok 4.20: Vendavo, Zilliant; alternatives PROS Smart Price Optimization & Management, Pricefx
- Mistral Small: Pricefx; alternatives PROS Smart Price Optimization & Management, Vendavo, Zilliant
- DeepSeek V4 Flash: Pricefx, Vendavo; alternatives PROS Smart Price Optimization & Management, Vistaar, Zilliant
- Llama 4 Maverick: PROS Smart Price Optimization & Management, Pricefx, Vendavo
- Qwen 3.7 Flash: PROS Smart Price Optimization & Management; alternatives Pricefx, Vendavo, Zilliant
- Kimi K2: Pricefx, Vendavo, Zilliant; alternatives Enable, Vistaar
- GLM 4.7 FlashX: Pricefx, Vendavo Pricepoint; alternatives Blue Yonder, PROS Smart Price Optimization & Management, Periscope, Vistaar SmartOptimizer
- MiniMax M2.5: Vendavo Pricepoint; alternatives PROS Smart Price Optimization & Management, Pricefx, Zilliant
- GPT-6 Luna: Pricefx; alternatives PROS Smart Price Optimization & Management, Vendavo, Zilliant
- Muse Glimmer 30B: Pricefx; alternatives Conga Price Optimization & Management, PROS Smart Price Optimization & Management, Vendavo, Zilliant

## Sources the answers cite

75 of 84 answers came back with a source list, from 14 of 14 models. Sites named in the most answers:

- softwareworld.co: 30 answers, 34 citations
- vendavo.com: 29 answers, 42 citations
- g2.com: 27 answers, 47 citations
- pricefx.com: 23 answers, 30 citations
- vistaar.com: 22 answers, 29 citations
- virtocommerce.com: 20 answers, 20 citations
- kleene.ai: 19 answers, 23 citations
- theretailexec.com: 18 answers, 19 citations

Pages named in the most answers:

- https://softwareworld.co/pricing-optimization-software (28 answers)
- https://virtocommerce.com/blog/b2b-pricing-tools-software (20 answers)
- https://kleene.ai/blog/price-optimization-tools (19 answers)
- https://theretailexec.com/tools/best-price-optimization-software (18 answers)
- https://vendavo.com/platform/pricing (17 answers)
- https://g2.com/categories/pricing/enterprise (15 answers)
- https://gane.ai/index/gtm/revops/pricing-optimization/enterprise (15 answers)
- https://verifiedmarketresearch.com/blog/best-pricing-optimization-software (15 answers)
- https://capterra.com/pricing-optimization-software (14 answers)
- https://guideflow.com/blog/price-optimization-software (14 answers)

## Warned against

- PROS Smart Price Optimization & Management: 10 of 61 labels negative. "Avoid PROS and Vendavo if you're a "large but not mega" enterprise" (DeepSeek V4 Flash, negative prompt)
- Vendavo: 9 of 63 labels negative. "Avoid PROS and Vendavo if you're a "large but not mega" enterprise" (DeepSeek V4 Flash, negative prompt)
- Pricefx: 8 of 65 labels negative. "Pricefx and similar suites can be powerful, but buyers should confirm implementation scope, data preparation, governance... configurability can become a major operating burden." (Perplexity Sonar, negative prompt)
- Prisync: 10 of 13 labels negative. "Smaller/Niche Competitor-Focused Repricers (e.g., Prisync, Price2Spy, Quicklizard, Intelligence Node, Minderest in some cases)... Why cautious/avoid" (Grok 4.20, negative prompt)

## Movement since October 2026

Floor: 11 points of share, measured on the calibration repeat.
Same leader: Pricefx at 42%.

- Conga Price Optimization & Management: 15% to 2%, −13. Cleared the floor by 2 points · rank 4 → 6 of 58.
- Vendavo: 17% to 25%, +8. Inside the floor by 3 points · rank 2 of 58, unchanged.
- Zilliant: 4% to 9%, +5. Inside the floor by 6 points · rank 5 → 4 of 58.
- Pricefx: 38% to 42%, +4. Inside the floor by 7 points · rank 1 of 58, unchanged.
- PROS Smart Price Optimization & Management: 17% to 16%, −1. Inside the floor by 10 points · rank 3 of 58, unchanged.
- Vistaar: 0% to 0%, ±0. Inside the floor by 11 points · rank 12 → 8 of 58.
- Revionics: 0% to 0%, ±0. Inside the floor by 11 points · rank 11 → 9 of 58.
- Competera: 0% to 0%, ±0. Inside the floor by 11 points · rank 10 of 58, unchanged.
- Prisync: 0% to 0%, ±0. Inside the floor by 11 points · rank 55 → 58 of 58.

## 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.