# Zilliant: how AI models rank it, November 2026

Gane Index, November 2026 Edition. Named in 10 judge labels across 1 category by 8 of 14 models. Page: https://www.gane.ai/index/finance/vendors/zilliant

## Standing by category

| Category | Share | Rank | Negative rate | Labels |
|---|---|---|---|---|
| [Rebate management](https://www.gane.ai/index/finance/receivables/rebate-management/index.md) | 0% | 17 | 20% | 10 |

## What the models said for it

- "Often recommended if your priority is specifically standardizing supplier rebate claims at scale" (Qwen 3.7 Flash, Rebate management)
- "Zilliant is the best overall choice for mid-size teams running multiple, rule-heavy rebate programs" (Muse Glimmer 30B, Rebate management)
- "Other options include Fielo, Zilliant, and Tredence" (Llama 4 Maverick, Rebate management)
- "3. Zilliant ⭐ *Best for Manufacturers*" (GLM 4.7 FlashX, Rebate management)

## And against it

- "avoid tools requiring strong governance to keep eligibility outcomes consistent, including E2open and Zilliant" (Claude Haiku 4.5, Rebate management)
- "Examples: Pricefx, Vendavo, Zilliant ... Why to Exercise Caution" (Gemini 3.5 Flash, Rebate management)

## By model

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

## Sources returned with these answers

The sites and pages cited by the answers that named Zilliant, from 18 of the 20 answers that named it (only the models that return a source list).

### Domains cited

- g2.com: 11
- enable.com: 10
- sourceforge.net: 9
- axiobench.com: 7
- incentx.com: 7
- pricefx.com: 6
- vistaar.com: 6
- gartner.com: 5
- zipdo.co: 5
- gane.ai/index: 4

### Pages cited

- https://enable.com/resources/articles/best-rebate-management-software: 9
- https://g2.com/categories/rebate-management: 6
- https://incentx.com/blog/best-rebate-management-software: 6
- https://axiobench.com/best/vendor-rebate-management-software: 5
- https://pricefx.com/platform/rebates: 5
- https://axiobench.com/best/customer-rebate-management-software: 4
- https://enable.com/: 4
- https://gartner.com/en/documents/7709825: 4

## What it publishes

Every page zilliant.com exposes, read 2026-09-29: 951 addresses. By kind, pages and the last 90 days:

- blog: 318 pages, 0 in the last 90 days, latest 2026-06-04
- case study: 35 pages, 4 in the last 90 days, latest 2026-09-24
- webinar or virtual event: 91 pages, 0 in the last 90 days, latest 2026-06-25
- conference or event: 4 pages, 0 in the last 90 days, latest 2023-02-14
- report or ebook: 81 pages, 2 in the last 90 days, latest 2026-07-16
- comparison: 1 pages, 0 in the last 90 days, latest undated
- glossary or explainer: 12 pages, 0 in the last 90 days, latest 2024-11-26
- podcast or video: 129 pages, 0 in the last 90 days, latest 2025-04-04
- news or press: 213 pages, 3 in the last 90 days, latest 2026-09-09
- Recent: 2026-09-24 case study: From 10 million manual discount entries to pricing control at scale https://zilliant.com/case-studies/from-10-million-manual-discount-entries-to-pricing-control-at-scale
- Recent: 2026-09-09 news or press: Press releases https://zilliant.com/press-releases
- Recent: 2026-09-09 news or press: Ftz selects zilliant after real time benchmark confirms superior pricing performance at scale https://zilliant.com/press-releases/ftz-selects-zilliant-after-real-time-benchmark-confirms-superior-pricing-performance-at-scale
- Recent: 2026-09-02 case study: From chaos to confidence how controlled pricing execution turned volatility into a competitive advantage https://zilliant.com/case-studies/from-chaos-to-confidence-how-controlled-pricing-execution-turned-volatility-into-a-competitive-advantage
- Recent: 2026-08-26 case study: Foodservice distributor lifts margin 134 basis points with price iq https://zilliant.com/case-studies/foodservice-distributor-lifts-margin-134-basis-points-with-price-iq
- Recent: 2026-08-20 case study: From regional pilot to global pricing control https://zilliant.com/case-studies/from-regional-pilot-to-global-pricing-control

## Record

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