Ten of fourteen models named Enable first on the direct prompt; one named incentX. Enable was named by fourteen of the fourteen models and incentX by thirteen and Enable carries 62 labels and incentX 34, so the shares are not directly comparable.
Named in one category this edition.
Named in one category this edition.
Share is the count of first choices across the direct, paraphrase, budget and scale prompts over all fourteen models, for a mid-market B2B company; rank is within the category; every quote names the model and the prompt it came from. Both figures come from the rebate management page.
Across every category in the November 2026 Edition, Enable and incentX were named in the same answer eighty-eight times, of the 193 answers naming Enable and the 102 naming incentX. In those answers incentX took the first choice thirty times and Enable thirty-seven.
| Model | Direct | Paraphrase | Comparative | Budget-constrained | Scale-constrained | Negative |
|---|---|---|---|---|---|---|
| Claude Haiku 4.5 | ||||||
| GPT-5.4 mini | ||||||
| Gemini 3.5 Flash | ||||||
| Perplexity Sonar | ||||||
| Grok 4.20 | ||||||
| Mistral Small | ||||||
| DeepSeek V4 Flash | ||||||
| Llama 4 Maverick | ||||||
| Qwen 3.7 Flash | ||||||
| Kimi K2 | ||||||
| GLM 4.7 FlashX | ||||||
| MiniMax M2.5 | ||||||
| GPT-6 Luna | ||||||
| Muse Glimmer 30B |
Bold names in an answer are the products the judge labeled a first choice; a model naming several gives each of them that label. The full answer text for every row is in the record.
Every negative label with a quote, up to three, then the highest-weighted positives, up to three. Six of eight in this category shown.
“Avoid starting with Enable, Vendavo, Vistex, or Model N” Perplexity Sonar · budget prompt · hard negative
“strong overall reputation, but recent G2 feedback flags data duplication, timezone/report access issues, difficult implementation, a steep learning curve, and clunky navigation” GPT-5.4 mini · negative prompt · soft negative
“Implementation Disconnects: Users report friction during onboarding where pre-sales expectations clash with data mapping realities” Gemini 3.5 Flash · negative prompt · soft negative
“Most enterprise buyers today evaluate Enable as the category leader (consistently ranked #1 in G2 grids and cited as a clear leader in AI recommendation indexes)” Kimi K2 · comparative prompt · first choice
“Enable: A top choice for mid-market distributors, manufacturers, and retailers seeking strong trading-partner collaboration and dedicated rebate management.” Gemini 3.5 Flash · scale prompt · first choice
“Enable is best for enterprise rebate operations, as an AI-powered pricing and rebate management platform built for complex commercial teams” Claude Haiku 4.5 · comparative prompt · first choice
Every negative label with a quote, up to three, then the highest-weighted positives, up to three. Three of four in this category shown.
“Start by requesting a demo from incentX to see if their transaction-tier pricing fits your volume. It is currently one of the most transparent and lowest-barrier-to-entry options on the market.” Qwen 3.7 Flash · budget prompt · first choice
“Best Standalone SaaS for Small & Mid-Market Companies ... incentX is built to accommodate smaller teams setting up their first dedicated rebate system.” Gemini 3.5 Flash · budget prompt · first choice
“incentX stands out as the best rebate management platform for companies with a limited budget” Grok 4.20 · budget prompt · first choice
Comparisons are drawn for the top eight products in each category, each against each. The output is the models' output; nothing here is a recommendation by the index.