One of fourteen models named incentX first on the direct prompt; zero named e-bate. incentX was named by thirteen of the fourteen models and e-bate by twelve and incentX carries 34 labels and e-bate 23, 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, incentX and e-bate were named in the same answer thirty-one times, of the 102 answers naming incentX and the 61 naming e-bate. In those answers e-bate took the first choice eight times and incentX eight.
| 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. 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
Every negative label with a quote, up to three, then the highest-weighted positives, up to three. Three of four in this category shown.
“I'd put e-bate on your shortlist. It focuses on rebate workflows and supports both buy-side and sell-side rebates” GPT-6 Luna · budget prompt · first choice
“e-bate if you need a dedicated rebate-first system and want to avoid per-user costs and want rapid time-to-value.” Muse Glimmer 30B · budget prompt · first choice
“e-Bate stands out as the best choice for budget-conscious companies.” Claude Haiku 4.5 · 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.