One of fourteen models named e-bate first on the direct prompt; one named incentX. e-bate was named by twelve of the fourteen models and incentX by nine and e-bate carries 23 labels and incentX 15, 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 October 2026 Edition, e-bate and incentX were named in the same answer twenty-three times, of the 65 answers naming e-bate and the 51 naming incentX. In those answers incentX took the first choice four times and e-bate nine.
| Model | Direct | Paraphrase | Comparative | Budget-constrained | Scale-constrained | Negative |
|---|---|---|---|---|---|---|
| Claude Haiku 4.5 | ||||||
| GPT-5.4 mini | ||||||
| Gemini 3.5 Flash | ||||||
| Perplexity Sonar | ||||||
| Grok 4.1 Fast | ||||||
| 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.
“e‑bate – Uses a custom quote model (not per‑user), which can be more predictable for SMBs. It focuses on rebate automation and audit control” GLM 4.7 FlashX · budget prompt · first choice
“e-bate — best fit for a limited budget focused specifically on rebates.” GPT-5.4 mini · budget prompt · first choice
“e-bate is the most frequently cited affordable rebate-first platform” Muse Glimmer 30B · 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.
“incentX (Best for Traditional B2B Rebates & Trade Spend) ... frequently cited as a top contender for SMBs” Qwen 3.7 Flash · budget prompt · first choice
“incentX – Best for sales-driven rebate automation and transaction-aware incentive programs.” Mistral Small · direct prompt · first choice
“Best Overall for B2B Rebates & Commissions: incentX” Gemini 3.5 Flash · 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.