Ten of fourteen models named Enable first on the direct prompt; zero named 360insights. Enable was named by fourteen of the fourteen models and 360insights by eight and Enable carries 62 labels and 360insights 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.
| 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. Four of five in this category shown.
“Be cautious if you are a distributor collecting supplier rebates rather than a manufacturer or brand paying channel incentives.” Perplexity Sonar · negative prompt · soft negative
“I'd recommend evaluating Enable or 360insights first if you want a focused, easy-to-implement solution” Claude Haiku 4.5 · paraphrase prompt · first choice
“Choose 360insights when partner incentives and indirect-channel execution matter more than traditional rebate accounting.” Perplexity Sonar · comparative prompt · alternative
“Best if your focus is heavily on channel partner ecosystems... may feel more channel-centric than pure rebate tracking.” Grok 4.20 · paraphrase prompt · alternative
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.