Four of fourteen models named Nectar first on the direct prompt; three named Awardco. Nectar was named by fourteen of the fourteen models and Awardco by twelve and Nectar carries 45 labels and Awardco 36, so the shares are not directly comparable.
Named in three categories this edition.
Named in three categories 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 recognition and rewards page.
Across every category in the October 2026 Edition, Nectar and Awardco were named in the same answer sixty-two times, of the 138 answers naming Nectar and the 126 naming Awardco. In those answers Awardco took the first choice thirteen times and Nectar ten.
| 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. Five of six in this category shown.
“~$5–$6/user/month, good for points + Amazon rewards, but pricier starters.” Grok 4.1 Fast · budget prompt · soft negative
“you find major players like Bonusly or Nectar too expensive” Gemini 3.5 Flash · budget prompt · soft negative
“Nectar - offers a range of features, including automated shoutouts, rewards, and milestone tracking, with pricing starting at $2-$5/user/month.” Llama 4 Maverick · budget prompt · first choice
“1. Nectar: *Best All-Rounder for the Mid-Market* Nectar is specifically designed to hit the sweet spot for mid-sized organizations.” Gemini 3.5 Flash · paraphrase prompt · first choice
“Nectar stands out as the best overall choice due to its comprehensive features, scalability, and strong integrations” Mistral Small · direct prompt · first choice
Every negative label with a quote, up to three, then the highest-weighted positives, up to three. Six of seven in this category shown.
“Criticized for limited reward catalog flexibility (exclusively tied to Amazon Business), potential reward delivery delays, no free trial, and opaque pricing” Mistral Small · negative prompt · hard negative
“Avoid enterprise platforms: Solutions like Workhuman, Awardco, and Achievers” DeepSeek V4 Flash · budget prompt · hard negative
“| Awardco | Poor mobile UX, limited APIs, Amazon-focused catalog |” GLM 4.7 FlashX · negative prompt · hard negative
“Best Overall for Flexible Rewards and Global Scale... Awardco offers the most comprehensive, scalable, and cost-effective system.” Gemini 3.5 Flash · direct prompt · first choice
“Start with Awardco if rewards variety (Amazon/gift cards/swag) and admin controls matter—highest G2 scores for mid-market” Grok 4.1 Fast · direct prompt · first choice
“Prioritize transparent ones like Motivosity or Awardco (Amazon integration, no/low markups, global options)” Grok 4.1 Fast · negative 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.