One of fourteen models named JOON first on the direct prompt; zero named Rippling. JOON was named by twelve of the fourteen models and Rippling by thirteen and JOON carries 21 labels and Rippling 23, so the shares are not directly comparable.
Named in one category this edition.
Named in thirty-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 flexible benefits and lifestyle spending accounts 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. Four of five in this category shown.
“strong products, but they may be better if you can spend a bit more” GPT-5.4 mini · budget prompt · soft negative
“Joon and Compt are the most recommended due to their affordability, ease of use, and low administrative requirements” Mistral Small · budget prompt · first choice
“many budget-constrained teams compare Compt and JOON first: reimbursement-based, no pre-funding, fast launch” Muse Glimmer 30B · budget prompt · first choice
“Choose JOON if you have under 100 employees and want low monthly rates with zero long-term commitment.” Gemini 3.5 Flash · budget prompt · first choice
No label in this category carried a quote.
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.