JOON vs ThrivePass
Zero of fourteen models named JOON first on the direct prompt; zero named ThrivePass. JOON was named by ten of the fourteen models and ThrivePass by nine and JOON carries 13 labels and ThrivePass 19, so the shares are not directly comparable.
Named in one category this edition.
Named in two 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.
By framing
JOONFirst choices, of fourteen modelsThrivePass
Across every category in the October 2026 Edition, JOON and ThrivePass were named in the same answer nine times, of the 36 answers naming JOON and the 50 naming ThrivePass. In those answers ThrivePass took the first choice one time and JOON one.
Every model, every framing
| 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 | |
JOON ThrivePass first choice named as an alternative argued againstblank: not namedEach cell is one answer, JOON on the left and ThrivePass on the right.The direct prompt
Neither was the first choice, one was named
4 of 14 modelsThe answer put something else first and named one of the two as an alternative.Neither was named
10 of 14 modelsThe answer made no first choice from these two in this category.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.
By buyer segment
ThrivePass2%#6 of 12JOON0%#– of 12What the models said about JOON
Every negative label with a quote, up to three, then the highest-weighted positives, up to three. Three of four in this category shown.
“For a small or budget-conscious U.S. company, I'd start with JOON if you want a standalone, flexible LSA platform with public entry-level pricing.” GPT-6 Luna · budget prompt · first choice
“For the tightest budget: Start with Joon or Compt at $250/month” Kimi K2 · budget prompt · first choice
“Joon appears to be the top choice for smaller companies.” Claude Haiku 4.5 · budget prompt · first choice
What the models said about ThrivePass
Every negative label with a quote, up to three, then the highest-weighted positives, up to three. Four of five in this category shown.
“Customer support issues noted in reviews.” Grok 4.1 Fast · direct prompt · soft negative
“Best for Lowest Entry Cost: Thrivepass or Fringe” Qwen 3.7 Flash · budget prompt · first choice
“ThrivePass at $0.55/month is tempting, but you'll need to negotiate to confirm that low rate actually applies to a full LSA program” DeepSeek V4 Flash · budget prompt · alternative
“Choose ThrivePass if your main need is unified benefits administration and reimbursement” Perplexity Sonar · direct 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.