Compt vs Benepass
Four of fourteen models named Compt first on the direct prompt; three named Benepass. Both were named by all fourteen models and Compt carries 40 labels and Benepass 38, so the shares are not directly comparable.
Named in two categories 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
ComptFirst choices, of fourteen modelsBenepass
Across every category in the November 2026 Edition, Compt and Benepass were named in the same answer 106 times, of the 136 answers naming Compt and the 154 naming Benepass. In those answers Benepass took the first choice twelve times and Compt forty-two.
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 4.20 | | | | | | |
| 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 | | |
Compt Benepass first choice named as an alternative argued againstblank: not namedEach cell is one answer, Compt on the left and Benepass on the right.The direct prompt
Both were the first choice
1 of 14 modelsThe answer named them together, and the judge labeled each a first choice.Compt first, Benepass an alternative
3 of 14 modelsBenepass was named in the answer but not as the choice, or not at all.Benepass first, Compt an alternative
2 of 14 modelsCompt was named in the answer but not as the choice, or not at all.Neither was the first choice, one was named
7 of 14 modelsThe answer put something else first and named one of the two as an alternative.Neither was named
1 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
Compt41%#1 of 10Benepass6%#5 of 10What the models said about Compt
Every negative label with a quote, up to three, then the highest-weighted positives, up to three. Three of four in this category shown.
“Compt (now part of the broader PeopleKeep or similar ecosystems in some reviews) stands out as the best lifestyle spending account (LSA) platform for companies with a limited budget.” Grok 4.20 · budget prompt · first choice
“especially well-suited for distributed or global teams, midmarket companies consolidating multiple lifestyle benefits into one LSA” Claude Haiku 4.5 · direct prompt · first choice
“Compt offers the best value with its fixed annual pricing model, no prefunding requirement, and minimal administrative burden” MiniMax M2.5 · budget prompt · first choice
What the models said about Benepass
Every negative label with a quote, up to three, then the highest-weighted positives, up to three. Six of seven in this category shown.
“Platforms to Avoid on a Strict Budget ... Benepass | Quote-based PEPM pricing” Kimi K2 · budget prompt · hard negative
“avoid high platform minimums ($10,000–$15,000+ annual fees required by enterprise vendors like Benepass or Espresa)” Gemini 3.5 Flash · budget prompt · soft negative
“Benepass Min. Group Size 200 eligible ... platform fee around $4–$12 per employee per month” Muse Glimmer 30B · budget prompt · soft negative
“Benepass is a card-first flexible benefits platform that offers pre-tax accounts and lifestyle spending accounts with usage-based pricing” Claude Haiku 4.5 · comparative prompt · first choice
“best for mid-market and enterprise organizations prioritizing compliance, global scale, and card-based benefits delivery” Claude Haiku 4.5 · direct prompt · first choice
“Choose Benepass if you want maximum employee engagement through a seamless, single-card experience.” Qwen 3.7 Flash · comparative 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.