| Category | Function | Share | Rank | Negative rate | Labels | Quadrant |
|---|---|---|---|---|---|---|
| Flexible benefits and lifestyle spending accounts | Compensation and total rewards | 17% | 3 of 76 | 7% | 42 | accepted challenger |
| Employee wellbeing and mental health | Onboarding and employee experience | 2% | 13 of 99 | 0% | 1 | under 10 labels · led by Wellable at 30% |
| Benefits administration | Core HR and payroll | 0% | 20 of 54 | 17% | 6 | under 10 labels · led by PlanSource at 23% |
| Model | First choice | Alternative | Mention | Negative | Labels |
|---|---|---|---|---|---|
| Claude Haiku 4.5 | 0 | 2 | 0 | 0 | 2 |
| GPT-5.4 mini | 0 | 0 | 2 | 0 | 2 |
| Gemini 3.5 Flash | 3 | 2 | 0 | 0 | 5 |
| Perplexity Sonar | 0 | 2 | 1 | 0 | 3 |
| Grok 4.1 Fast | 1 | 3 | 1 | 1 | 6 |
| Mistral Small | 1 | 1 | 0 | 0 | 2 |
| DeepSeek V4 Flash | 2 | 2 | 0 | 1 | 5 |
| Llama 4 Maverick | 1 | 0 | 4 | 1 | 6 |
| Qwen 3.7 Flash | 1 | 0 | 3 | 1 | 5 |
| Kimi K2 | 1 | 2 | 1 | 0 | 4 |
| GLM 4.7 FlashX | 0 | 3 | 1 | 0 | 4 |
| MiniMax M2.5 | 1 | 2 | 2 | 0 | 5 |
Verbatim evidence the judge attached to positive labels.
“Benepass is often the top choice due to its balance of card-based convenience, compliance features, global scalability” MiniMax M2.5 · Flexible benefits · direct prompt · first choice
“Prioritize platforms with proven mid-market success (e.g., Compt for reimbursements, Benepass for cards).” Grok 4.1 Fast · Flexible benefits · scale prompt · first choice
“If you have zero time to manage receipts or approve claims, opt for Benepass (automatic debit cards)” Gemini 3.5 Flash · Employee wellbeing · direct prompt · first choice
“Benepass (Best Overall for Employee Experience & Distributed Teams) ... Benepass is a top-tier choice” Gemini 3.5 Flash · Flexible benefits · paraphrase prompt · first choice
Verbatim evidence attached to negative labels. A warning on a product with few labels is a warning; on a product with many, it is one voice among them.
“Avoid higher-end ones like Benepass/Forma/Espresa” Grok 4.1 Fast · Flexible benefits · budget prompt · hard negative
“G2 reviewers have highlighted significant frustrations regarding the clarity of reimbursement policies” Qwen 3.7 Flash · Flexible benefits · negative prompt · soft negative
“Best for lifestyle and pre-tax spending accounts, but not ideal for core benefits administration.” Llama 4 Maverick · Benefits administration · negative prompt · soft negative
“Platform fees can add up quickly for small teams” DeepSeek V4 Flash · Flexible benefits · budget prompt · soft negative
Citations exist only for the models that return a source list, four of the twelve in this edition, so these counts come from 115 of the 134 answers that named Benepass and are not a share of its labels.
516 of the 516 domain citations in answers naming Benepass came from somebody else's page.
Pages are listed as the models cited them.
Claiming is free and changes nothing in the data. A claimed page shows a verified contact who is told when each edition publishes and when Benepass's standing changes by more than the noise floor; the right to propose corrections to the vendor table, meaning names the judge wrote that should or should not read as Benepass, applied by version and listed in the change log; and a one-line description supplied by the vendor and marked as such.
It does not get any change to labels, shares or verdicts, any preview, or any say over which quotes appear. A verification link goes to your work email; an address at benepass.com is approved on the spot, any other address is reviewed by hand.
Your name and company appear on the claimed page, or the company alone if you ask below. A title and a LinkedIn address appear there too if you give them, and are left off if you do not. Your email address is never published.