A product needs 10 labels in a category before a share is stated. Benefex has 8.
“Benefex (standalone, *not* via Zellis payroll)”DeepSeek V4 Flash · Negative question · first choice
“global flexible benefits and reward administration... Strongest in Global flexible benefits and reward”Muse Glimmer 30B · Comparative question · alternative
“Also criticized for unreliable reporting, making it difficult to maintain data integrity”Mistral Small · Negative question · warning
“I also experienced challenges with Benefex's reporting, which was similarly frustrating.”Muse Glimmer 30B · Negative question · warning
“Trustpilot rating: 1.6/5 (34 reviews) — among the lowest I found.”DeepSeek V4 Flash · Negative question · warning
“this platform may not be the best fit”GLM 4.7 FlashX · Negative question · warning
The products named in the same answers as Benefex, over the 15 answers that named it, and how often each was the first choice instead.
| Product | Named together | Picked instead | |
|---|---|---|---|
| 8 | 6 | View → | |
| 7 | 0 | View → | |
| 5 | 0 | View → | |
| 5 | 0 | View → | |
| 4 | 2 | View → | |
| 4 | 0 | View → | |
| 4 | 0 | View → | |
| 3 | 0 | View → | |
| 3 | 0 | View → | |
| 3 | 0 | View → |
A side-by-side page exists where both products are among a category's top eight.
Fourteen AI models from 12 labs are asked the same buying questions six ways, for three company sizes. Standings refresh every edition.
Gane sells AI visibility software. No company can pay to change a result.
Read the method →Fourteen of the fourteen models returned a source list in this edition: five return the pages they cited and nine the search results they consulted. These counts come from 15 of the 15 answers that named Benefex and are not a share of its labels.
No domain is on file for Benefex, so its own site is not marked.
Pages are listed as the models cited them.
| Model | First choice | Alternative | Mention | Warning | Labels |
|---|---|---|---|---|---|
| Claude Haiku 4.5 | 0 | 0 | 0 | 0 | 0 |
| GPT-5.4 mini | 0 | 0 | 0 | 0 | 0 |
| Gemini 3.5 Flash | 0 | 0 | 0 | 0 | 0 |
| Perplexity Sonar | 0 | 0 | 1 | 0 | 1 |
| Grok 4.20 | 0 | 0 | 0 | 0 | 0 |
| Mistral Small | 0 | 0 | 1 | 1 | 2 |
| DeepSeek V4 Flash | 1 | 0 | 0 | 1 | 2 |
| Llama 4 Maverick | 0 | 0 | 0 | 0 | 0 |
| Qwen 3.7 Flash | 0 | 0 | 0 | 0 | 0 |
| Kimi K2 | 0 | 0 | 0 | 0 | 0 |
| GLM 4.7 FlashX | 0 | 0 | 0 | 1 | 1 |
| MiniMax M2.5 | 0 | 0 | 0 | 0 | 0 |
| GPT-6 Luna | 0 | 0 | 0 | 0 | 0 |
| Muse Glimmer 30B | 0 | 1 | 0 | 1 | 2 |