Two of fourteen models named Employee Navigator first on the direct prompt; two named PlanSource. Employee Navigator was named by thirteen of the fourteen models and PlanSource by twelve and Employee Navigator carries 32 labels and PlanSource 31, so the shares are not directly comparable.
Named in three categories this edition.
Named in 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 benefits administration page.
Across every category in the October 2026 Edition, Employee Navigator and PlanSource were named in the same answer forty times, of the 74 answers naming Employee Navigator and the 93 naming PlanSource. In those answers PlanSource took the first choice four times and Employee Navigator five.
| 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 |
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. Three of four in this category shown.
“best first look if you have a benefits broker you like and want a focused enrollment platform... start with Employee Navigator if your broker supports it” GPT-6 Luna · paraphrase prompt · first choice
“If you mean a benefits-first platform that can sit alongside your existing HRIS/payroll, start with Employee Navigator” GPT-6 Luna · direct prompt · first choice
“If you have strict budget controls and highly complex, multi-carrier medical plans, look at Employee Navigator” Qwen 3.7 Flash · paraphrase prompt · first choice
Every negative label with a quote, up to three, then the highest-weighted positives, up to three. Six of seven in this category shown.
“the product "seems designed to trip up customers and make it difficult to cancel"” GLM 4.7 FlashX · negative prompt · hard negative
“Primary Concern: Complexity and "black box" support.” Qwen 3.7 Flash · negative prompt · hard negative
“bswift/PlanSource (enterprise) get similar scalability complaints but fewer public reviews” Grok 4.1 Fast · negative prompt · soft negative
“Best for a dedicated benefits administration platform → PlanSource – built around enrollment automation and carrier connectivity” GLM 4.7 FlashX · direct prompt · first choice
“"Best for a dedicated benefits administration platform: PlanSource, built around enrollment automation and carrier connectivity."” Muse Glimmer 30B · direct prompt · first choice
“### 1. PlanSource — Best for dedicated benefits-only platform” GLM 4.7 FlashX · paraphrase 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.