Ease vs Benefitfocus
Zero of twelve models named Ease first on the direct prompt; zero named Benefitfocus. Ease was named by ten of the twelve models and Benefitfocus by ten and Ease carries 17 labels and Benefitfocus 23, 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 twelve 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.
By framing
EaseFirst choices, of twelve modelsBenefitfocus
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 | | |
Ease Benefitfocus first choice named as an alternative argued againstblank: not namedEach cell is one answer, Ease on the left and Benefitfocus on the right.The direct prompt
Neither was the first choice, one was named
1 of 12 modelsThe answer put something else first and named one of the two as an alternative.Neither was named
11 of 12 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
Benefitfocus9%#5 of 15Ease0%#– of 15What the models said about Ease
Every negative label with a quote, up to three, then the highest-weighted positives, up to three. Three of four in this category shown.
“My top recommendation for a limited budget: If you have a broker, ask about Ease or Employee Navigator (potentially free).” DeepSeek V4 Flash · budget prompt · first choice
“For tightest budget, consider Ease or GoCo (around $4-5/employee)” MiniMax M2.5 · budget prompt · first choice
“Employee Navigator or Ease may fit better, but the results note these are more broker-supported than all-in-one systems” Perplexity Sonar · budget prompt · alternative
What the models said about Benefitfocus
Every negative label with a quote, up to three, then the highest-weighted positives, up to three. Five of five in this category shown.
“"Worst support EVER" – very poor responsiveness after open enrollment” GLM 4.7 FlashX · negative prompt · hard negative
“Avoid for Support-Reliant Organizations” DeepSeek V4 Flash · negative prompt · hard negative
“## Top Recommendation: Benefitfocus” GLM 4.7 FlashX · paraphrase prompt · first choice
“You want a carrier‑grade, self‑service portal for employees | Benefitfocus” GLM 4.7 FlashX · direct prompt · alternative
“Excels in employee experience and engagement, with strong plan navigation tools.” MiniMax M2.5 · comparative 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.