Zero of twelve models named Employee Navigator first on the direct prompt; four named Rippling. Employee Navigator was named by eleven of the twelve models and Rippling by eleven and both carry 43 labels, so the shares below are directly comparable.
Named in two categories this edition.
Named in twenty-eight 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.
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. Four of four in this category shown.
“but may not be suitable for those without a broker relationship” Llama 4 Maverick · negative prompt · soft negative
“Employee Navigator: The industry-standard platform for broker-managed benefits. Highly likely your benefits broker is already certified to build and manage this for you.” Gemini 3.5 Flash · scale prompt · first choice
“Top pick for broker-supported setups ... Start with Employee Navigator if broker-involved” Grok 4.1 Fast · paraphrase prompt · first choice
“For the most limited budget: Start with Employee Navigator (free via broker)” Kimi K2 · budget prompt · first choice
No label in this category carried a quote.
Comparisons are drawn for the top three products in each category. The output is the models' output; nothing here is a recommendation by the index.