PlanSource vs Employee Navigator
Six of twelve models named PlanSource first on the direct prompt; zero named Employee Navigator. PlanSource was named by eleven of the twelve models and Employee Navigator by eleven and PlanSource carries 32 labels and Employee Navigator 43, so the shares are not directly comparable.
Named in two categories 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
PlanSourceFirst choices, of twelve modelsEmployee Navigator
The direct prompt
PlanSource first, Employee Navigator an alternative
6 of 12 modelsEmployee Navigator was named in the answer but not as the choice, or not at all.Neither was the first choice, one was named
3 of 12 modelsThe answer put something else first and named one of the two as an alternative.Neither was named
3 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
Employee Navigator9%#2 of 13PlanSource0%#11 of 13PlanSource23%#1 of 14Employee Navigator20%#2 of 14Employee Navigator4%#7 of 15PlanSource2%#8 of 15What the models said about PlanSource
Every negative label with a quote, up to three, then the highest-weighted positives, up to three. Five of six in this category shown.
“PlanSource: Users have noted complaints about work status event complexity, document library organization, and some delays in carrier file setup.” MiniMax M2.5 · negative prompt · soft negative
“Be cautious if you have under 250 employees, need benefits bundled with payroll” Perplexity Sonar · negative prompt · soft negative
“PlanSource - a dedicated benefit enrollment system for the 100–1,000 employee range with decision-support tooling, billing reconciliation, and a large carrier-feed library.” Llama 4 Maverick · paraphrase prompt · first choice
“I'd suggest starting with PlanSource if you want a dedicated benefits platform, or Rippling if you prefer an all-in-one HRIS solution” MiniMax M2.5 · paraphrase prompt · first choice
“Choose PlanSource if you want a powerful, dedicated benefits tool that sits well alongside your existing HR stack.” Qwen 3.7 Flash · direct prompt · first choice
What the models said about Employee Navigator
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
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.