Six of twelve models named PlanSource first on the direct prompt; zero named Gusto. PlanSource was named by eleven of the twelve models and Gusto by twelve and PlanSource carries 32 labels and Gusto 37, so the shares are not directly comparable.
Named in two categories this edition.
Named in eighteen 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.
| 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 |
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. 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
No label in this category carried a quote.
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.