Justworks vs Rippling
One of fourteen models named Justworks first on the direct prompt; two named Rippling. Both were named by all fourteen models and Justworks carries 43 labels and Rippling 39, so the shares are not directly comparable.
Named in eleven categories this edition.
Named in thirty-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 PEO providers page.
By framing
JustworksFirst choices, of fourteen modelsRippling
Across every category in the November 2026 Edition, Justworks and Rippling were named in the same answer 235 times, of the 313 answers naming Justworks and the 1650 naming Rippling. In those answers Rippling took the first choice twenty-five times and Justworks forty-nine.
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 4.20 | | | | | | |
| 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 | | |
Justworks Rippling first choice named as an alternative argued againstblank: not namedEach cell is one answer, Justworks on the left and Rippling on the right.The direct prompt
Justworks first, Rippling an alternative
1 of 14 modelsRippling was named in the answer but not as the choice, or not at all.Rippling first, Justworks not the choice
2 of 14 modelsJustworks was named in the answer but not as the choice, or not at all.Neither was the first choice, one was named
8 of 14 modelsThe answer put something else first and named one of the two as an alternative.Neither was named
3 of 14 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
Justworks76%#1 of 7Rippling9%#2 of 7Justworks28%#2 of 7Rippling11%#4 of 7What the models said about Justworks
Every negative label with a quote, up to three, then the highest-weighted positives, up to three. Four of four in this category shown.
“Be cautious with: Tech-first or startup-oriented PEOs (e.g., Justworks, Rippling).” Gemini 3.5 Flash · negative prompt · soft negative
“Choose Justworks or Rippling if you have fewer than 50 employees, want a modern software interface, and desire transparent flat rates.” Gemini 3.5 Flash · comparative prompt · first choice
“Justworks is widely regarded as the best PEO (Professional Employer Organization) option for companies with a limited budget” Grok 4.20 · budget prompt · first choice
“Choose Justworks if you are a startup or small business wanting transparent pricing and a clean interface.” Qwen 3.7 Flash · comparative prompt · first choice
What the models said about Rippling
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.