ADP TotalSource vs TriNet
Eleven of fourteen models named ADP TotalSource first on the direct prompt; one named TriNet. Both were named by all fourteen models and ADP TotalSource carries 50 labels and TriNet 53, so the shares are not directly comparable.
Named in five categories this edition.
Named in thirteen 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
ADP TotalSourceFirst choices, of fourteen modelsTriNet
Across every category in the November 2026 Edition, ADP TotalSource and TriNet were named in the same answer 161 times, of the 191 answers naming ADP TotalSource and the 273 naming TriNet. In those answers TriNet took the first choice six times and ADP TotalSource sixty.
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 | | | | |
ADP TotalSource TriNet first choice named as an alternative argued againstblank: not namedEach cell is one answer, ADP TotalSource on the left and TriNet on the right.The direct prompt
Both were the first choice
1 of 14 modelsThe answer named them together, and the judge labeled each a first choice.ADP TotalSource first, TriNet an alternative
10 of 14 modelsTriNet was named in the answer but not as the choice, or not at all.Neither was the first choice, one was named
3 of 14 modelsThe answer put something else first and named one of the two as an alternative.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
ADP TotalSource7%#4 of 7TriNet7%#3 of 7ADP TotalSource37%#1 of 7TriNet13%#3 of 7ADP TotalSource67%#1 of 8TriNet10%#2 of 8What the models said about ADP TotalSource
Every negative label with a quote, up to three, then the highest-weighted positives, up to three. Six of eight in this category shown.
“cite serious issues such as failure to submit employment taxes and state reports... Many former clients recommend switching to alternatives” Grok 4.20 · negative prompt · hard negative
“Multiple reports of payroll tax errors and filing mistakes” MiniMax M2.5 · negative prompt · hard negative
“Many others (e.g., TriNet, ADP TotalSource, Insperity, Paychex) require custom quotes, often resulting in $100–$150+ per employee/month” Grok 4.20 · budget prompt · soft negative
“Most businesses (small to enterprise) | Custom pricing | #1 market share (22.8%)... For most small/midsize businesses: ADP TotalSource or Paychex PEO” GLM 4.7 FlashX · comparative prompt · first choice
“ADP TotalSource and TriNet are top choices due to their scalability, industry expertise, and comprehensive service offerings” Mistral Small · direct prompt · first choice
“ADP TotalSource is widely considered the gold standard for mid-market companies transitioning away from smaller providers.” Qwen 3.7 Flash · direct prompt · first choice
What the models said about TriNet
Every negative label with a quote, up to three, then the highest-weighted positives, up to three. Four of five in this category shown.
“56 BBB complaints in recent years” MiniMax M2.5 · negative prompt · hard negative
“TriNet (Best Overall for Growth & Compliance) ... widely considered the top contender for mid-sized companies” Qwen 3.7 Flash · paraphrase prompt · first choice
“TriNet - Known for its comprehensive HR solutions... suitable for small and mid-size businesses” Llama 4 Maverick · paraphrase prompt · first choice
“my default recommendation would be TriNet or Insperity” GPT-5.4 mini · paraphrase prompt · first choice
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.