PEO providers for enterprise buyers
Asked as “PEO”, and as “professional employer organization”, on behalf of an enterprise B2B company. 42 first choices recorded across the direct, paraphrase, budget and scale prompts, fourteen models each. Added to the October 2026 Edition on October 4, 2026; its answers are read by the distilled judge (ai-indexes-judge-qwen3-14b-run3), not the claude-opus-5 judge of the earlier categories: how the two compare.
Standing · first-choice share
62%
Clear leader
62ADP TotalSource12TriNet10Rippling17others
62% of first choices, clear leader.
By buyer segment
The same question asked on behalf of a different buyer. Each standing is computed within its segment; they sit side by side and are never added together.
The standing
Share is the count of first choices across the direct, paraphrase, budget and scale prompts, over all fourteen models, for an enterprise B2B company. Ordered by share.
ProductFirst-choice shareNegative rateLabelsQuadrant
Show the two products at 0%, ordered by negative rate
Bars are the share of first choices, 0 to 100Every product with at least 10 labels here. Every product name links to its product page.
All twenty-one head-to-head pages: the top seven products, each against each
Justworks vs RipplingJustworks vs InsperityJustworks vs PaychexADP TotalSource vs TriNetADP TotalSource vs Paychex PEOADP TotalSource vs RipplingADP TotalSource vs InsperityADP TotalSource vs PaychexTriNet vs Paychex PEOTriNet vs RipplingTriNet vs InsperityTriNet vs PaychexPaychex PEO vs RipplingPaychex PEO vs InsperityPaychex PEO vs PaychexRippling vs InsperityRippling vs PaychexInsperity vs Paychex
One product takes 62% of first choices here, so the chart would put seven markers in one corner and one at the far edge. The two measurements it plots are columns in the standing above: share, and the negative label rate. One product carries a negative rate above 25% in this category.
What they warned about
Six of fourteen models held their first choice under the paraphrase. Claude Haiku 4.5, Gemini 3.5 Flash, Mistral Small, Llama 4 Maverick, Qwen 3.7 Flash, Kimi K2, MiniMax M2.5 and Muse Glimmer 30B changed. A high negative share on a product with few labels is a warning. A low share on a product with many labels is salience, not sentiment.
Justworks45%
10 of 22 labels negative · 6 of 14 models · 3 hard negative
“Some major PEOs (e.g., Justworks) do NOT support SCIM or enterprise SSO at all — this is a disqualifier at your scale.” DeepSeek V4 Flash, scale prompt
ADP TotalSource10%
6 of 58 labels negative · 6 of 14 models · 1 hard negative
“ADP is repeatedly cited for data security incidents and post-sale service strain.” Muse Glimmer 30B, negative prompt
TriNet10%
5 of 48 labels negative · 4 of 14 models · 1 hard negative
“TriNet and ADP TotalSource are the names most frequently appearing in recent reviews and complaint databases with those exact flags.” Muse Glimmer 30B, negative prompt
Paychex23%
3 of 13 labels negative · 3 of 14 models
“Some PEOs, like Paychex, may require manual input for payroll, which can become inefficient and error-prone as your employee count grows.” Mistral Small, negative prompt
What they cite
Citations exist only for the models that return a source list: fourteen of the fourteen in this edition, and all six flagship models on the expanded tier.
Sites the answers cite
78 of 84 answers in this category came back with a source list, from 14 of 14 models: citations where the model returns them, or the search results it consulted. 1174 links across 256 sites, every framing counted. Ranked by the number of answers carrying the site or page. None of the 252 answers across every segment cited this index's own page for the category.
40 answers · 73 citations · 13 models
vendor site · Wisemonk35 answers · 46 citations · 11 models
vendor site · RemotePeople34 answers · 35 citations · 11 models
33 answers · 36 citations · 11 models
vendor site · Deel30 answers · 40 citations · 11 models
vendor site · ADP29 answers · 47 citations · 13 models
28 answers · 31 citations · 11 models
25 answers · 26 citations · 9 models
vendor site · Guideflow24 answers · 24 citations · 10 models
vendor site · G223 answers · 23 citations · 11 models
22 answers · 22 citations · 12 models
17 answers · 18 citations · 8 models
Pages the answers cite
The ten pages named in the most answers, by full address. A page here is one the models returned with a recommendation, not one the index endorses.
32 answers · 10 models
29 answers · 11 models
28 answers · 10 models
26 answers · 11 models
24 answers · 10 models
24 answers · 9 models
23 answers · 11 models
21 answers · 12 models
19 answers · 11 models
18 answers · 11 models
Search against answers
Each company's standing in the answers beside its site's footprint in Google search, one row a site: the products the models named on it with their shares, and the share they add up to; monthly searches on Google, and DataForSEO's estimate of AI search demand (modeled from search signals, directional, not a count of queries to any assistant), for the most-searched of the company's and its products' names (the name is in each row's hover text); estimated monthly organic visits to the site; and its best position in Google's top ten for “best peo”, “peo”, “peos”. US estimates from DataForSEO and Google's Ads Transparency Center. A small company's site, or a mid-sized company's site for its flagship, is marked company; a product on a large parent's site (Google, Microsoft) has no site figures. A column with no figures for this category is left out, and an empty cell means none were seen, not none exist. Two measurements side by side: neither is read as the cause of the other.
| Company and products | Share | Own site cited | Name searches, Google | AI search demand, est. | Organic visits | Paid search a month, est. | Google ads, last 30 days |
|---|---|---|---|---|---|---|---|
| ADP parent site ADP TotalSource 62% | 62% | 146 | 2,740,000 | 23,897 | |||
| TriNet trinet.com | 12% | 190 | 74,000 | 909 | 232,419 | $533 | 30 |
| Rippling rippling.com | 10% | 1260 | 301,000 | 17,886 | 712,399 | $42,013 | 115 |
| Infiniti HR infinitihr.com | 2% | 14 | 1,600 | 21 | 2,853 | 20 | |
| Remote remote.com | 2% | 213 | 110,000 | 426,655 | 766,598 | $15,858 | 88 |
| Paychex paychex.com Paychex 2%, Paychex PEO 0% | 2% | 92 | 550,000 | 4,777 | 2,394,396 | 68 | |
| ADP TotalSource® | 2% | ||||||
| Insperity HRScale | 2% | ||||||
| Total Employment Solutions | 2% | ||||||
| Justworks justworks.com | 2% | 282 | 60,500 | 452 | 236,868 | $2,424 | 120 |
Google's top ten for the three searches hold 21 sites; 2 of them are among the sites the models cited here (adp.com, deel.com). The first result for “best peo” is trustradius.com.
How they answered
Six framings of the same buying question, each sent to every model in a fresh session with search on. One row per model, so a row shows whether it held its answer under rewording, what it named when cost was the constraint, and what it argued against. Computed from the raw judge labels.ShowHide
How they answered
Six framings of the same buying question, each sent to every model in a fresh session with search on. One row per model, so a row shows whether it held its answer under rewording, what it named when cost was the constraint, and what it argued against. Computed from the raw judge labels.
ShowHideModelDirect“What is the best PEO for an enterprise B2B company?”Paraphrase“Which professional employer organization would you recommend to a large B2B company with thousands of employees?”Comparative“What are the top enterprise-grade PEOs and how do they differ?”Budget-constrained“What is the best PEO for a large company that needs predictable total cost across thousands of users?”Scale-constrained“We are a 5,000 person company with SSO, SOC 2 and procurement review requirements evaluating a PEO. What should we look at?”Negative“Which PEOs should a large enterprise avoid or be cautious about?”
Claude Haiku 4.5ADP TotalSourceno first choiceChangedADP TotalSource, TriNetADP TotalSourceagainst: TriNetno first choiceagainst: ADP TotalSource
Three alternatives
Insperity, Rippling, TriNetTwo alternatives
Insperity, RipplingOne alternative
PaychexGPT-5.4 miniADP TotalSourceADP TotalSourceHeldADP TotalSourceADP TotalSourceagainst: Justworksno first choicenothing named
Four alternatives
Deel, Remote, Rippling, Velocity GlobalTwo alternatives
Paychex PEO, VensureHRThree alternatives
Insperity, Paychex PEO, TriNetOne alternative
TriNetGemini 3.5 FlashRipplingADP TotalSourceChangedADP TotalSourceRipplingagainst: Justworksno first choiceagainst: ADP TotalSource, Justworks
Four alternatives
ADP TotalSource, Deel PEO, Sequoia One, TriNetThree alternatives
Insperity, Rippling, TriNetFour alternatives
Insperity, Rippling, Sequoia One, TriNetTwo alternatives
ADP TotalSource, InsperityPerplexity SonarADP TotalSourceADP TotalSourceHeldagainst: TriNetADP TotalSourceADP TotalSourceno first choicenothing named
Three alternatives
Remote, Rippling, TriNetTwo alternatives
Deel, Infiniti HRFour alternatives
Infiniti HR, Remote, Sequoia One, TriNetTwo alternatives
Paychex, TriNetGrok 4.1 FastADP TotalSourceADP TotalSourceHeldADP TotalSourceagainst: Justworks, RipplingADP TotalSourceagainst: Justworksno first choiceagainst: Onvoi Business Solutions
Two alternatives
Infiniti HR, Paychex PEOTwo alternatives
Insperity, TriNetThree alternatives
Insperity, Paychex PEO/Oasis, TriNetTwo alternatives
Insperity, TriNetMistral SmallADP TotalSourcePaychexChangedADP TotalSource, Paychex PEORemoteno first choiceagainst: Paychex
Two alternatives
Infiniti HR, RipplingTwo alternatives
Infiniti HR, InsperityFour alternatives
INS Global, Insperity, Justworks, TriNetTwo alternatives
Justworks, TriNetDeepSeek V4 FlashADP TotalSourceADP TotalSourceHeldADP TotalSourceTriNetagainst: Justworksno first choiceagainst: Justworksagainst: ADP TotalSource, Insperity, Paychex Flex, TriNet
Two alternatives
Insperity, TriNetFour alternatives
CoAdvantage, Insperity, Paychex PEO, TriNetFive alternatives
Deel PEO, Insperity, Paychex PEO, Rippling, TriNetOne alternative
ADP TotalSourceLlama 4 MaverickInfiniti HRno first choiceChangedno first choiceno first choiceno first choiceagainst: Paychex
One alternative
TotalSourceQwen 3.7 FlashRipplingagainst: ADP TotalSourceTriNetChangedADP TotalSourceTotal Employment Solutionsagainst: Gusto, Justworks, Risk Paycomno first choicenothing named
Five alternatives
Deel, Justworks, Randstad Workforce Solutions, TriNet, Velocity GlobalThree alternatives
ADP TotalSource, Insperity, JustworksThree alternatives
Justworks, Paychex PEO, TriNetFour alternatives
ADP TotalSource, Insperity, Paychex, TriNetKimi K2ADP TotalSource, TriNetagainst: JustworksADP TotalSourceChangedADP TotalSourceJustworksno first choiceagainst: ADP TotalSource, Insperity, Justworks, Paychex PEO
Two alternatives
Infiniti HR, InsperityTwo alternatives
Infiniti HR, TriNetFive alternatives
Insperity, Justworks, Paychex PEO, Rippling, TriNetOne alternative
ADP TotalSourceGLM 4.7 FlashXADP TotalSourceADP TotalSourceHeldADP TotalSourceno first choiceno first choiceagainst: AccuPay, Golden State Employment Corp.
Two alternatives
Paychex PEO, TriNetFour alternatives
CoAdvantage, Insperity, Paychex PEO, TriNetSix alternatives
Deel, Insperity, Justworks, Paychex, Rippling, TriNetSeven alternatives
ADP PEO / ADP Workforce Now, BBSI, Deel, Infiniti HR, Paychex PEO, Remote, TriNetMiniMax M2.5ADP TotalSource, RipplingADP TotalSourceChangedADP TotalSource, TriNetADP TotalSource, TriNetagainst: PaychexADP TotalSourcenothing named
Three alternatives
Infiniti HR, Justworks, Paychex PEOTwo alternatives
Infiniti HR, InsperityTwo alternatives
Insperity, Paychex PEOGPT-6 LunaADP TotalSourceADP TotalSourceHeldADP TotalSource, Paychex PEOInsperity HRScaleno first choiceagainst: America's Back Office, Inc., ESC Choice, Inc., Empower HR, LLC, Human Capital Concepts LLC
Two alternatives
ADP Comprehensive Services, InsperityTwo alternatives
HCM Managed Services, InsperityTwo alternatives
Insperity HRScale / HR360, TriNetTwo alternatives
ADP TotalSource, TriNetMuse Glimmer 30BADP TotalSourceADP TotalSource®Changedagainst: TriNetADP TotalSourceTriNetno first choiceagainst: ADP TotalSource, TriNet
Two alternatives
Insperity, TriNetOne alternative
Infiniti HRFive alternatives
FrankCrum, G&A Partners, Insperity, Paychex PEO, TriNetTwo alternatives
ADP TotalSource, Infiniti HRBold is the first choiceAlternatives are counted; the count opens them.What the answer argued against
The record
One row per call: the version string exactly as returned, whether the model searched, sources cited, and latency. Full answer text is in the free responses file. Download the record
Eighty-four rows: every prompt, every model, every answer.
| Prompt | Model | Version string | Time (UTC) | Searched | Sources | Latency |
|---|---|---|---|---|---|---|
| Direct recommendation | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-10-04 21:28 | yes | 9 | 8 s |
| Direct recommendation | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-10-04 21:27 | yes | 3 | 5 s |
| Direct recommendation | Gemini 3.5 Flash | gemini-3.5-flash | 2026-10-04 21:25 | yes | 17 | 31 s |
| Direct recommendation | Perplexity Sonar | sonar | 2026-10-04 21:19 | yes | 20 | 4 s |
| Direct recommendation | Grok 4.1 Fast | spacexai/grok-4.1-fast-non-reasoning via vertex | 2026-10-04 21:38 | yes | 20 | 14 s |
| Direct recommendation | Mistral Small | mistral/mistral-small via mistral | 2026-10-04 21:38 | yes | 15 | 9 s |
| Direct recommendation | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-10-04 21:40 | yes | 22 | 23 s |
| Direct recommendation | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-10-04 21:25 | yes | 5 | 4 s |
| Direct recommendation | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-10-04 21:42 | no | 0 | 28 s |
| Direct recommendation | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-10-04 21:35 | yes | 19 | 43 s |
| Direct recommendation | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-10-04 21:18 | yes | 22 | 20 s |
| Direct recommendation | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-10-04 21:22 | yes | 10 | 22 s |
| Direct recommendation | GPT-6 Luna | gpt-6-luna | 2026-10-04 21:25 | yes | 3 | 13 s |
| Direct recommendation | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-10-04 21:21 | yes | 14 | 15 s |
| Paraphrase | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-10-04 21:40 | no | 0 | 4 s |
| Paraphrase | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-10-04 21:38 | yes | 3 | 5 s |
| Paraphrase | Gemini 3.5 Flash | gemini-3.5-flash | 2026-10-04 21:32 | yes | 24 | 29 s |
| Paraphrase | Perplexity Sonar | sonar | 2026-10-04 21:31 | yes | 20 | 4 s |
| Paraphrase | Grok 4.1 Fast | spacexai/grok-4.1-fast-non-reasoning via vertex | 2026-10-04 21:37 | yes | 24 | 12 s |
| Paraphrase | Mistral Small | mistral/mistral-small via mistral | 2026-10-04 21:36 | yes | 10 | 6 s |
| Paraphrase | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-10-04 21:26 | yes | 24 | 23 s |
| Paraphrase | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-10-04 21:18 | yes | 5 | 3 s |
| Paraphrase | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-10-04 21:30 | no | 0 | 25 s |
| Paraphrase | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-10-04 21:25 | yes | 17 | 38 s |
| Paraphrase | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-10-04 21:26 | yes | 22 | 33 s |
| Paraphrase | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-10-04 21:27 | yes | 15 | 35 s |
| Paraphrase | GPT-6 Luna | gpt-6-luna | 2026-10-04 21:37 | yes | 3 | 16 s |
| Paraphrase | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-10-04 21:36 | yes | 13 | 18 s |
| Comparative | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-10-04 21:19 | yes | 16 | 9 s |
| Comparative | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-10-04 21:22 | yes | 10 | 12 s |
| Comparative | Gemini 3.5 Flash | gemini-3.5-flash | 2026-10-04 21:38 | yes | 24 | 33 s |
| Comparative | Perplexity Sonar | sonar | 2026-10-04 21:21 | yes | 20 | 6 s |
| Comparative | Grok 4.1 Fast | spacexai/grok-4.1-fast-non-reasoning via vertex | 2026-10-04 21:23 | yes | 22 | 11 s |
| Comparative | Mistral Small | mistral/mistral-small via mistral | 2026-10-04 21:30 | yes | 20 | 15 s |
| Comparative | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-10-04 21:18 | yes | 23 | 34 s |
| Comparative | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-10-04 21:28 | yes | 5 | 3 s |
| Comparative | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-10-04 21:37 | yes | 10 | 33 s |
| Comparative | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-10-04 21:32 | yes | 21 | 34 s |
| Comparative | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-10-04 21:29 | yes | 14 | 25 s |
| Comparative | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-10-04 21:34 | yes | 14 | 26 s |
| Comparative | GPT-6 Luna | gpt-6-luna | 2026-10-04 21:40 | yes | 6 | 25 s |
| Comparative | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-10-04 21:32 | yes | 14 | 28 s |
| Budget constrained | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-10-04 21:26 | yes | 10 | 10 s |
| Budget constrained | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-10-04 21:30 | yes | 3 | 6 s |
| Budget constrained | Gemini 3.5 Flash | gemini-3.5-flash | 2026-10-04 21:20 | yes | 20 | 30 s |
| Budget constrained | Perplexity Sonar | sonar | 2026-10-04 21:31 | yes | 20 | 4 s |
| Budget constrained | Grok 4.1 Fast | spacexai/grok-4.1-fast-non-reasoning via vertex | 2026-10-04 21:40 | yes | 20 | 15 s |
| Budget constrained | Mistral Small | mistral/mistral-small via mistral | 2026-10-04 21:36 | yes | 11 | 8 s |
| Budget constrained | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-10-04 21:32 | yes | 19 | 38 s |
| Budget constrained | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-10-04 21:40 | yes | 5 | 3 s |
| Budget constrained | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-10-04 21:30 | no | 0 | 27 s |
| Budget constrained | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-10-04 21:34 | yes | 25 | 70 s |
| Budget constrained | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-10-04 21:38 | yes | 23 | 42 s |
| Budget constrained | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-10-04 21:42 | yes | 21 | 72 s |
| Budget constrained | GPT-6 Luna | gpt-6-luna | 2026-10-04 21:27 | yes | 3 | 19 s |
| Budget constrained | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-10-04 21:34 | yes | 17 | 32 s |
| Scale constrained | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-10-04 21:24 | yes | 37 | 22 s |
| Scale constrained | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-10-04 21:25 | yes | 4 | 13 s |
| Scale constrained | Gemini 3.5 Flash | gemini-3.5-flash | 2026-10-04 21:38 | yes | 17 | 33 s |
| Scale constrained | Perplexity Sonar | sonar | 2026-10-04 21:23 | yes | 18 | 7 s |
| Scale constrained | Grok 4.1 Fast | spacexai/grok-4.1-fast-non-reasoning via vertex | 2026-10-04 21:23 | yes | 15 | 9 s |
| Scale constrained | Mistral Small | mistral/mistral-small via mistral | 2026-10-04 21:23 | no | 0 | 14 s |
| Scale constrained | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-10-04 21:42 | yes | 25 | 35 s |
| Scale constrained | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-10-04 21:21 | yes | 5 | 3 s |
| Scale constrained | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-10-04 21:28 | no | 0 | 31 s |
| Scale constrained | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-10-04 21:18 | yes | 22 | 33 s |
| Scale constrained | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-10-04 21:43 | yes | 12 | 50 s |
| Scale constrained | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-10-04 21:32 | yes | 5 | 15 s |
| Scale constrained | GPT-6 Luna | gpt-6-luna | 2026-10-04 21:28 | yes | 4 | 26 s |
| Scale constrained | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-10-04 21:27 | yes | 15 | 22 s |
| Negative framing | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-10-04 21:28 | yes | 28 | 13 s |
| Negative framing | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-10-04 21:31 | yes | 4 | 5 s |
| Negative framing | Gemini 3.5 Flash | gemini-3.5-flash | 2026-10-04 21:25 | yes | 21 | 30 s |
| Negative framing | Perplexity Sonar | sonar | 2026-10-04 21:34 | yes | 17 | 3 s |
| Negative framing | Grok 4.1 Fast | spacexai/grok-4.1-fast-non-reasoning via vertex | 2026-10-04 21:27 | yes | 21 | 11 s |
| Negative framing | Mistral Small | mistral/mistral-small via mistral | 2026-10-04 21:20 | yes | 5 | 6 s |
| Negative framing | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-10-04 21:30 | yes | 24 | 35 s |
| Negative framing | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-10-04 21:42 | yes | 5 | 3 s |
| Negative framing | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-10-04 21:36 | yes | 9 | 62 s |
| Negative framing | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-10-04 21:35 | yes | 25 | 34 s |
| Negative framing | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-10-04 21:22 | yes | 24 | 50 s |
| Negative framing | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-10-04 21:39 | yes | 9 | 28 s |
| Negative framing | GPT-6 Luna | gpt-6-luna | 2026-10-04 21:36 | yes | 3 | 24 s |
| Negative framing | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-10-04 21:38 | yes | 25 | 33 s |
Normalization in this category
Every judgment call made between the raw labels and the numbers above, listed so it is visible and reversible.
ShowHide
Category-scoped readings
ADP read as ADP TotalSource
ADP (Enterprise PEO) read as ADP TotalSource
ADP (Workforce Now or Lyric HCM + Comprehensive Services) read as ADP TotalSource
ADP (via ADP Vantage) read as ADP TotalSource
Unresolved, counted raw
ADP Comprehensive Services
ADP PEO / ADP Workforce Now
ADP TotalSource®
AccuPay
America's Back Office, Inc.
ESC Choice, Inc.
Golden State Employment Corp.
HCM Managed Services
INS Global
Insperity HRScale
Insperity HRScale / HR360
Onvoi Business Solutions
Randstad Workforce Solutions
Risk Paycom
Total Employment Solutions (TES)
TotalSource
Discontinued, still offered
No shut-down product was recommended here.