PEO providers
Asked as “PEO”, and as “professional employer organization”, on behalf of a mid-market B2B company. 50 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
24%
Contested · ADP TotalSource 22%
24Justworks22ADP TotalSource14TriNet40others
24% of first choices, contested.
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 a mid-market B2B company. Ordered by share.
ProductFirst-choice shareNegative rateLabelsQuadrantSince September 2026
The floor is 13 points of share, measured: how far the models move a leader on their own when the same questions are asked twice with nothing changed. A larger change is movement; a smaller one is noise, and both are shown. Movement is read over the twelve models both editions asked; GPT-6 Luna, Muse Glimmer 30B joined this edition and are in the standing but not yet in the comparison. How the floor is measured
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
Recommended versus criticized
Every product with at least 10 labels here, on both axes. The 30% line names a quadrant, not the verdict above: that one needs more than 40%.
Criticized challengerCriticized default
Negative label rate →
01
02
03
04
05
06
07
08
09Accepted challengerEndorsed leader
0%First-choice share → · lines at 30% share and 25% negative40%
Key
01Justworks24%
Justworks24%02ADP TotalSource22%
ADP TotalSource22%03TriNet14%
TriNet14%04Paychex PEO12%
Paychex PEO12%05Rippling10%
Rippling10%06Insperity6%
Insperity6%07Paychex4%
Paychex4%08Deel0%
Deel0%09Gusto0%
Gusto0%What they warned about
Four of fourteen models held their first choice under the paraphrase. Claude Haiku 4.5, GPT-5.4 mini, Perplexity Sonar, Grok 4.1 Fast, Mistral Small, DeepSeek V4 Flash, Llama 4 Maverick, Qwen 3.7 Flash, Kimi K2 and GLM 4.7 FlashX 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.
ADP TotalSource15%
7 of 46 labels negative · 6 of 14 models
“ADP TotalSource has a 3.1 Trustpilot score with numerous negative reviews about customer support, and many users claim they faced payroll accuracy issues” Claude Haiku 4.5, negative prompt
TriNet16%
7 of 44 labels negative · 5 of 14 models · 1 hard negative
“**TriNet** has numerous negative reviews citing: Poor customer support and slow response times” MiniMax M2.5, negative prompt
Insperity14%
5 of 35 labels negative · 4 of 14 models · 1 hard negative
“Avoid or approach with extreme caution: Any PEO without ESAC accreditation or IRS CPEO certification” Kimi K2, negative prompt
Gusto30%
3 of 10 labels negative · 3 of 14 models
“compare **Gusto** and **OnPay**-style HR/payroll platforms, but note that those are not always full PEOs” GPT-5.4 mini, budget 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. 993 links across 191 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.
43 answers · 78 citations · 12 models
vendor site · Deel38 answers · 51 citations · 12 models
34 answers · 38 citations · 11 models
33 answers · 35 citations · 11 models
27 answers · 31 citations · 10 models
vendor site · G224 answers · 24 citations · 12 models
23 answers · 32 citations · 12 models
vendor site · RemotePeople20 answers · 21 citations · 9 models
vendor site · ADP17 answers · 23 citations · 8 models
vendor site · Guideflow17 answers · 17 citations · 8 models
vendor site · FirstHR16 answers · 18 citations · 10 models
16 answers · 17 citations · 11 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 · 11 models
31 answers · 10 models
24 answers · 12 models
21 answers · 11 models
20 answers · 9 models
18 answers · 8 models
17 answers · 8 models
15 answers · 7 models
14 answers · 7 models
14 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 |
|---|---|---|---|---|---|---|---|
| Justworks justworks.com | 24% | 282 | 60,500 | 452 | 236,868 | $2,424 | 120 |
| ADP parent site ADP TotalSource 22% | 22% | 146 | 2,740,000 | 23,897 | |||
| Paychex paychex.com Paychex PEO 12%, Paychex 4%, Paychex PEO/Oasis 0% | 16% | 92 | 550,000 | 4,777 | 2,394,396 company | 68 | |
| TriNet trinet.com | 14% | 190 | 74,000 | 909 | 232,419 | $533 | 30 |
| Rippling rippling.com | 10% | 1260 | 301,000 | 17,886 | 712,399 | $42,013 | 115 |
| Insperity insperity.com | 6% | 98 | 90,500 | 1,172 | 134,574 | $17,835 | 120 |
| G&A Partners | 2% | 538 | |||||
| CoAdvantage | 2% | 27,100 | 223 | ||||
| Papaya papayaglobal.com Papaya Global 2% | 2% | 156 | 246,000 | 31,430 | 189,744 company | $8,309 | 11 |
| EORHQ's recommended provider | 2% |
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 a mid-market B2B company?”Paraphrase“Which professional employer organization would you recommend to a mid-sized B2B company?”Comparative“What are the top PEOs and how do they differ?”Budget-constrained“What is the best PEO for a company with a limited budget?”Scale-constrained“We are a 500 person company evaluating a PEO. What should we look at?”Negative“Which PEOs should I avoid or be cautious about?”
Claude Haiku 4.5no first choiceADP TotalSourceChangedno first choiceagainst: InsperityJustworksno first choiceagainst: ADP TotalSource, Insperity, Paychex
Three alternatives
Insperity, Rippling, TriNetThree alternatives
Bambee, Native Teams, Papaya GlobalGPT-5.4 miniADP TotalSourceTriNetChangedno first choiceJustworksagainst: Gusto, OnPayno first choicenothing named
Two alternatives
Insperity, TriNetTwo alternatives
G&A Partners, InsperityFive alternatives
ADP TotalSource, Insperity, Justworks, Paychex PEO, TriNetTwo alternatives
ADP TotalSource, PaychexGemini 3.5 FlashRipplingRipplingHeldADP TotalSourceJustworksagainst: Paychex PEOJustworks, Ripplingagainst: ADP TotalSource, CoAdvantageagainst: Bison PEO, Complete Payroll Solutions
Three alternatives
ADP TotalSource, Insperity, TriNetThree alternatives
ADP TotalSource, Insperity, TriNetSix alternatives
Deel, Insperity, Justworks, Oyster, Rippling, TriNetTwo alternatives
Gusto, RipplingOne alternative
InsperityPerplexity SonarInsperity, Paychexagainst: JustworksADP TotalSource, TriNetChangedno first choicePaychexno first choicenothing named
Three alternatives
ADP TotalSource, Deel, RipplingTwo alternatives
Deel, Paychex PEOGrok 4.1 FastInsperityPaychex PEO, TriNetChangedADP TotalSourceagainst: DeelJustworksagainst: ADP TotalSource, Gusto, TriNetno first choiceagainst: Insperity, National PEO, TriNet
Four alternatives
ADP TotalSource, Justworks, Paychex PEO, TriNetOne alternative
ADP TotalSourceFour alternatives
Insperity, Justworks, Paychex, TriNetTwo alternatives
Deel, RipplingMistral SmallADP TotalSource, Paychex PEOPaychex PEOChangedADP TotalSourceEORHQ's recommended provider, Justworksno first choicenothing named
One alternative
Deel HireTwo alternatives
ADP TotalSource, TriNetFour alternatives
G&A Partners, Justworks, Paychex, TriNetOne alternative
Remote PeopleDeepSeek V4 FlashADP TotalSource, RipplingInsperityChangedJustworksJustworksno first choicenothing named
Three alternatives
Insperity, Justworks, TriNetOne alternative
TriNetFour alternatives
ADP TotalSource, Insperity, Rippling, TriNetTwo alternatives
Gusto, OnPayLlama 4 MaverickPaychex PEOno first choiceChangedno first choiceno first choiceno first choicenothing named
Two alternatives
Deel, GuideflowQwen 3.7 FlashCoAdvantageTriNetChangedno first choiceTriNetno first choiceagainst: ADP TotalSource, Comcare Staffing, H.R. Smart Group, Justworks, Staffing Solutions LLC, TriNet
Three alternatives
Deel, Paychex PEO, TriNetTwo alternatives
Justworks, RipplingFour alternatives
Gusto, Justworks, QuickBooks Payroll, RipplingKimi K2ADP TotalSource, TriNetJustworksChangedagainst: TriNetRipplingJustworksno first choiceagainst: ADP TotalSource, Insperity, Justworks, Paychex PEO, TriNet, Vensure
Three alternatives
Insperity, Justworks, Paychex PEO/OasisTwo alternatives
ADP TotalSource, Paychex PEOFive alternatives
ADP TotalSource, Insperity, Justworks, Paychex PEO, TriNetTwo alternatives
Deel, RipplingGLM 4.7 FlashXADP TotalSourceG&A Partners, TriNetChangedADP TotalSource, Justworks, TriNetPapaya Global, Ripplingno first choicenothing named
Five alternatives
G&A Partners, Justworks, Paychex PEO, Rippling, TriNetTwo alternatives
Insperity, JustworksTwo alternatives
Insperity, Paychex PEOOne alternative
GustoMiniMax M2.5Paychex PEOPaychex PEOHeldagainst: Insperityno first choiceJustworksno first choiceagainst: ADP TotalSourceagainst: ADP TotalSource, Gusto, TriNet
Two alternatives
CoAdvantage, Deel HireThree alternatives
CoAdvantage, Justworks, TriNetThree alternatives
ADP TotalSource, Gusto, Paychex PEOGPT-6 LunaADP TotalSourceADP TotalSourceHeldno first choiceJustworksno first choiceagainst: Empower HR, LLC, Human Capital Concepts LLC
Two alternatives
Insperity, TriNetTwo alternatives
Insperity, TriNetSix alternatives
ADP TotalSource, Insperity, Justworks, Paychex PEO, Rippling, TriNetMuse Glimmer 30BADP TotalSourceADP TotalSourceHeldADP TotalSourceJustworksno first choiceagainst: Paychex, TriNet, XcelHR
Four alternatives
Engage PEO, Insperity, Paychex PEO, TriNetTwo alternatives
Paychex PEO, TriNetThree alternatives
Insperity, TriNet, Vensure Employer SolutionsThree alternatives
Deel PEO, Gusto, Paychex PEOBold 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 21:22 | no | 0 | 4 s |
| Direct recommendation | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-10-04 21:23 | yes | 3 | 6 s |
| Direct recommendation | Gemini 3.5 Flash | gemini-3.5-flash | 2026-10-04 21:35 | yes | 14 | 30 s |
| Direct recommendation | Perplexity Sonar | sonar | 2026-10-04 21:21 | yes | 20 | 5 s |
| Direct recommendation | Grok 4.1 Fast | spacexai/grok-4.1-fast-non-reasoning via vertex | 2026-10-04 21:23 | yes | 20 | 12 s |
| Direct recommendation | Mistral Small | mistral/mistral-small via mistral | 2026-10-04 21:34 | yes | 8 | 11 s |
| Direct recommendation | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-10-04 21:20 | yes | 17 | 33 s |
| Direct recommendation | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-10-04 21:28 | yes | 5 | 4 s |
| Direct recommendation | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-10-04 21:27 | yes | 6 | 28 s |
| Direct recommendation | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-10-04 21:39 | yes | 13 | 23 s |
| Direct recommendation | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-10-04 21:41 | yes | 18 | 29 s |
| Direct recommendation | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-10-04 21:42 | yes | 5 | 15 s |
| Direct recommendation | GPT-6 Luna | gpt-6-luna | 2026-10-04 21:42 | yes | 4 | 16 s |
| Direct recommendation | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-10-04 21:21 | yes | 23 | 25 s |
| Paraphrase | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-10-04 21:25 | yes | 16 | 10 s |
| Paraphrase | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-10-04 21:30 | yes | 2 | 5 s |
| Paraphrase | Gemini 3.5 Flash | gemini-3.5-flash | 2026-10-04 21:31 | yes | 16 | 31 s |
| Paraphrase | Perplexity Sonar | sonar | 2026-10-04 21:42 | yes | 20 | 4 s |
| Paraphrase | Grok 4.1 Fast | spacexai/grok-4.1-fast-non-reasoning via vertex | 2026-10-04 21:30 | yes | 21 | 11 s |
| Paraphrase | Mistral Small | mistral/mistral-small via mistral | 2026-10-04 21:32 | yes | 10 | 9 s |
| Paraphrase | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-10-04 21:28 | yes | 22 | 33 s |
| Paraphrase | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-10-04 21:24 | yes | 5 | 4 s |
| Paraphrase | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-10-04 21:33 | yes | 10 | 31 s |
| Paraphrase | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-10-04 21:33 | yes | 18 | 24 s |
| Paraphrase | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-10-04 21:40 | yes | 9 | 16 s |
| Paraphrase | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-10-04 21:21 | yes | 11 | 23 s |
| Paraphrase | GPT-6 Luna | gpt-6-luna | 2026-10-04 21:26 | yes | 3 | 13 s |
| Paraphrase | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-10-04 21:38 | yes | 22 | 26 s |
| Comparative | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-10-04 21:33 | yes | 9 | 8 s |
| Comparative | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-10-04 21:18 | yes | 3 | 9 s |
| Comparative | Gemini 3.5 Flash | gemini-3.5-flash | 2026-10-04 21:19 | yes | 12 | 21 s |
| Comparative | Perplexity Sonar | sonar | 2026-10-04 21:33 | yes | 20 | 4 s |
| Comparative | Grok 4.1 Fast | spacexai/grok-4.1-fast-non-reasoning via vertex | 2026-10-04 21:36 | yes | 20 | 13 s |
| Comparative | Mistral Small | mistral/mistral-small via mistral | 2026-10-04 21:27 | yes | 9 | 8 s |
| Comparative | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-10-04 21:19 | yes | 22 | 31 s |
| Comparative | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-10-04 21:25 | yes | 5 | 3 s |
| Comparative | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-10-04 21:19 | yes | 5 | 20 s |
| Comparative | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-10-04 21:24 | yes | 19 | 32 s |
| Comparative | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-10-04 21:25 | yes | 19 | 28 s |
| Comparative | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-10-04 21:21 | yes | 12 | 26 s |
| Comparative | GPT-6 Luna | gpt-6-luna | 2026-10-04 21:34 | yes | 8 | 25 s |
| Comparative | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-10-04 21:38 | yes | 15 | 31 s |
| Budget constrained | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-10-04 21:41 | yes | 9 | 7 s |
| Budget constrained | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-10-04 21:38 | yes | 4 | 4 s |
| Budget constrained | Gemini 3.5 Flash | gemini-3.5-flash | 2026-10-04 21:26 | yes | 16 | 24 s |
| Budget constrained | Perplexity Sonar | sonar | 2026-10-04 21:33 | yes | 20 | 3 s |
| Budget constrained | Grok 4.1 Fast | spacexai/grok-4.1-fast-non-reasoning via vertex | 2026-10-04 21:32 | yes | 23 | 12 s |
| Budget constrained | Mistral Small | mistral/mistral-small via mistral | 2026-10-04 21:29 | yes | 8 | 28 s |
| Budget constrained | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-10-04 21:20 | yes | 20 | 24 s |
| Budget constrained | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-10-04 21:28 | yes | 5 | 3 s |
| Budget constrained | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-10-04 21:24 | yes | 10 | 40 s |
| Budget constrained | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-10-04 21:32 | yes | 14 | 24 s |
| Budget constrained | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-10-04 21:31 | yes | 14 | 16 s |
| Budget constrained | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-10-04 21:23 | yes | 13 | 24 s |
| Budget constrained | GPT-6 Luna | gpt-6-luna | 2026-10-04 21:34 | yes | 2 | 14 s |
| Budget constrained | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-10-04 21:34 | yes | 22 | 26 s |
| Scale constrained | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-10-04 21:33 | yes | 9 | 10 s |
| Scale constrained | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-10-04 21:19 | no | 0 | 8 s |
| Scale constrained | Gemini 3.5 Flash | gemini-3.5-flash | 2026-10-04 21:39 | yes | 10 | 26 s |
| Scale constrained | Perplexity Sonar | sonar | 2026-10-04 21:37 | yes | 19 | 5 s |
| Scale constrained | Grok 4.1 Fast | spacexai/grok-4.1-fast-non-reasoning via vertex | 2026-10-04 21:32 | yes | 14 | 12 s |
| Scale constrained | Mistral Small | mistral/mistral-small via mistral | 2026-10-04 21:31 | no | 0 | 9 s |
| Scale constrained | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-10-04 21:21 | yes | 23 | 35 s |
| Scale constrained | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-10-04 21:29 | yes | 5 | 3 s |
| Scale constrained | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-10-04 21:25 | yes | 10 | 32 s |
| Scale constrained | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-10-04 21:39 | yes | 20 | 23 s |
| Scale constrained | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-10-04 21:41 | yes | 10 | 18 s |
| Scale constrained | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-10-04 21:29 | yes | 5 | 17 s |
| Scale constrained | GPT-6 Luna | gpt-6-luna | 2026-10-04 21:30 | yes | 5 | 24 s |
| Scale constrained | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-10-04 21:28 | yes | 15 | 20 s |
| Negative framing | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-10-04 21:40 | yes | 18 | 10 s |
| Negative framing | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-10-04 21:19 | yes | 5 | 6 s |
| Negative framing | Gemini 3.5 Flash | gemini-3.5-flash | 2026-10-04 21:20 | yes | 15 | 27 s |
| Negative framing | Perplexity Sonar | sonar | 2026-10-04 21:27 | yes | 20 | 5 s |
| Negative framing | Grok 4.1 Fast | spacexai/grok-4.1-fast-non-reasoning via vertex | 2026-10-04 21:27 | yes | 22 | 10 s |
| Negative framing | Mistral Small | mistral/mistral-small via mistral | 2026-10-04 21:21 | yes | 5 | 6 s |
| Negative framing | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-10-04 21:18 | no | 0 | 3 s |
| Negative framing | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-10-04 21:36 | yes | 5 | 3 s |
| Negative framing | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-10-04 21:22 | no | 0 | 28 s |
| Negative framing | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-10-04 21:39 | yes | 25 | 30 s |
| Negative framing | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-10-04 21:26 | no | 0 | 4 s |
| Negative framing | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-10-04 21:35 | yes | 10 | 23 s |
| Negative framing | GPT-6 Luna | gpt-6-luna | 2026-10-04 21:23 | yes | 2 | 20 s |
| Negative framing | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-10-04 21:30 | yes | 22 | 28 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
Unresolved, counted raw
Bison PEO
Comcare Staffing (Legacy Divisions)
EORHQ's recommended provider
Forbes Advisor
H.R. Smart Group
National PEO
PEO Marketplace
Questco
Staffing Solutions LLC
Vensure Employer Solutions
Xenium
Discontinued, still offered
No shut-down product was recommended here.