PEO providers for enterprise buyers
Asked as “PEO”, and as “professional employer organization”, on behalf of an enterprise B2B company. 48 first choices recorded across the direct, paraphrase, budget and scale prompts, fourteen models each. Added to the November 2026 Edition.
Standing · first-choice share
67%
Clear leader
67ADP TotalSource10TriNet08Infiniti HR15others
67% of first choices, clear leader.
Since October 2026▲+5Since October 2026: 62% → 67%, +5 points. Inside the 13-point floor: within noise.ADP TotalSource held the lead, +5 points on 62%, inside the 13-point floor.
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.
Small business
Justworks76%Clear leader▲+6Since October 2026: 70% → 76%, +6 points. Inside the 13-point floor: within noise.Standing →Mid-market
ADP TotalSource37%Contested↗new leaderNew leader since October 2026: ADP TotalSource (37%) replaces Justworks (24% then, 28% now), 9 points clear, inside the 13-point floor.Standing →EnterpriseADP TotalSource67%Clear leader▲+5Since October 2026: 62% → 67%, +5 points. Inside the 13-point floor: within noise.This page
Justworks76%Clear leader▲+6Since October 2026: 70% → 76%, +6 points. Inside the 13-point floor: within noise.Standing →Mid-marketADP TotalSource37%Contested↗new leaderNew leader since October 2026: ADP TotalSource (37%) replaces Justworks (24% then, 28% now), 9 points clear, inside the 13-point floor.Standing →EnterpriseADP TotalSource67%Clear leader▲+5Since October 2026: 62% → 67%, +5 points. Inside the 13-point floor: within noise.This pageThe 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 rateLabelsQuadrantSince October 2026
01ADP TotalSource67%11%66endorsed leader▲+5Since October 2026: 62% → 67%, +5 points. Inside the 13-point floor: within noise.62% → 67%
ADP TotalSource67%11%66endorsed leader▲+5Since October 2026: 62% → 67%, +5 points. Inside the 13-point floor: within noise.62% → 67%02
TriNet10%13%55accepted challenger▼−2Since October 2026: 12% → 10%, −2 points. Inside the 13-point floor: within noise.12% → 10%
TriNet10%13%55accepted challenger▼−2Since October 2026: 12% → 10%, −2 points. Inside the 13-point floor: within noise.12% → 10%03
Infiniti HR8%0%13accepted challenger▲+6Since October 2026: 2% → 8%, +6 points. Inside the 13-point floor: within noise.2% → 8%
Infiniti HR8%0%13accepted challenger▲+6Since October 2026: 2% → 8%, +6 points. Inside the 13-point floor: within noise.2% → 8%04Justworks6%43%23criticized challenger▲+4Since October 2026: 2% → 6%, +4 points. Inside the 13-point floor: within noise.2% → 6%
Justworks6%43%23criticized challenger▲+4Since October 2026: 2% → 6%, +4 points. Inside the 13-point floor: within noise.2% → 6%05
Rippling2%7%29accepted challenger▼−8Since October 2026: 10% → 2%, −8 points. Inside the 13-point floor: within noise.10% → 2%
Rippling2%7%29accepted challenger▼−8Since October 2026: 10% → 2%, −8 points. Inside the 13-point floor: within noise.10% → 2%Show the three products at 0%, ordered by negative rate
07
Paychex PEO0%12%24accepted challenger▼−2Since October 2026: 2% → 0%, −2 points. Inside the 13-point floor: within noise.2% → 0%
Paychex PEO0%12%24accepted challenger▼−2Since October 2026: 2% → 0%, −2 points. Inside the 13-point floor: within noise.2% → 0%06
Insperity0%12%43accepted challenger=heldSince October 2026: 0% → 0%, ±0 points. Inside the 13-point floor: within noise.0% → 0%
Insperity0%12%43accepted challenger=heldSince October 2026: 0% → 0%, ±0 points. Inside the 13-point floor: within noise.0% → 0%08
Deel PEO0%8%13accepted challenger=heldSince October 2026: 0% → 0%, ±0 points. Inside the 13-point floor: within noise.0% → 0%
Deel PEO0%8%13accepted challenger=heldSince October 2026: 0% → 0%, ±0 points. Inside the 13-point floor: within noise.0% → 0%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 can't be told apart from repeat variation, and both are shown. Each index measures its own floor from its own repeat, over its own categories, so the floor differs from one index to the next. Both editions asked the same fourteen models. 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.
For buyers
Head to headHead-to-head pages are published for mid-market buyers, so these open on mid-market figures, not enterprise.
All fifteen head-to-head pages: the top six products, each against each
One product takes 67% 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
Seven of fourteen models held their first choice under the paraphrase. Claude Haiku 4.5, Gemini 3.5 Flash, Grok 4.20, Mistral Small, Llama 4 Maverick, Qwen 3.7 Flash and Kimi K2 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.
Justworks43%
10 of 23 labels negative · 8 of 14 models · 3 hard negative
“Avoid or conduct extreme due diligence on: BaronHR (discrimination liability) - Justworks (active litigation, cultural compliance concerns)” Kimi K2, negative prompt
TriNet13%
7 of 55 labels negative · 7 of 14 models · 2 hard negative
“The BBB currently shows 56 complaints against TriNet in the last three years... "Judge Dismisses Shareholders' Suit Against PEO TriNet"” Muse Glimmer 30B, negative prompt
ADP TotalSource11%
7 of 66 labels negative · 7 of 14 models · 1 hard negative
“"Do not, under any circumstances, look at ADP." ... Public litigation includes retirement-plan fee cases tied to ADP TotalSource” Muse Glimmer 30B, negative prompt
Insperity12%
5 of 43 labels negative · 5 of 14 models
“focuses on small and medium-sized businesses. For a large enterprise, verify capacity for complex multi-entity, multi-state, union” GPT-6 Luna, negative prompt
What they cite
Fourteen of the fourteen models returned a source list in this edition: five return the pages they cited and nine the search results they consulted.
Sites the answers cite
75 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. 920 links across 277 sites, every framing counted. Ranked by the number of answers carrying the site or page. 2 of the 252 answers across every segment cited this index's own page for the category; the method page measures whether that reading tilts an answer.
vendor site · ADP28 answers · 36 citations · 12 models
27 answers · 43 citations · 11 models
25 answers · 32 citations · 11 models
vendor site · Lead Change Group21 answers · 33 citations · 8 models
20 answers · 20 citations · 10 models
vendor site · Wisemonk18 answers · 25 citations · 9 models
17 answers · 17 citations · 10 models
17 answers · 17 citations · 10 models
vendor site · G216 answers · 24 citations · 10 models
16 answers · 21 citations · 9 models
vendor site · Rippling14 answers · 22 citations · 10 models
14 answers · 14 citations · 7 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.
25 answers · 11 models
19 answers · 10 models
17 answers · 10 models
17 answers · 10 models
17 answers · 9 models
14 answers · 7 models
13 answers · 9 models
13 answers · 8 models
13 answers · 7 models
11 answers · 8 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 67%, ADP Workforce Now 0% | 67% | 508 | 2,740,000 | 23,897 | |||
| TriNet trinet.com | 10% | 250 | 74,000 | 909 | 232,419 | $533 | 30 |
| Infiniti HR infinitihr.com | 8% | 13 | 1,600 | 21 | 2,853 | 20 | |
| Justworks justworks.com | 6% | 279 | 60,500 | 452 | 236,868 | $2,424 | 120 |
| Rippling rippling.com | 2% | 1438 | 301,000 | 17,886 | 712,399 | $42,013 | 115 |
| Alight alight.com | 2% | 12 | 530,477 | $1,663 | 20 | ||
| Insperity HRScale | 2% | ||||||
| Remote remote.com Remote People 2%, Remote 0% | 2% | 249 | 110,000 | 426,655 | 766,598 | $15,858 | 88 |
| Insperity insperity.com | 0% | 124 | 90,500 | 1,172 | 134,574 | $17,835 | 120 |
| Paychex paychex.com Paychex PEO 0% | 0% | 92 | 550,000 | 4,777 | 2,394,396 company | 68 |
Google's top ten for the three searches hold 21 sites; 1 of them are among the sites the models cited here (adp.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 4.5no first choiceADP TotalSource, Infiniti HRChangedADP TotalSource, InsperityADP TotalSourceno first choicenothing named
One alternative
InsperityOne alternative
TriNetTwo alternatives
Insperity, TriNetGPT-5.4 miniADP TotalSourceADP TotalSourceHeldADP TotalSourceagainst: JustworksADP TotalSourceno first choicenothing named
Three alternatives
Justworks, Rippling, TriNetFour alternatives
ADP Workforce Now, SAP SuccessFactors, UKG Pro, WorkdaySeven alternatives
Deel PEO, Insperity, Papaya Global, Paychex PEO, Remote PEO, Rippling, TriNetGemini 3.5 FlashRipplingADP TotalSourceChangedADP TotalSourceADP TotalSourceno first choiceagainst: ADP TotalSource, Insperity, Justworks, TriNet
Three alternatives
ADP TotalSource, Insperity, TriNetFive alternatives
ADP Workforce Now, Insperity, Rippling, TriNet, UKG ProFour alternatives
Engage PEO, Insperity, Rippling, TriNetTwo alternatives
Insperity, RipplingPerplexity SonarADP TotalSourceADP TotalSourceHeldADP TotalSource, InsperityADP TotalSource, Justworksno first choiceagainst: Justworks, Paychex PEO
Five alternatives
Deel PEO, Insperity, Remote, Rippling, TriNetTwo alternatives
Insperity, TriNetFive alternatives
Deel PEO, Justworks, Paychex PEO, Rippling, TriNetGrok 4.20ADP TotalSource, Infiniti HRagainst: JustworksADP TotalSourceChangedJustworksagainst: Deel PEO, RemoteADP TotalSourceagainst: Justworks, Ripplingno first choiceagainst: Justworksagainst: ADP TotalSource, Insperity, Paychex PEO, TriNet
Two alternatives
Remote, TriNetThree alternatives
Insperity, Rippling, TriNetSeven alternatives
ADP TotalSource, Amplify HR, G&A Partners, Insperity, Paychex PEO, Rippling, TriNetTwo alternatives
Insperity, TriNetMistral SmallADP TotalSource, Infiniti HRADP TotalSourceChangedADP TotalSourceADP TotalSourceagainst: Justworks, TriNetno first choicenothing named
Two alternatives
Deel PEO, OysterFour alternatives
Insperity, Oasis, Paychex PEO, TriNetSix alternatives
Infiniti HR, Justworks, Papaya Global, Paychex PEO, Rippling, TriNetDeepSeek V4 FlashADP TotalSourceADP TotalSourceHeldagainst: RipplingADP TotalSourceagainst: Vensure Employer SolutionsTriNetno first choiceagainst: ADP TotalSource, Insperity, Vensure Employer Services, VensureHR
Two alternatives
Infiniti HR, RipplingTwo alternatives
Infiniti HR, TriNetFour alternatives
Insperity, Paychex PEO, Sequoia One, TriNetOne alternative
ADP TotalSourceLlama 4 MaverickInfiniti HRADP TotalSourceChangedno first choiceADP TotalSourceno first choicenothing named
Four alternatives
Amplify HR, BBSI, Deel PEO, InsperityQwen 3.7 FlashTriNetADP TotalSourceChangedADP TotalSourceTriNetno first choicenothing named
Three alternatives
ADP TotalSource, Insperity, RipplingThree alternatives
Infiniti HR, Insperity, TriNetThree alternatives
Paychex PEO, Rippling, TriNetFour alternatives
ADP TotalSource, Insperity, Justworks, RipplingKimi K2ADP TotalSourceADP TotalSource, AlightChangedADP TotalSourceTriNetno first choiceagainst: ADP TotalSource, BaronHR, Insperity, Justworks, Paychex PEO, TriNet
Four alternatives
BBSI, Infiniti HR, Rippling, TriNetTwo alternatives
BBSI, Infiniti HRFour alternatives
CoAdvantage, Insperity, Paychex PEO, TriNetTwo alternatives
ADP TotalSource, InsperityGLM 4.7 FlashXADP TotalSourceADP TotalSourceHeldADP TotalSource, Insperity, TriNetJustworksno first choicenothing named
Five alternatives
Amplify HR, Insperity, Remote, Rippling, TriNetTwo alternatives
Paychex PEO, TriNetSeven alternatives
Horizons, Infiniti HR, Justworks, Oyster, Papaya Global, Paychex PEO, RipplingTwo alternatives
ADP TotalSource, TriNetMiniMax M2.5ADP TotalSourceADP TotalSourceHeldno first choiceJustworks, Remote Peopleagainst: ADP TotalSource, TriNetno first choiceagainst: AccuPay, Vensure Employer Services, Veritas PEO / AEU Holdings / Black Wolf Consulting
Four alternatives
BBSI, Infiniti HR, Rippling, TriNetTwo alternatives
Insperity, TriNetOne alternative
Infiniti HRGPT-6 LunaADP TotalSourceADP TotalSourceHeldADP TotalSourceInsperity HRScaleno first choiceagainst: ADP TotalSource, Insperity, Justworks, TriNet
Two alternatives
Insperity, TriNetFour alternatives
BBSI, Insperity, Paychex PEO, TriNetTwo alternatives
ADP TotalSource, TriNetMuse Glimmer 30BADP TotalSourceADP TotalSourceHeldADP TotalSourceADP TotalSource, TriNetno first choiceagainst: ADP TotalSource, Justworks, TriNet
Four alternatives
Insperity, Paychex PEO, Rippling, TriNetFour alternatives
Insperity, Inc., Paychex, Inc. – Paychex HR Solutions / Oasis Outsourcing, TriNet Group, Inc., Vensure Employer SolutionsBold 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.
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 | 2026-11-01 09:59 | no | 0 | 4 s |
| Direct recommendation | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-11-01 11:07 | yes | 4 | 6 s |
| Direct recommendation | Gemini 3.5 Flash | gemini-3.6-flash (asked for gemini-3.5-flash; the API answered as this version) | 2026-11-01 09:07 | yes | 11 | 24 s |
| Direct recommendation | Perplexity Sonar | sonar | 2026-11-01 12:06 | yes | 10 | 4 s |
| Direct recommendation | Grok 4.20 | spacexai/grok-4.20-non-reasoning via xai | 2026-11-01 13:07 | yes | 7 | 31 s |
| Direct recommendation | Mistral Small | mistral/mistral-small via mistral | 2026-11-01 12:24 | yes | 5 | 5 s |
| Direct recommendation | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-11-01 12:52 | yes | 24 | 25 s |
| Direct recommendation | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-11-01 09:28 | yes | 5 | 3 s |
| Direct recommendation | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-11-01 09:08 | no | 0 | 25 s |
| Direct recommendation | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-11-01 10:59 | yes | 10 | 21 s |
| Direct recommendation | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-11-01 12:39 | yes | 19 | 63 s |
| Direct recommendation | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-11-01 09:09 | yes | 13 | 66 s |
| Direct recommendation | GPT-6 Luna | gpt-6-luna | 2026-11-01 09:38 | yes | 3 | 16 s |
| Direct recommendation | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-11-01 08:49 | yes | 12 | 18 s |
| Paraphrase | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-11-01 08:55 | yes | 10 | 8 s |
| Paraphrase | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-11-01 11:43 | yes | 4 | 5 s |
| Paraphrase | Gemini 3.5 Flash | gemini-3.6-flash (asked for gemini-3.5-flash; the API answered as this version) | 2026-11-01 11:35 | yes | 9 | 21 s |
| Paraphrase | Perplexity Sonar | sonar | 2026-11-01 10:18 | yes | 10 | 4 s |
| Paraphrase | Grok 4.20 | spacexai/grok-4.20-non-reasoning via xai | 2026-11-01 13:26 | yes | 5 | 26 s |
| Paraphrase | Mistral Small | mistral/mistral-small via mistral | 2026-11-01 09:06 | yes | 5 | 4 s |
| Paraphrase | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-11-01 09:51 | yes | 23 | 30 s |
| Paraphrase | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-11-01 12:51 | yes | 5 | 2 s |
| Paraphrase | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-11-01 12:30 | yes | 5 | 31 s |
| Paraphrase | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-11-01 12:21 | yes | 15 | 32 s |
| Paraphrase | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-11-01 09:26 | yes | 25 | 43 s |
| Paraphrase | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-11-01 12:02 | yes | 10 | 28 s |
| Paraphrase | GPT-6 Luna | gpt-6-luna | 2026-11-01 11:16 | yes | 3 | 17 s |
| Paraphrase | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-11-01 12:02 | yes | 15 | 17 s |
| Comparative | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-11-01 08:53 | yes | 18 | 10 s |
| Comparative | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-11-01 09:01 | yes | 6 | 9 s |
| Comparative | Gemini 3.5 Flash | gemini-3.6-flash (asked for gemini-3.5-flash; the API answered as this version) | 2026-11-01 09:57 | yes | 6 | 28 s |
| Comparative | Perplexity Sonar | sonar | 2026-11-01 10:04 | yes | 10 | 6 s |
| Comparative | Grok 4.20 | spacexai/grok-4.20-non-reasoning via xai | 2026-11-01 13:29 | yes | 5 | 32 s |
| Comparative | Mistral Small | mistral/mistral-small via mistral | 2026-11-01 10:24 | yes | 5 | 7 s |
| Comparative | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-11-01 10:56 | yes | 20 | 32 s |
| Comparative | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-11-01 10:36 | yes | 5 | 3 s |
| Comparative | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-11-01 11:45 | yes | 15 | 60 s |
| Comparative | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-11-01 12:33 | yes | 14 | 48 s |
| Comparative | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-11-01 08:46 | yes | 20 | 262 s |
| Comparative | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-11-01 10:28 | no | 0 | 52 s |
| Comparative | GPT-6 Luna | gpt-6-luna | 2026-11-01 11:29 | yes | 8 | 30 s |
| Comparative | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-11-01 12:27 | yes | 25 | 35 s |
| Budget constrained | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-11-01 11:18 | yes | 18 | 12 s |
| Budget constrained | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-11-01 11:45 | yes | 2 | 5 s |
| Budget constrained | Gemini 3.5 Flash | gemini-3.6-flash (asked for gemini-3.5-flash; the API answered as this version) | 2026-11-01 12:33 | yes | 9 | 22 s |
| Budget constrained | Perplexity Sonar | sonar | 2026-11-01 09:33 | yes | 10 | 4 s |
| Budget constrained | Grok 4.20 | spacexai/grok-4.20-non-reasoning via xai | 2026-11-01 13:20 | yes | 15 | 31 s |
| Budget constrained | Mistral Small | mistral/mistral-small via mistral | 2026-11-01 08:56 | yes | 5 | 4 s |
| Budget constrained | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-11-01 10:49 | yes | 23 | 31 s |
| Budget constrained | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-11-01 09:06 | yes | 5 | 2 s |
| Budget constrained | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-11-01 10:12 | no | 0 | 30 s |
| Budget constrained | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-11-01 11:36 | yes | 12 | 56 s |
| Budget constrained | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-11-01 10:45 | yes | 25 | 39 s |
| Budget constrained | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-11-01 10:30 | yes | 19 | 59 s |
| Budget constrained | GPT-6 Luna | gpt-6-luna | 2026-11-01 09:30 | yes | 3 | 19 s |
| Budget constrained | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-11-01 11:13 | yes | 20 | 39 s |
| Scale constrained | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-11-01 10:44 | yes | 37 | 18 s |
| Scale constrained | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-11-01 08:47 | no | 0 | 6 s |
| Scale constrained | Gemini 3.5 Flash | gemini-3.6-flash (asked for gemini-3.5-flash; the API answered as this version) | 2026-11-01 10:48 | no | 0 | 20 s |
| Scale constrained | Perplexity Sonar | sonar | 2026-11-01 12:37 | yes | 10 | 11 s |
| Scale constrained | Grok 4.20 | spacexai/grok-4.20-non-reasoning via xai | 2026-11-01 13:18 | yes | 5 | 37 s |
| Scale constrained | Mistral Small | mistral/mistral-small via mistral | 2026-11-01 09:49 | no | 0 | 8 s |
| Scale constrained | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-11-01 09:16 | yes | 24 | 42 s |
| Scale constrained | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-11-01 11:10 | yes | 5 | 3 s |
| Scale constrained | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-11-01 09:34 | no | 0 | 34 s |
| Scale constrained | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-11-01 11:15 | yes | 20 | 69 s |
| Scale constrained | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-11-01 11:52 | yes | 23 | 80 s |
| Scale constrained | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-11-01 10:30 | no | 0 | 15 s |
| Scale constrained | GPT-6 Luna | gpt-6-luna | 2026-11-01 12:49 | yes | 4 | 29 s |
| Scale constrained | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-11-01 09:30 | yes | 14 | 21 s |
| Negative framing | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-11-01 11:55 | yes | 9 | 8 s |
| Negative framing | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-11-01 10:34 | yes | 5 | 5 s |
| Negative framing | Gemini 3.5 Flash | gemini-3.6-flash (asked for gemini-3.5-flash; the API answered as this version) | 2026-11-01 12:48 | yes | 3 | 25 s |
| Negative framing | Perplexity Sonar | sonar | 2026-11-01 12:09 | yes | 10 | 6 s |
| Negative framing | Grok 4.20 | spacexai/grok-4.20-non-reasoning via xai | 2026-11-01 13:19 | yes | 14 | 34 s |
| Negative framing | Mistral Small | mistral/mistral-small via mistral | 2026-11-01 12:11 | yes | 5 | 24 s |
| Negative framing | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-11-01 11:57 | yes | 23 | 27 s |
| Negative framing | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-11-01 12:45 | yes | 5 | 2 s |
| Negative framing | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-11-01 10:37 | yes | 10 | 33 s |
| Negative framing | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-11-01 12:46 | yes | 25 | 92 s |
| Negative framing | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-11-01 11:03 | yes | 25 | 70 s |
| Negative framing | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-11-01 11:32 | yes | 23 | 77 s |
| Negative framing | GPT-6 Luna | gpt-6-luna | 2026-11-01 11:32 | yes | 6 | 26 s |
| Negative framing | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-11-01 11:16 | yes | 25 | 34 s |
Normalization in this category
Every judgment call made between the raw labels and the numbers above, listed so it is visible and reversible.
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Category-scoped readings
ADP read as ADP TotalSource
ADP Enterprise read as ADP TotalSource
Deel read as Deel PEO
Paychex read as Paychex PEO
Unresolved, counted raw
AccuPay
Accurate Employer Solutions
Genpact
Insperity HRScale
Insperity, Inc.
Oasis Outsourcing / G&A Partners
Paychex, Inc. – Paychex HR Solutions / Oasis Outsourcing
TriNet Group, Inc.
Veritas PEO / AEU Holdings / Black Wolf Consulting
Discontinued, still offered
No shut-down product was recommended here.