HRIS and HCM platforms for enterprise buyers
Asked as “HRIS”, and as “human capital management platform”, on behalf of an enterprise B2B company. 46 first choices recorded across the direct, paraphrase, budget and scale prompts, twelve models each.
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.
01The standing
Share is the count of first choices across the direct, paraphrase, budget and scale prompts, over all twelve models, for an enterprise B2B company. Ordered by share.
ProductFirst-choice shareNegative rateLabelsQuadrant
Bars are the share of first choices, 0 to 100Every product with at least 10 labels here. Every product name links to its vendor page.
One product takes 70% of first choices here, so the chart would put nine 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. Four products carry a negative rate above 25% in this category. Jump to the standing
02What they warned about
Nine of twelve models held their first choice under the paraphrase. Mistral Small, Llama 4 Maverick and MiniMax M2.5 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.
BambooHR59%
10 of 17 labels negative · 9 of 12 models · 6 hard negative
“SMB-Native Platforms (Avoid Completely) ... its reporting engine is highly restrictive, and it lacks the advanced custom workflows” Gemini 3.5 Flash, negative prompt
Workday HCM15%
9 of 62 labels negative · 8 of 12 models
“some practitioners advise large enterprises to avoid it unless they have 5,000+ employees and complex multi-regional operations. Concerns include high costs, slow implementation timelines” MiniMax M2.5, negative prompt
ADP Workforce Now35%
8 of 23 labels negative · 7 of 12 models · 2 hard negative
“large enterprises should be cautious about or avoid the following HRIS platforms... Frequently cited for poor customer service” Mistral Small, negative prompt
SAP SuccessFactors15%
8 of 52 labels negative · 7 of 12 models
“**Why to be cautious:** If your company does *not* use SAP ERP, SuccessFactors is often considered a heavy, disconnected solution.” Qwen 3.7 Flash, negative prompt
03What they cite
Citations exist only for the models that return a source list: twelve of the twelve in this edition, and all six flagship models on the expanded tier.
Sites the answers cite
65 of 72 answers in this category came back with a source list, from 12 of 12 models: citations where the model returns them, or the search results it consulted. 6 of those lists are Google grounding redirects that name no site and are left out of the counts. 849 links across 221 sites, every framing counted. Ranked by the number of answers carrying the site or page.
40 answers · 41 citations · 10 models
33 answers · 50 citations · 10 models
vendor site · HiBob28 answers · 33 citations · 10 models
23 answers · 25 citations · 9 models
vendor site · Rework16 answers · 17 citations · 9 models
15 answers · 18 citations · 9 models
14 answers · 15 citations · 9 models
vendor site · Guideflow13 answers · 14 citations · 9 models
13 answers · 14 citations · 9 models
vendor site · Paycor13 answers · 14 citations · 8 models
13 answers · 13 citations · 7 models
12 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.
35 answers · 10 models
24 answers · 9 models
20 answers · 9 models
17 answers · 6 models
16 answers · 9 models
13 answers · 8 models
12 answers · 9 models
11 answers · 5 models
11 answers · 5 models
11 answers · 6 models
04How 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.
ModelDirect“What is the best HRIS for an enterprise B2B company?”Paraphrase“Which human capital management platform would you recommend to a large B2B company with thousands of employees?”Comparative“What are the top enterprise-grade HRIS platforms and how do they differ?”Budget-constrained“What is the best HRIS 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 HRIS. What should we look at?”Negative“Which HRIS platforms should a large enterprise avoid or be cautious about?”
Claude Haiku 4.5no first choiceno first choiceHeldWorkday HCMSAP SuccessFactors, Workday HCMno first choiceagainst: Personio, SAP SuccessFactors, Workday HCM
One alternative
HR CloudGPT-5.4 miniWorkday HCMWorkday HCMHeldWorkday HCMSAP SuccessFactorsno first choiceagainst: BambooHR, Deel, HiBob, Keka, Rippling, UKG Ready
Three alternatives
Oracle Fusion Cloud HCM, SAP SuccessFactors, UKG ProThree alternatives
ADP Lyric HCM, Dayforce, Oracle Fusion Cloud HCMSix alternatives
ADP, ADP Lyric HCM, Dayforce, Oracle Fusion Cloud HCM, SAP SuccessFactors, UKG ProTwo alternatives
ADP Workforce Now, UKG ProGemini 3.5 FlashWorkday HCMWorkday HCMHeldWorkday HCMDayforceagainst: SAP SuccessFactors, Workday HCMWorkday HCMagainst: HiBobagainst: ADP TotalSource, ADP Workforce Now, BambooHR, Gusto, Justworks, Namely, Oracle PeopleSoft, Paycor, Paylocity, Rippling, TriNet, on-premise SAP
Four alternatives
HiBob, Oracle Fusion Cloud HCM, Rippling, SAP SuccessFactorsFour alternatives
Dayforce, Oracle Fusion Cloud HCM, Rippling, SAP SuccessFactorsFive alternatives
ADP Vantage HCM / Enterprise HR, Dayforce, Oracle Fusion Cloud HCM, SAP SuccessFactors, UKG ProThree alternatives
ADP Enterprise HR with Comprehensive Services, Darwinbox, RipplingFive alternatives
Dayforce, Oracle Fusion Cloud HCM, Rippling, SAP SuccessFactors, UKG ProPerplexity SonarWorkday HCMWorkday HCMHeldWorkday HCMWorkday HCMno first choiceagainst: ADP, BambooHR, Dayforce, Gusto, Oracle Fusion Cloud HCM, Paycom, Paycor, SAP SuccessFactors, Workday HCM
Three alternatives
HiBob, Oracle Fusion Cloud HCM, RipplingFour alternatives
Darwinbox, Oracle Fusion Cloud HCM, SAP SuccessFactors, UKG ProEight alternatives
ADP Lyric HCM, ADP Workforce Now, Darwinbox, Dayforce, Oracle Fusion Cloud HCM, Rippling, SAP SuccessFactors, UKG ProGrok 4.1 FastWorkday HCMWorkday HCMHeldWorkday HCMagainst: BambooHR, Gusto, RipplingOracle Fusion Cloud HCMagainst: ADP Workforce Now, SAP SuccessFactors, Workday HCMRippling, Workday HCMagainst: BambooHR, HiBobagainst: ADP Workforce Now, Dayforce, Oracle Fusion Cloud HCM, Paycom, Rippling, SAP SuccessFactors, Workday HCM
Two alternatives
Oracle Fusion Cloud HCM, SAP SuccessFactorsTwo alternatives
Oracle Fusion Cloud HCM, SAP SuccessFactorsFive alternatives
ADP Workforce Now, Dayforce, Oracle Fusion Cloud HCM, SAP SuccessFactors, UKG ProOne alternative
UKG ProTwo alternatives
ADP Workforce Now, PaycorMistral SmallWorkday HCMSAP SuccessFactors, Workday HCMChangedWorkday HCMHiBob, Workday HCMWorkday HCMagainst: BambooHR, Ripplingagainst: ADP Workforce Now, Paychex Flex, Paycor, Paylocity, UKG Pro, UKG Ready
Two alternatives
Oracle Fusion Cloud HCM, SAP SuccessFactorsThree alternatives
Darwinbox, Oracle Fusion Cloud HCM, UKG ProThree alternatives
ADP Workforce Now, Oracle Fusion Cloud HCM, SAP SuccessFactorsTwo alternatives
BambooHR, HarmonyHRThree alternatives
Oracle Fusion Cloud HCM, SAP SuccessFactors, UKG ProDeepSeek V4 FlashWorkday HCMagainst: RipplingWorkday HCMHeldSAP SuccessFactors, Workday HCMWorkday HCMagainst: Oracle Fusion Cloud HCMno first choiceagainst: ADP Workforce Now, BambooHR, Paycom, Paycor, Paylocity, Rippling, SAP SuccessFactors, Workday HCM
Two alternatives
Oracle Fusion Cloud HCM, SAP SuccessFactorsFour alternatives
Dayforce, Oracle Fusion Cloud HCM, SAP SuccessFactors, UKG ProThree alternatives
ADP Workforce Now, Oracle Fusion Cloud HCM, UKG ProOne alternative
SAP SuccessFactorsLlama 4 MaverickWorkday HCMDarwinbox, UKG Pro, Workday HCMChangedno first choiceno first choiceno first choiceagainst: Workday HCMagainst: ADP Workforce Now
Qwen 3.7 FlashWorkday HCMWorkday HCMHeldWorkday HCMSAP SuccessFactors, Workday HCMno first choiceagainst: ADP, BambooHR, Dayforce, Microsoft Dynamics 365 Human Resources, Oracle Fusion Cloud HCM, Personio, SAP SuccessFactors
Two alternatives
Oracle Fusion Cloud HCM, SAP SuccessFactorsThree alternatives
Dayforce, Oracle Fusion Cloud HCM, SAP SuccessFactorsTwo alternatives
Oracle Fusion Cloud HCM, SAP SuccessFactorsOne alternative
RipplingKimi K2Workday HCMWorkday HCMHeldOracle Fusion Cloud HCM, SAP SuccessFactors, Workday HCMADP Workforce Now, Workday HCMno first choiceagainst: ADP Workforce Now, BambooHR, Gusto, Oracle Fusion Cloud HCM, Paychex Flex, SAP SuccessFactors, Workday HCM, Zenefits
Two alternatives
Oracle Fusion Cloud HCM, SAP SuccessFactorsFive alternatives
ADP Lyric HCM, Dayforce, Oracle Fusion Cloud HCM, SAP SuccessFactors, UKG ProThree alternatives
ADP Workforce Now, Dayforce, UKG ProTwo alternatives
Oracle Fusion Cloud HCM, SAP SuccessFactorsGLM 4.7 FlashXWorkday HCMagainst: BambooHR, HiBobWorkday HCMHeldagainst: ADP Workforce Now, Dayforce, Microsoft Dynamics 365 Human Resources, UKG ProWorkday HCMagainst: GustoDayforceno first choiceagainst: ADP, Oracle E‑Business Suite, on-premise SAP
Four alternatives
ADP Workforce Now, Oracle Fusion Cloud HCM, SAP SuccessFactors, UKG ProTwo alternatives
Oracle Fusion Cloud HCM, SAP SuccessFactorsSeven alternatives
ADP Workforce Now, BambooHR, Oracle Fusion Cloud HCM, Paycom, Rippling, SAP SuccessFactors, UKG ProFive alternatives
Deel, Oracle Fusion Cloud HCM, Rippling, SAP SuccessFactors, Workday HCMMiniMax M2.5Workday HCMOracle Fusion Cloud HCM, Workday HCMChangedOracle Fusion Cloud HCM, Workday HCMSAP SuccessFactors, Workday HCMno first choiceagainst: Gustoagainst: ADP, Dayforce, Paycor, Paylocity, SAP, Workday HCM
Five alternatives
ADP Workforce Now, Oracle Fusion Cloud HCM, Rippling, SAP SuccessFactors, UKG ProTwo alternatives
Darwinbox, SAP SuccessFactorsEight alternatives
ADP GlobalView, ADP Workforce Now, Cornerstone OnDemand, IBM Kenexa, Microsoft Dynamics 365 Human Resources, SAP SuccessFactors, Sage People, ServiceNow HR Service DeliveryOne alternative
ADP Workforce NowBold is the first choiceAlternatives are counted; the count opens them.What the answer argued against
05The 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
Seventy-two 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 | 2026-09-17 17:10 | no | 0 | 4 s |
| Direct recommendation | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-09-17 17:16 | yes | 3 | 5 s |
| Direct recommendation | Gemini 3.5 Flash | gemini-3.5-flash | 2026-09-17 17:09 | yes | 7 | 24 s |
| Direct recommendation | Perplexity Sonar | sonar | 2026-09-17 17:02 | yes | 20 | 7 s |
| Direct recommendation | Grok 4.1 Fast | spacexai/grok-4.1-fast-non-reasoning via vertex | 2026-09-17 17:22 | yes | 20 | 16 s |
| Direct recommendation | Mistral Small | mistral/mistral-small via mistral | 2026-09-17 17:19 | yes | 13 | 9 s |
| Direct recommendation | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-09-17 17:11 | yes | 28 | 56 s |
| Direct recommendation | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-09-17 17:16 | yes | 5 | 3 s |
| Direct recommendation | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-09-17 17:22 | yes | 10 | 41 s |
| Direct recommendation | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-09-17 17:08 | yes | 10 | 28 s |
| Direct recommendation | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-09-17 17:05 | yes | 15 | 65 s |
| Direct recommendation | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-09-17 17:12 | yes | 7 | 31 s |
| Paraphrase | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-09-17 17:11 | no | 0 | 5 s |
| Paraphrase | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-09-17 17:17 | yes | 6 | 6 s |
| Paraphrase | Gemini 3.5 Flash | gemini-3.5-flash | 2026-09-17 17:18 | yes | 11 | 24 s |
| Paraphrase | Perplexity Sonar | sonar | 2026-09-17 17:04 | yes | 20 | 6 s |
| Paraphrase | Grok 4.1 Fast | spacexai/grok-4.1-fast-non-reasoning via vertex | 2026-09-17 17:21 | yes | 13 | 10 s |
| Paraphrase | Mistral Small | mistral/mistral-small via mistral | 2026-09-17 17:12 | yes | 5 | 5 s |
| Paraphrase | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-09-17 16:59 | yes | 19 | 36 s |
| Paraphrase | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-09-17 17:13 | yes | 5 | 3 s |
| Paraphrase | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-09-17 17:13 | yes | 5 | 23 s |
| Paraphrase | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-09-17 17:14 | yes | 13 | 39 s |
| Paraphrase | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-09-17 17:11 | yes | 13 | 100 s |
| Paraphrase | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-09-17 17:12 | yes | 5 | 15 s |
| Comparative | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-09-17 17:05 | yes | 9 | 9 s |
| Comparative | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-09-17 17:13 | yes | 6 | 13 s |
| Comparative | Gemini 3.5 Flash | gemini-3.5-flash | 2026-09-17 17:18 | yes | 21 | 31 s |
| Comparative | Perplexity Sonar | sonar | 2026-09-17 17:05 | yes | 20 | 14 s |
| Comparative | Grok 4.1 Fast | spacexai/grok-4.1-fast-non-reasoning via vertex | 2026-09-17 17:13 | yes | 26 | 17 s |
| Comparative | Mistral Small | mistral/mistral-small via mistral | 2026-09-17 17:18 | yes | 25 | 18 s |
| Comparative | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via fireworks | 2026-09-17 17:15 | yes | 25 | 32 s |
| Comparative | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-09-17 17:21 | yes | 5 | 3 s |
| Comparative | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-09-17 17:17 | yes | 10 | 37 s |
| Comparative | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-09-17 17:20 | yes | 10 | 25 s |
| Comparative | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-09-17 17:18 | yes | 28 | 159 s |
| Comparative | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-09-17 17:02 | no | 0 | 60 s |
| Budget constrained | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-09-17 17:04 | yes | 18 | 10 s |
| Budget constrained | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-09-17 17:08 | yes | 3 | 5 s |
| Budget constrained | Gemini 3.5 Flash | gemini-3.5-flash | 2026-09-17 17:24 | yes | 20 | 31 s |
| Budget constrained | Perplexity Sonar | sonar | 2026-09-17 16:59 | yes | 20 | 6 s |
| Budget constrained | Grok 4.1 Fast | spacexai/grok-4.1-fast-non-reasoning via vertex | 2026-09-17 17:03 | yes | 32 | 20 s |
| Budget constrained | Mistral Small | mistral/mistral-small via mistral | 2026-09-17 17:00 | yes | 10 | 11 s |
| Budget constrained | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via fireworks | 2026-09-17 17:06 | yes | 18 | 21 s |
| Budget constrained | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-09-17 17:12 | yes | 5 | 4 s |
| Budget constrained | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-09-17 17:00 | yes | 15 | 70 s |
| Budget constrained | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-09-17 17:01 | yes | 10 | 19 s |
| Budget constrained | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-09-17 16:58 | yes | 13 | 37 s |
| Budget constrained | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-09-17 17:07 | yes | 15 | 57 s |
| Scale constrained | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-09-17 17:07 | no | 0 | 8 s |
| Scale constrained | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-09-17 17:18 | no | 0 | 9 s |
| Scale constrained | Gemini 3.5 Flash | gemini-3.5-flash | 2026-09-17 17:03 | yes | 9 | 26 s |
| Scale constrained | Perplexity Sonar | sonar | 2026-09-17 16:57 | yes | 20 | 8 s |
| Scale constrained | Grok 4.1 Fast | spacexai/grok-4.1-fast-non-reasoning via vertex | 2026-09-17 17:12 | yes | 18 | 13 s |
| Scale constrained | Mistral Small | mistral/mistral-small via mistral | 2026-09-17 17:18 | no | 0 | 8 s |
| Scale constrained | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via fireworks | 2026-09-17 16:57 | yes | 18 | 24 s |
| Scale constrained | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-09-17 17:09 | yes | 5 | 4 s |
| Scale constrained | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-09-17 17:15 | no | 0 | 33 s |
| Scale constrained | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-09-17 17:09 | yes | 14 | 32 s |
| Scale constrained | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-09-17 17:17 | yes | 29 | 30 s |
| Scale constrained | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-09-17 16:59 | yes | 5 | 22 s |
| Negative framing | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-09-17 17:09 | yes | 19 | 13 s |
| Negative framing | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-09-17 17:12 | yes | 3 | 7 s |
| Negative framing | Gemini 3.5 Flash | gemini-3.5-flash | 2026-09-17 16:57 | yes | 34 | 27 s |
| Negative framing | Perplexity Sonar | sonar | 2026-09-17 17:05 | yes | 20 | 8 s |
| Negative framing | Grok 4.1 Fast | spacexai/grok-4.1-fast-non-reasoning via vertex | 2026-09-17 17:10 | yes | 24 | 18 s |
| Negative framing | Mistral Small | mistral/mistral-small via mistral | 2026-09-17 17:18 | yes | 11 | 10 s |
| Negative framing | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-09-17 17:16 | yes | 28 | 79 s |
| Negative framing | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-09-17 17:14 | yes | 5 | 4 s |
| Negative framing | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-09-17 17:19 | yes | 24 | 75 s |
| Negative framing | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-09-17 16:58 | yes | 25 | 35 s |
| Negative framing | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-09-17 17:04 | yes | 14 | 36 s |
| Negative framing | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-09-17 17:20 | yes | 9 | 26 s |
Normalization in this category
Every judgment call made between the raw labels and the numbers above, listed so it is visible and reversible.
Category-scoped readings
Ceridian read as Dayforce
Ceridian (Dayforce) read as Dayforce
Ceridian / Dayforce read as Dayforce
Ceridian Dayforce read as Dayforce
Microsoft Dynamics 365 HR read as Microsoft Dynamics 365 Human Resources
Oracle Cloud HCM read as Oracle Fusion Cloud HCM
Oracle Fusion HCM read as Oracle Fusion Cloud HCM
Oracle HCM read as Oracle Fusion Cloud HCM
Oracle HCM Cloud read as Oracle Fusion Cloud HCM
Oracle HCM Cloud (Fusion HCM) read as Oracle Fusion Cloud HCM
Oracle HCM Cloud (Oracle Fusion HCM) read as Oracle Fusion Cloud HCM
Paychex read as Paychex Flex
SAP SuccessFactors HCM read as SAP SuccessFactors
Workday read as Workday HCM
Unresolved, counted raw
ADP Enterprise HR with Comprehensive Services
ADP Vantage HCM / Enterprise HR
HarmonyHR
IBM Kenexa
Discontinued, still offered
No shut-down product was recommended here.