HR AI Index
September 2026 Edition · The permanent record of this edition. The unqualified address always carries the latest edition.
Index › Onboarding and employee experience › HR help desk › Enterprise › September 2026 Edition

HR help desk and case management for enterprise buyers

Asked as “HR help desk software”, and as “HR case management and employee service portal”, on behalf of an enterprise B2B company. 43 first choices recorded across the direct, paraphrase, budget and scale prompts, twelve models each.
Standing
ServiceNow HR Service Delivery
Clear leader
53% of first choices, clear leader.
ShowinginAll 50 categories in the September 2026 Edition →

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 businessZoho Desk27%ContestedStanding →Mid-marketZoho Desk26%ContestedStanding →EnterpriseServiceNow HR Service Delivery53%Clear leaderThis page

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
01ServiceNow HR Service Delivery53%11%46endorsed leader
02ServiceNow16%19%16accepted challenger
03Zendesk7%23%30accepted challenger
04Workday Help5%0%16accepted challenger
05Freshservice2%14%14accepted challenger
06Jira Service Management2%8%13accepted challenger
07Dovetail Software2%10%10accepted challenger
Show the one product at 0%, ordered by negative rate
08SAP SuccessFactors0%20%15accepted challenger
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.
Head to head
Zoho Desk vs FreshserviceZoho Desk vs ZendeskFreshservice vs Zendesk

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
Accepted challengerEndorsed leader
0%First-choice share → · lines at 30% share and 25% negative70%
Key
01ServiceNow HR Service Delivery53%
02ServiceNow16%
03Zendesk7%
04Workday Help5%
05Freshservice2%
06Jira Service Management2%
07Dovetail Software2%
08SAP SuccessFactors0%

02What they warned about

Five of twelve models held their first choice under the paraphrase. Claude Haiku 4.5, Perplexity Sonar, Mistral Small, Llama 4 Maverick, Qwen 3.7 Flash, GLM 4.7 FlashX 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.
Zendesk
23%
7 of 30 labels negative · 5 of 12 models · 4 hard negative
“such as basic Jira, general Zendesk, or basic Freshdesk—for HR case management without strict, dedicated HR partitions” Gemini 3.5 Flash, negative prompt
ServiceNow HR Service Delivery
11%
5 of 46 labels negative · 5 of 12 models
“Despite being frequently recommended for large enterprises, it comes with significant drawbacks: **Steep learning curve**... **High costs**” MiniMax M2.5, negative prompt
Freshdesk
75%
3 of 4 labels negative · 3 of 12 models · 2 hard negative
“such as basic Jira, general Zendesk, or basic Freshdesk—for HR case management without strict, dedicated HR partitions” Gemini 3.5 Flash, negative prompt
SAP SuccessFactors
20%
3 of 15 labels negative · 3 of 12 models · 1 hard negative
“aging, on-premise HR modules (such as legacy SAP ECC versions ... **Why to Avoid:** These systems often have clunky user interfaces” 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

67 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. 5 of those lists are Google grounding redirects that name no site and are left out of the counts. 974 links across 269 sites, every framing counted. Ranked by the number of answers carrying the site or page.

guideflow.com
vendor site · Guideflow33 answers · 39 citations · 10 models
worldmetrics.org
27 answers · 36 citations · 9 models
featurebase.app
vendor site · Featurebase26 answers · 33 citations · 10 models
peoplemanagingpeople.com
vendor site · People Managing People26 answers · 29 citations · 8 models
servicenow.com
vendor site · ServiceNow24 answers · 53 citations · 9 models
g2.com
24 answers · 43 citations · 9 models
moveworks.com
vendor site · Moveworks23 answers · 28 citations · 10 models
zendesk.com
vendor site · Zendesk22 answers · 25 citations · 10 models
gitnux.org
21 answers · 23 citations · 9 models
wifitalents.com
20 answers · 22 citations · 8 models
eesel.ai
14 answers · 15 citations · 8 models
atlassian.com
vendor site · Atlassian13 answers · 13 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.

guideflow.com/blog/hr-service-delivery-software
31 answers · 10 models
featurebase.app/blog/hr-help-desk-ticketing-system
26 answers · 10 models
zendesk.com/employee-service/hr-help-desk-software
18 answers · 9 models
gitnux.org/best/hr-service-delivery-software
13 answers · 9 models
peoplemanagingpeople.com/tools/best-hr-ticketing-system
13 answers · 7 models
wifitalents.com/best/hr-helpdesk-software
13 answers · 8 models
atlassian.com/itsm/esm/hr-help-desk-software
12 answers · 8 models
moveworks.com/us/en/resources/blog/enterprise-hr-case-management-software-s…
12 answers · 9 models
worldmetrics.org/best/hr-help-desk-software
12 answers · 7 models
moveworks.com/us/en/resources/blog/best-hr-service-delivery-software-for-en…
11 answers · 8 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 HR help desk software for an enterprise B2B company?”Paraphrase“Which HR case management and employee service portal would you recommend to a large B2B company with thousands of employees?”Comparative“What are the top enterprise-grade HR service delivery tools and how do they differ?”Budget-constrained“What is the best HR help desk software 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 HR help desk software. What should we look at?”Negative“Which HR service delivery tools should a large enterprise avoid or be cautious about?”
Claude Haiku 4.5ServiceNow HR Service Delivery
Two alternativesUnthread, Zoho Desk
no first choiceChangedServiceNow HR Service Delivery
Four alternativesOracle Fusion Cloud HCM, Personio, SAP SuccessFactors, Workday
HappyFox Help Desk, HelpSpot
One alternativeZendesk
against: ServiceNowno first choicenothing named
GPT-5.4 miniServiceNow HR Service Delivery
Two alternativesUKG HR Service Delivery, Workday HR Service Delivery
ServiceNow HR Service DeliveryHeld
One alternativeWorkday Help
ServiceNow HR Service Delivery
Three alternativesOracle Fusion HCM / Oracle ME service experiences, SAP SuccessFactors Enterprise Service Management, Workday Help
against: Qualtrics EmployeeXMServiceNow HR Service Delivery
Two alternativesSAP SuccessFactors Enterprise Service Management, Workday HR Service Delivery
against: Freshdeskno first choicenothing named
Gemini 3.5 FlashServiceNow HR Service Delivery
Four alternativesDovetail Software, HR Acuity, Neocase HR, Workday Help
against: ZendeskServiceNow HR Service DeliveryHeld
Three alternativesHR Acuity, UKG HR Service Delivery, Workday Help
ServiceNow HR Service Delivery
Five alternativesOracle HR Help Desk, SAP SuccessFactors Employee Central Service Center, Salesforce HR Service, UKG HR Service Delivery, Workday Help
Jira Service Management
Two alternativesFreshservice, Zoho Desk
against: ServiceNowServiceNow
Four alternativesJira Service Management, UKG HR Service Delivery, Workday Help, Zendesk
against: Freshdesk, Jira, Salesforce, Zendesk
Perplexity SonarServiceNow HR Service Delivery
Three alternativesSAP SuccessFactors, Workday Help, Zendesk
against: FreshserviceHR AcuityChanged
Three alternativesDovetail Software, SAP SuccessFactors Employee Central Service Center, ServiceNow HR Service Delivery
ServiceNow HR Service Delivery
Four alternativesOracle HCM / HR Help Desk, SAP SuccessFactors, Workday, Zendesk
ServiceNow HR Service Delivery
One alternativeZendesk
no first choiceagainst: Applaud, Leena AI, ServiceNow HR Service Delivery
Grok 4.1 FastServiceNow HR Service Delivery
Six alternativesApplaud, BMC Helix Business Workflows, Dovetail Software, Freshservice, Jira Service Management, Zendesk
ServiceNow HR Service DeliveryHeld
Three alternativesHR Acuity, SAP SuccessFactors, Workday Human Capital Management
ServiceNow HR Service Delivery
Four alternativesOracle Fusion Cloud HCM, SAP SuccessFactors, UKG Pro, Workday Human Capital Management
against: Microsoft Dynamics 365 Human Resources, Neocase HR, PaylocityServiceNow HR Service Delivery
Two alternativesFreshservice, Workday Help
against: ZendeskServiceNow HR Service Delivery
Two alternativesFreshservice, Zendesk
against: ADP Workforce Now, BambooHR, Freshservice, Paychex, Paycor, SAP SuccessFactors, ServiceNow HR Service Delivery, Workday, Zendesk
Mistral SmallServiceNow, Zendesk
Two alternativesFreshservice, Jira Service Management
ServiceNow HR Service DeliveryChanged
Two alternativesDovetail Software, HR Acuity
ServiceNow HR Service Delivery
Six alternativesADP HR Assist, Applaud, Leena AI, Microsoft Dynamics 365 Human Resources, SAP SuccessFactors, Workday
ServiceNow HR Service Delivery
One alternativeZendesk
no first choiceagainst: ADP Vantage HCM, CEIPAL Workforce, Dovetail Software, Oracle Global Human Resources Cloud, SAP SuccessFactors, ServiceNow HR Service Delivery
DeepSeek V4 FlashServiceNow HR Service Delivery
Four alternativesFreshservice, Jira Service Management, Workday Help, Zendesk
ServiceNow HR Service DeliveryHeld
Two alternativesSAP SuccessFactors Employee Central Service Center, Workday Help
ServiceNow HR Service Delivery
Five alternativesApplaud, Neocase HR, Oracle HR Help Desk, SAP SuccessFactors Employee Central Service Center, Workday
Freshservice
One alternativeServiceNow HR Service Delivery
against: ZendeskServiceNow HR Service Delivery
Three alternativesFreshservice, Workday Help, Zendesk
against: BambooHR, ServiceNow HR Service Delivery, Workday
Llama 4 MaverickZendesk
Two alternativesFeaturebase, ServiceNow
Dovetail SoftwareChangedServiceNow HR Service Delivery
Four alternativesMicrosoft Dynamics 365 Human Resources, Oracle Fusion Cloud HCM, SAP SuccessFactors Employee Central, Workday Human Capital Management
no first choiceno first choicenothing named
Qwen 3.7 FlashServiceNow
Five alternativesDarwinbox, Rippling, SAP SuccessFactors, Workday, Zendesk
ServiceNow HR Service Delivery, Workday Human Capital ManagementChanged
Two alternativesDovetail Software, HR Acuity
ServiceNow HR Service Delivery
Five alternativesApplaud, Dovetail Software, SAP SuccessFactors, UKG Pro, Workday Human Capital Management
ServiceNow
Two alternativesAlloy Navigator, Zendesk
no first choiceagainst: Jira Service Management, Salesforceagainst: Microsoft Dynamics GP, SAP SuccessFactors, ServiceNow, Workday
Kimi K2ServiceNow HR Service Delivery
Four alternativesAisera, Oracle HR Help Desk, Workday Help, Zendesk
ServiceNow HR Service DeliveryHeld
Two alternativesSAP SuccessFactors Enterprise Service Management, Workday Help
ServiceNow HR Service Delivery
Four alternativesOracle Cloud HCM / HR Help Desk, SAP SuccessFactors Service Delivery, Workday Help, Workday Human Capital Management
ServiceNow HR Service Delivery, Workday Help
One alternativeKinfolk
against: BMC Helix, Freshdesk, ZendeskServiceNow HR Service Delivery, Zendesk
One alternativeAvature
against: HR Acuitynothing named
GLM 4.7 FlashXWorkday Help
Three alternativesJira Service Management, ServiceNow HR Service Delivery, Zendesk
ServiceNowChanged
Two alternativesFreshservice, Zendesk
ServiceNow HR Service Delivery
Seven alternativesADP HR Assist, BambooHR, Oracle HCM Cloud Service Delivery, Rippling, SAP SuccessFactors, UKG Pro Workforce Management & HR Service Requests, Workday Human Capital Management
ServiceNow
Two alternativesHelpSpot, Oracle Fusion Cloud HCM
against: Zendeskno first choicenothing named
MiniMax M2.5ServiceNow
Four alternativesBambooHR, Freshservice, Jira Service Management, Zendesk
ServiceNow HR Service DeliveryChanged
Two alternativesHR Acuity, Moveworks
ServiceNow HR Service Delivery
Four alternativesMicrosoft Dynamics 365 Human Resources, Oracle Fusion Cloud HCM Service Delivery, SAP SuccessFactors Service Delivery, Workday Human Capital Management
Kinfolk
Three alternativesFreshservice, ServiceNow HR Service Delivery, Zendesk
no first choiceagainst: ServiceNow HR Service Delivery
Bold 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.
PromptModelVersion stringTime (UTC)SearchedSourcesLatency
Direct recommendationClaude Haiku 4.5claude-haiku-4-5-202510012026-09-17 20:09yes97 s
Direct recommendationGPT-5.4 minigpt-5.4-mini-2026-03-172026-09-17 21:02yes36 s
Direct recommendationGemini 3.5 Flashgemini-3.5-flash2026-09-17 21:56yes2441 s
Direct recommendationPerplexity Sonarsonar2026-09-17 17:59yes157 s
Direct recommendationGrok 4.1 Fastspacexai/grok-4.1-fast-non-reasoning via vertex2026-09-17 20:52yes2216 s
Direct recommendationMistral Smallmistral/mistral-small via mistral2026-09-17 19:56yes86 s
Direct recommendationDeepSeek V4 Flashdeepseek/deepseek-v4-flash via fireworks2026-09-17 21:27yes1314 s
Direct recommendationLlama 4 Maverickmeta/llama-4-maverick via bedrock2026-09-17 20:00yes53 s
Direct recommendationQwen 3.7 Flashalibaba/qwen3.7-flash via alibaba2026-09-17 18:28yes2557 s
Direct recommendationKimi K2moonshotai/kimi-k2 via novita2026-09-17 19:47yes1229 s
Direct recommendationGLM 4.7 FlashXzai/glm-4.7-flashx via zai2026-09-17 18:12yes2173 s
Direct recommendationMiniMax M2.5minimax/minimax-m2.5 via minimax2026-09-17 20:01yes513 s
ParaphraseClaude Haiku 4.5claude-haiku-4-5-202510012026-09-17 20:52no04 s
ParaphraseGPT-5.4 minigpt-5.4-mini-2026-03-172026-09-17 20:49yes56 s
ParaphraseGemini 3.5 Flashgemini-3.5-flash2026-09-17 22:03yes1253 s
ParaphrasePerplexity Sonarsonar2026-09-17 20:01yes206 s
ParaphraseGrok 4.1 Fastspacexai/grok-4.1-fast-non-reasoning via vertex2026-09-17 18:07yes3718 s
ParaphraseMistral Smallmistral/mistral-small via mistral2026-09-17 18:19yes54 s
ParaphraseDeepSeek V4 Flashdeepseek/deepseek-v4-flash via fireworks2026-09-17 19:25yes2424 s
ParaphraseLlama 4 Maverickmeta/llama-4-maverick via bedrock2026-09-17 20:42yes52 s
ParaphraseQwen 3.7 Flashalibaba/qwen3.7-flash via alibaba2026-09-17 20:55yes937 s
ParaphraseKimi K2moonshotai/kimi-k2 via novita2026-09-17 20:02yes2936 s
ParaphraseGLM 4.7 FlashXzai/glm-4.7-flashx via zai2026-09-17 19:25yes2281 s
ParaphraseMiniMax M2.5minimax/minimax-m2.5 via minimax2026-09-17 19:28yes525 s
ComparativeClaude Haiku 4.5claude-haiku-4-5-202510012026-09-17 19:32yes1512 s
ComparativeGPT-5.4 minigpt-5.4-mini-2026-03-172026-09-17 21:42yes410 s
ComparativeGemini 3.5 Flashgemini-3.5-flash2026-09-17 22:01yes2563 s
ComparativePerplexity Sonarsonar2026-09-17 20:59yes1910 s
ComparativeGrok 4.1 Fastspacexai/grok-4.1-fast-non-reasoning via vertex2026-09-17 18:06yes2618 s
ComparativeMistral Smallmistral/mistral-small via mistral2026-09-17 18:25yes910 s
ComparativeDeepSeek V4 Flashdeepseek/deepseek-v4-flash via fireworks2026-09-17 18:57yes2323 s
ComparativeLlama 4 Maverickmeta/llama-4-maverick via bedrock2026-09-17 18:55yes53 s
ComparativeQwen 3.7 Flashalibaba/qwen3.7-flash via alibaba2026-09-17 19:04yes1037 s
ComparativeKimi K2moonshotai/kimi-k2 via novita2026-09-17 18:05yes2340 s
ComparativeGLM 4.7 FlashXzai/glm-4.7-flashx via zai2026-09-17 20:07yes12115 s
ComparativeMiniMax M2.5minimax/minimax-m2.5 via minimax2026-09-17 19:45yes515 s
Budget constrainedClaude Haiku 4.5claude-haiku-4-5-202510012026-09-17 18:39yes188 s
Budget constrainedGPT-5.4 minigpt-5.4-mini-2026-03-172026-09-17 18:24yes46 s
Budget constrainedGemini 3.5 Flashgemini-3.5-flash2026-09-17 19:00yes923 s
Budget constrainedPerplexity Sonarsonar2026-09-17 19:14yes206 s
Budget constrainedGrok 4.1 Fastspacexai/grok-4.1-fast-non-reasoning via vertex2026-09-17 21:28yes3922 s
Budget constrainedMistral Smallmistral/mistral-small via mistral2026-09-17 19:06yes55 s
Budget constrainedDeepSeek V4 Flashdeepseek/deepseek-v4-flash via fireworks2026-09-17 18:52yes2925 s
Budget constrainedLlama 4 Maverickmeta/llama-4-maverick via bedrock2026-09-17 18:45yes53 s
Budget constrainedQwen 3.7 Flashalibaba/qwen3.7-flash via alibaba2026-09-17 20:02yes1464 s
Budget constrainedKimi K2moonshotai/kimi-k2 via novita2026-09-17 18:35yes2836 s
Budget constrainedGLM 4.7 FlashXzai/glm-4.7-flashx via zai2026-09-17 19:36yes2882 s
Budget constrainedMiniMax M2.5minimax/minimax-m2.5 via minimax2026-09-17 21:45yes2363 s
Scale constrainedClaude Haiku 4.5claude-haiku-4-5-202510012026-09-17 21:37yes1810 s
Scale constrainedGPT-5.4 minigpt-5.4-mini-2026-03-172026-09-17 18:57yes410 s
Scale constrainedGemini 3.5 Flashgemini-3.5-flash2026-09-17 18:45no018 s
Scale constrainedPerplexity Sonarsonar2026-09-17 20:03yes199 s
Scale constrainedGrok 4.1 Fastspacexai/grok-4.1-fast-non-reasoning via vertex2026-09-17 21:07yes1312 s
Scale constrainedMistral Smallmistral/mistral-small via mistral2026-09-17 21:22no08 s
Scale constrainedDeepSeek V4 Flashdeepseek/deepseek-v4-flash via fireworks2026-09-17 18:01yes2964 s
Scale constrainedLlama 4 Maverickmeta/llama-4-maverick via bedrock2026-09-17 19:17yes54 s
Scale constrainedQwen 3.7 Flashalibaba/qwen3.7-flash via alibaba2026-09-17 18:59no035 s
Scale constrainedKimi K2moonshotai/kimi-k2 via novita2026-09-17 19:55yes1257 s
Scale constrainedGLM 4.7 FlashXzai/glm-4.7-flashx via zai2026-09-17 19:24yes15167 s
Scale constrainedMiniMax M2.5minimax/minimax-m2.5 via minimax2026-09-17 19:46no054 s
Negative framingClaude Haiku 4.5claude-haiku-4-5-202510012026-09-17 18:57yes189 s
Negative framingGPT-5.4 minigpt-5.4-mini-2026-03-172026-09-17 20:56yes49 s
Negative framingGemini 3.5 Flashgemini-3.5-flash2026-09-17 18:32yes2128 s
Negative framingPerplexity Sonarsonar2026-09-17 21:19yes208 s
Negative framingGrok 4.1 Fastspacexai/grok-4.1-fast-non-reasoning via vertex2026-09-17 18:28yes2518 s
Negative framingMistral Smallmistral/mistral-small via mistral2026-09-17 21:13yes1311 s
Negative framingDeepSeek V4 Flashdeepseek/deepseek-v4-flash via fireworks2026-09-17 18:59yes2927 s
Negative framingLlama 4 Maverickmeta/llama-4-maverick via bedrock2026-09-17 18:43yes53 s
Negative framingQwen 3.7 Flashalibaba/qwen3.7-flash via alibaba2026-09-17 21:06yes1039 s
Negative framingKimi K2moonshotai/kimi-k2 via novita2026-09-17 18:50yes2933 s
Negative framingGLM 4.7 FlashXzai/glm-4.7-flashx via zai2026-09-17 22:03yes21115 s
Negative framingMiniMax M2.5minimax/minimax-m2.5 via minimax2026-09-17 21:16yes2247 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
Deel read as Deel HR
Dovetail read as Dovetail Software
HappyFox read as HappyFox Help Desk
Microsoft Dynamics 365 HR read as Microsoft Dynamics 365 Human Resources
Neocase read as Neocase HR
Oracle Cloud HCM read as Oracle Fusion Cloud HCM
Oracle Cloud HCM (HR Help Desk) read as Oracle Fusion Cloud HCM
Oracle HCM Cloud read as Oracle Fusion Cloud HCM
Qualtrics read as Qualtrics EmployeeXM
SAP read as SAP SuccessFactors
SAP SuccessFactors HCM read as SAP SuccessFactors
ServiceNow HRSD read as ServiceNow HR Service Delivery
Workday HCM read as Workday Human Capital Management
Workday HCM (with HR service delivery features) read as Workday Human Capital Management
Zendesk Employee Service Suite read as Zendesk
Unresolved, counted raw
ADP HR Assist / Workforce Now
Alloy Navigator
BMC
BMC Helix Business Workflows
CEIPAL Workforce
DeskPro / Other Enterprise ITSMs
Microsoft Dynamics GP
Microsoft-based employee portals / SharePoint / Viva integrations
Oracle Cloud HCM / HR Help Desk
Oracle Fusion HCM / Oracle ME service experiences
Oracle Global Human Resources Cloud
Oracle HCM / HR Help Desk
Oracle HCM Cloud Service Delivery
Repudi
Salesforce Employee Service
Salesforce HR Service (Employee Service)
UKG Pro Workforce Management & HR Service Requests
Workday HCM + Service Delivery
Discontinued, still offered
No shut-down product was recommended here.

Also in onboarding and employee experience

The other categories of this function, with the leader in each.
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