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 › Small business September 2026 Edition

HR help desk and case management for small business buyers

Asked as “HR help desk software”, and as “HR case management and employee service portal”, on behalf of a small B2B company. 48 first choices recorded across the direct, paraphrase, budget and scale prompts, twelve models each.
Standing
Contested
27% 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.

01The standing

Share is the count of first choices across the direct, paraphrase, budget and scale prompts, over all twelve models, for a small B2B company. Ordered by share.
ProductFirst-choice shareNegative rateLabelsQuadrant
01Zoho Desk27%0%22accepted challenger
02BambooHR17%10%29accepted challenger
03Hiver12%0%18accepted challenger
04Help Scout6%0%10accepted challenger
05Freshdesk4%0%12accepted challenger
06Gusto2%6%16accepted challenger
07HelpDesk.com2%0%17accepted challenger
08Rippling2%11%18accepted challenger
09Zoho People2%0%12accepted challenger
10Freshservice2%0%12accepted challenger
11Zendesk2%13%15accepted challenger
Show the two products at 0%, ordered by negative rate
13ServiceNow HR Service Delivery0%80%10criticized challenger
12HiBob0%0%11accepted 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.

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
09
10
11
12
13
Accepted challengerEndorsed leader
0%First-choice share → · lines at 30% share and 25% negative40%
Key
01Zoho Desk27%
02BambooHR17%
03Hiver12%
04Help Scout6%
05Freshdesk4%
06Gusto2%
07HelpDesk.com2%
08Rippling2%
09Zoho People2%
10Freshservice2%
11Zendesk2%
12HiBob0%
13ServiceNow HR Service Delivery0%

02What they warned about

One of twelve models held their first choice under the paraphrase. Claude Haiku 4.5, GPT-5.4 mini, Gemini 3.5 Flash, Perplexity Sonar, Grok 4.1 Fast, Mistral Small, DeepSeek V4 Flash, Qwen 3.7 Flash, Kimi K2, 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.
SAP SuccessFactors
100%
5 of 5 labels negative · 5 of 12 models · 5 hard negative
“Enterprise-Level HCM and ERP Suites (e.g., Workday, SAP SuccessFactors, Oracle Fusion) ... **Why to avoid them:**” Gemini 3.5 Flash, negative prompt
ServiceNow HR Service Delivery
80%
8 of 10 labels negative · 5 of 12 models · 2 hard negative
“small businesses should be cautious about or avoid the following HR service delivery tools... **ServiceNow HR Service Delivery** - High module costs that can be prohibitive for smaller teams” Mistral Small, negative prompt
Workday
100%
6 of 6 labels negative · 4 of 12 models · 5 hard negative
“Tools/Types to **Avoid Entirely** (Overkill for Small Teams): - **Enterprise HCM Suites like Workday, SAP SuccessFactors, Oracle HCM**” Grok 4.1 Fast, negative prompt
Oracle Fusion Cloud HCM
100%
4 of 4 labels negative · 4 of 12 models · 4 hard negative
“**Examples:** SAP SuccessFactors, Oracle HCM, IBM Watson Talent. **Why to avoid:** These platforms are designed for global corporations” 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

63 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. 830 links across 232 sites, every framing counted. Ranked by the number of answers carrying the site or page.

vendor site · People Managing People40 answers · 62 citations · 10 models
vendor site · Featurebase24 answers · 34 citations · 9 models
22 answers · 23 citations · 10 models
vendor site · Zendesk20 answers · 24 citations · 9 models
vendor site · Guideflow19 answers · 19 citations · 10 models
17 answers · 19 citations · 11 models
vendor site · Salesforce13 answers · 18 citations · 9 models
13 answers · 17 citations · 8 models
13 answers · 15 citations · 8 models
13 answers · 14 citations · 6 models
vendor site · FirstHR11 answers · 11 citations · 5 models
10 answers · 12 citations · 5 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.

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 a small B2B company?”Paraphrase“Which HR case management and employee service portal would you recommend to a small business that sells to other businesses?”Comparative“What are the top HR service delivery tools for a small team and how do they differ?”Budget-constrained“What is the best HR help desk software for a small company with a tight budget?”Scale-constrained“We are a 30 person company evaluating a HR help desk software. What should we look at?”Negative“Which HR service delivery tools should a small business avoid or be cautious about?”
Claude Haiku 4.5BambooHR, Gusto
Three alternativesFreshservice, Rippling, Zendesk
Dovetail SoftwareChanged
Three alternativesBambooHR, Rippling, Zoho People
Justworks
Three alternativesLeena AI, Personio, Zendesk
against: BambooHR
Zoho Desk
Three alternativesSloneek, SupportBee, Zoho People
no first choicenothing named
GPT-5.4 miniFreshdesk
Three alternativesHelpDesk.com, LiveAgent, Zoho Desk
against: Leena AI, Oracle HR Help Desk, ServiceNow HR Service Delivery
BambooHRChangedagainst: ServiceNow HR Service DeliveryBambooHR, Rippling
One alternativeHiBob
against: ServiceNow HR Service Delivery, Workday HR Service Delivery, Workday Human Capital Management
Zoho Desk
One alternativeFreshdesk
against: Tidio
no first choicenothing named
Gemini 3.5 FlashSuptask
Six alternativesBambooHR, Help Scout, Hiver, Rippling, Siit, Unthread
against: Jira, Zendesk
Jira Service ManagementChanged
Four alternativesClearFeed, Freshservice, Help Scout, Suptask
Siit
Seven alternativesDeskpro, Help Scout, HiBob, Hiver, Rippling, Zoho Desk, eesel AI
against: ServiceNow, Workday HR Service Delivery
Jira Service Management
Two alternativesHiver, Zoho Desk
Hiver, Siit, Suptask
Four alternativesFreshdesk, Rippling, Zoho Desk, Zoho People
against: Jira Service Management, ServiceNow
against: ADP TotalSource, Insperity, Oracle Fusion Cloud HCM, SAP SuccessFactors, TriNet, Workday
Perplexity SonarHelpDesk.com
Four alternativesBoldDesk, Help Scout, HelpDesk 365, Zoho Desk + Zoho People
Dovetail SoftwareChanged
Three alternativesBambooHR, HR Acuity, Infor
Zendesk
One alternativeApplaud
against: BambooHR, Rippling, ServiceNow HR Service Delivery
Zoho Desk
Three alternativesHelpDesk.com, Spiceworks, TalentHR
no first choiceagainst: ServiceNow HR Service Delivery
Grok 4.1 FastZoho Desk
Two alternativesFreshdesk, Jira Service Management
BambooHRChanged
Three alternativesAllVoices, Gusto, Zendesk
against: Zenefits
BambooHR, HiBob
Three alternativesGusto, Rippling, Zoho People
against: ADP, Workday
Zoho Desk
Three alternativesHubSpot Service Hub, Spiceworks, Zoho People
Freshservice, Zendesk
Two alternativesHelp Scout, Zoho Desk
against: ServiceNow
against: ADP Workforce Now, BambooHR, Gusto, Oracle Fusion Cloud HCM, Paycom, Rippling, SAP SuccessFactors, UKG Ready, Workday
Mistral SmallHiver
Two alternativesHelp Scout, HelpDesk.com
BambooHRChanged
One alternativeGusto
HiBob, isolved
Three alternativesDocuSign, Microsoft Teams, Microsoft Viva
Help Scout, Zoho Desk
Three alternativesHiver, ProProfs Help Desk, Spiceworks
no first choiceagainst: Deel HR, Paylocity, ServiceNow HR Service Delivery, Workable
DeepSeek V4 FlashHiver
Three alternativesFreshservice, HelpDesk.com, Zoho Desk
against: Zendesk
BambooHRChanged
Two alternativesDeel HR, HR Acuity
against: Dovetail Software, ServiceNow HR Service Delivery
BambooHR, Gusto
Four alternativesDeel HR, HiBob, Justworks, Rippling
against: Zenefits
Zoho Desk
Four alternativesFreshdesk, Hiver, Suptask, Zoho People
Hiver
Four alternativesAtlassian, Freshservice, HelpDesk.com, Zendesk
against: ADP, Employment Hero, Oracle Fusion Cloud HCM, SAP SuccessFactors, Workday
Llama 4 Maverickno first choiceno first choiceHeldno first choiceZoho Desk
Two alternativesProProfs Help Desk, Spiceworks
no first choiceagainst: ServiceNow HR Service Delivery
Qwen 3.7 FlashHelp Scout
Four alternativesFreshdesk, HelpDesk.com, Hiver, Zendesk
RipplingChanged
Three alternativesBambooHR, Freshservice, Microsoft Power Automate
HiBob
Four alternativesApplaud, BambooHR, Gusto, Rippling
Freshdesk
Five alternativesBambooHR, Confluence, Gusto, Jira Service Management, Notion
no first choiceagainst: IBM Watson Talent, Microsoft Dynamics, Oracle Fusion Cloud HCM, SAP SuccessFactors
Kimi K2Help Scout, Zoho Desk
Three alternativesFreshdesk, HelpDesk.com, Hiver
BambooHRChanged
Five alternativesDovetail Software, Freshservice, Gusto, Rippling, Zoho People
against: ServiceNow, Workday
BambooHR, Gusto
Two alternativesRippling, Zenefits
Connecteam, Zoho People
Two alternativesHelpDesk.com, Hiver
Hiver
Three alternativesHelpDesk.com, Zendesk, Zoho Desk
against: SAP SuccessFactors, Workday
GLM 4.7 FlashXZoho Desk
Four alternativesFreshservice, HappyFox Help Desk, HelpDesk.com, Zendesk Guide
BambooHRChanged
Two alternativesGusto, Rippling
against: HR Acuity
BambooHR, Gusto
Four alternativesDeel HR, HiBob, Justworks, Rippling
Zoho Desk
Four alternativesHelpDesk.com, Hiver, Suptask, Tidio
against: monday service
no first choicenothing named
MiniMax M2.5Hiver, Zoho Desk
Three alternativesFreshdesk, Help Scout, HelpDesk.com
BambooHR, Dovetail SoftwareChanged
Two alternativesEffortlessHR, Freshservice
HiBob
Five alternativesBambooHR, Deel HR, Gusto, Justworks, Zoho People
Spiceworks, Zoho Desk
Two alternativesHiver, ProProfs Help Desk
no first choicenothing named
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 19:01yes98 s
Direct recommendationGPT-5.4 minigpt-5.4-mini-2026-03-172026-09-17 21:11yes26 s
Direct recommendationGemini 3.5 Flashgemini-3.5-flash2026-09-17 18:59yes2322 s
Direct recommendationPerplexity Sonarsonar2026-09-17 19:41yes208 s
Direct recommendationGrok 4.1 Fastspacexai/grok-4.1-fast-non-reasoning via vertex2026-09-17 21:43yes4123 s
Direct recommendationMistral Smallmistral/mistral-small via mistral2026-09-17 21:00yes88 s
Direct recommendationDeepSeek V4 Flashdeepseek/deepseek-v4-flash via fireworks2026-09-17 19:09yes2629 s
Direct recommendationLlama 4 Maverickmeta/llama-4-maverick via bedrock2026-09-17 19:48yes53 s
Direct recommendationQwen 3.7 Flashalibaba/qwen3.7-flash via alibaba2026-09-17 19:20yes520 s
Direct recommendationKimi K2moonshotai/kimi-k2 via novita2026-09-17 19:29yes925 s
Direct recommendationGLM 4.7 FlashXzai/glm-4.7-flashx via zai2026-09-17 17:58yes1928 s
Direct recommendationMiniMax M2.5minimax/minimax-m2.5 via minimax2026-09-17 18:36yes719 s
ParaphraseClaude Haiku 4.5claude-haiku-4-5-202510012026-09-17 20:24yes179 s
ParaphraseGPT-5.4 minigpt-5.4-mini-2026-03-172026-09-17 19:42yes15 s
ParaphraseGemini 3.5 Flashgemini-3.5-flash2026-09-17 21:55yes1752 s
ParaphrasePerplexity Sonarsonar2026-09-17 19:55yes208 s
ParaphraseGrok 4.1 Fastspacexai/grok-4.1-fast-non-reasoning via vertex2026-09-17 18:40yes4219 s
ParaphraseMistral Smallmistral/mistral-small via mistral2026-09-17 21:14yes54 s
ParaphraseDeepSeek V4 Flashdeepseek/deepseek-v4-flash via fireworks2026-09-17 19:53yes1932 s
ParaphraseLlama 4 Maverickmeta/llama-4-maverick via bedrock2026-09-17 20:15yes54 s
ParaphraseQwen 3.7 Flashalibaba/qwen3.7-flash via alibaba2026-09-17 20:51no030 s
ParaphraseKimi K2moonshotai/kimi-k2 via novita2026-09-17 21:11yes1830 s
ParaphraseGLM 4.7 FlashXzai/glm-4.7-flashx via zai2026-09-17 18:52yes2577 s
ParaphraseMiniMax M2.5minimax/minimax-m2.5 via minimax2026-09-17 21:35yes1046 s
ComparativeClaude Haiku 4.5claude-haiku-4-5-202510012026-09-17 20:43yes1610 s
ComparativeGPT-5.4 minigpt-5.4-mini-2026-03-172026-09-17 20:55yes211 s
ComparativeGemini 3.5 Flashgemini-3.5-flash2026-09-17 18:28yes3226 s
ComparativePerplexity Sonarsonar2026-09-17 18:26yes2010 s
ComparativeGrok 4.1 Fastspacexai/grok-4.1-fast-non-reasoning via vertex2026-09-17 21:42yes2716 s
ComparativeMistral Smallmistral/mistral-small via mistral2026-09-17 19:11yes1916 s
ComparativeDeepSeek V4 Flashdeepseek/deepseek-v4-flash via deepinfra2026-09-17 18:06yes2756 s
ComparativeLlama 4 Maverickmeta/llama-4-maverick via bedrock2026-09-17 19:34yes53 s
ComparativeQwen 3.7 Flashalibaba/qwen3.7-flash via alibaba2026-09-17 20:41yes948 s
ComparativeKimi K2moonshotai/kimi-k2 via novita2026-09-17 19:03yes1426 s
ComparativeGLM 4.7 FlashXzai/glm-4.7-flashx via zai2026-09-17 21:30yes1170 s
ComparativeMiniMax M2.5minimax/minimax-m2.5 via minimax2026-09-17 19:27yes836 s
Budget constrainedClaude Haiku 4.5claude-haiku-4-5-202510012026-09-17 20:11yes98 s
Budget constrainedGPT-5.4 minigpt-5.4-mini-2026-03-172026-09-17 19:25yes34 s
Budget constrainedGemini 3.5 Flashgemini-3.5-flash2026-09-17 19:47yes1422 s
Budget constrainedPerplexity Sonarsonar2026-09-17 18:50yes209 s
Budget constrainedGrok 4.1 Fastspacexai/grok-4.1-fast-non-reasoning via vertex2026-09-17 20:05yes3514 s
Budget constrainedMistral Smallmistral/mistral-small via mistral2026-09-17 21:41yes55 s
Budget constrainedDeepSeek V4 Flashdeepseek/deepseek-v4-flash via fireworks2026-09-17 18:32yes2018 s
Budget constrainedLlama 4 Maverickmeta/llama-4-maverick via bedrock2026-09-17 18:56yes53 s
Budget constrainedQwen 3.7 Flashalibaba/qwen3.7-flash via alibaba2026-09-17 20:44no027 s
Budget constrainedKimi K2moonshotai/kimi-k2 via novita2026-09-17 20:06yes1017 s
Budget constrainedGLM 4.7 FlashXzai/glm-4.7-flashx via zai2026-09-17 20:12yes1226 s
Budget constrainedMiniMax M2.5minimax/minimax-m2.5 via minimax2026-09-17 19:32yes516 s
Scale constrainedClaude Haiku 4.5claude-haiku-4-5-202510012026-09-17 19:04no06 s
Scale constrainedGPT-5.4 minigpt-5.4-mini-2026-03-172026-09-17 20:54no05 s
Scale constrainedGemini 3.5 Flashgemini-3.5-flash2026-09-17 18:10yes1323 s
Scale constrainedPerplexity Sonarsonar2026-09-17 18:08yes189 s
Scale constrainedGrok 4.1 Fastspacexai/grok-4.1-fast-non-reasoning via vertex2026-09-17 20:25yes1313 s
Scale constrainedMistral Smallmistral/mistral-small via mistral2026-09-17 18:59no05 s
Scale constrainedDeepSeek V4 Flashdeepseek/deepseek-v4-flash via fireworks2026-09-17 19:31yes916 s
Scale constrainedLlama 4 Maverickmeta/llama-4-maverick via bedrock2026-09-17 18:57yes54 s
Scale constrainedQwen 3.7 Flashalibaba/qwen3.7-flash via alibaba2026-09-17 20:22no027 s
Scale constrainedKimi K2moonshotai/kimi-k2 via novita2026-09-17 20:01yes924 s
Scale constrainedGLM 4.7 FlashXzai/glm-4.7-flashx via zai2026-09-17 21:15yes1368 s
Scale constrainedMiniMax M2.5minimax/minimax-m2.5 via minimax2026-09-17 21:10no011 s
Negative framingClaude Haiku 4.5claude-haiku-4-5-202510012026-09-17 19:24yes1812 s
Negative framingGPT-5.4 minigpt-5.4-mini-2026-03-172026-09-17 19:56no05 s
Negative framingGemini 3.5 Flashgemini-3.5-flash2026-09-17 21:56yes1952 s
Negative framingPerplexity Sonarsonar2026-09-17 19:22yes208 s
Negative framingGrok 4.1 Fastspacexai/grok-4.1-fast-non-reasoning via vertex2026-09-17 20:38yes3016 s
Negative framingMistral Smallmistral/mistral-small via mistral2026-09-17 20:59yes98 s
Negative framingDeepSeek V4 Flashdeepseek/deepseek-v4-flash via deepinfra2026-09-17 18:06yes2138 s
Negative framingLlama 4 Maverickmeta/llama-4-maverick via bedrock2026-09-17 17:54yes54 s
Negative framingQwen 3.7 Flashalibaba/qwen3.7-flash via alibaba2026-09-17 19:27no029 s
Negative framingKimi K2moonshotai/kimi-k2 via novita2026-09-17 21:10yes2036 s
Negative framingGLM 4.7 FlashXzai/glm-4.7-flashx via zai2026-09-17 19:38yes28126 s
Negative framingMiniMax M2.5minimax/minimax-m2.5 via minimax2026-09-17 21:21yes1767 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
HelpDesk read as HelpDesk.com
Neocase read as Neocase HR
Oracle Fusion read as Oracle Fusion Cloud HCM
Oracle HCM read as Oracle Fusion Cloud HCM
ProProfs read as ProProfs Help Desk
ServiceNow HRSD read as ServiceNow HR Service Delivery
Unresolved, counted raw
BoldDesk
Cflow
ClearFeed
EffortlessHR
Flair HR
HaloITSM
HelpDesk 365
IBM Watson Talent
Jira's small team plan
Microsoft Power Automate
Planner
Spoke
SupportBee
Zammad
Zendesk Guide
Discontinued, still offered
No shut-down product was recommended here.
← HR AI assistantsInternal communications →