HR engine disagreement

As of

All 16 prompts by cross engine brand disagreement

Compare HR vendors on identity, payroll controls, privacy, auditability, data residency, retention, accessibility, and regional compliance. leads at 100.0%; the middle of the board sits at 82.1%.

Ahead of second place: 8.3%
Held by the top three: 27%
Middle of the board: 82.1%
Below half the leader: 4 of 16

Rank, name and cross engine brand disagreementMiddle 82.1%

1Compare HR vendors on identity, payroll controls, privacy, auditability, data residency, retention, accessibility, and regional compliance.100.0%
2Create a shortlist of HR and recruiting vendors for a global company modernizing core HCM, payroll, talent, and hiring.91.7%
3Which HR platforms provide the strongest governed AI for recruiting, employee support, talent mobility, workforce planning, and manager workflows?88.9%
4Recommend an HR and payroll platform for a small business that needs simple onboarding, benefits, compliance, support, and transparent pricing.88.9%
5Recommend a global enterprise HCM suite for complex organizations, multiple countries, security, governance, integrations, and workforce analytics.83.3%
6Which workforce platforms are strongest for global payroll, employer-of-record services, contractor management, compliance, and local support?83.3%
7Compare HR platforms on core records, payroll, talent, recruiting, global coverage, analytics, integrations, AI, governance, and support.83.3%
8When should a company consolidate HR, payroll, IT provisioning, finance, recruiting, talent, and workforce analytics on one platform?83.3%
9Which human capital management platforms are best for core HR, talent, payroll, workforce planning, analytics, and employee experience?81.0%
10Which recruiting platforms are best for a high-growth company that needs an ATS, candidate CRM, sourcing, scheduling, and deep analytics?77.8%
11Which HR platforms are best for a mid-market company that needs payroll, benefits, time, performance, recruiting, and employee self-service?75.0%
12Compare applicant tracking systems on recruiter speed, candidate experience, scheduling, structured interviews, analytics, and implementation.66.7%
13Recommend an applicant tracking system for structured hiring, sourcing, scheduling, interviews, analytics, compliance, and integrations.38.9%
14Which criteria expose data portability, implementation, service, and migration lock-in risk when choosing a strategic HR platform?0.0%
15How should a buyer compare HR software pricing across employees, payroll runs, modules, countries, implementation, support, and services?0.0%
16Create a proof-of-concept scorecard for HR platforms covering workflow completion, payroll accuracy, reporting, adoption, integration, and administration.0.0%

Rank changes since Jul 27

Snapshots of Jul 27 and Sep 27

Recommend an HR and payroll platform for a small business that needs simple onboarding, benefits, compliance, support, and transparent pricing.#14 → #4▲10
Which criteria expose data portability, implementation, service, and migration lock-in risk when choosing a strategic HR platform?#5 → #14▼9
Recommend a global enterprise HCM suite for complex organizations, multiple countries, security, governance, integrations, and workforce analytics.#13 → #5▲8
Compare applicant tracking systems on recruiter speed, candidate experience, scheduling, structured interviews, analytics, and implementation.#6 → #12▼6
Which workforce platforms are strongest for global payroll, employer-of-record services, contractor management, compliance, and local support?#11 → #6▲5
Recommend an applicant tracking system for structured hiring, sourcing, scheduling, interviews, analytics, compliance, and integrations.#8 → #13▼5

Follow this board's changes (RSS)

The prompt boards are re-run in rotation, about one category a day, so each board refreshes every few weeks and shows the date of its snapshot.

leading brand consensus: 66.666667 on 10 of 16 rows · 3 checks behind each row · 100% confidence across rows.

HR and recruiting engine disagreement by prompt current rankings
Rank	Name	Cross engine brand disagreement	Presence events	Citation URLS	Distinct reviewed brands	Change	Why
01	Compare HR vendors on identity, payroll controls, privacy, auditability, data residency, retention, accessibility, and regional compliance.	100.0%	3	16	3	1	This rank Run it
02	Create a shortlist of HR and recruiting vendors for a global company modernizing core HCM, payroll, talent, and hiring.	91.7%	5	11	4	1	This rank Run it
03	Which HR platforms provide the strongest governed AI for recruiting, employee support, talent mobility, workforce planning, and manager workflows?	88.9%	4	13	3	2	This rank Run it
04	Recommend an HR and payroll platform for a small business that needs simple onboarding, benefits, compliance, support, and transparent pricing.	88.9%	4	11	3	10	Showing Run it
05	Recommend a global enterprise HCM suite for complex organizations, multiple countries, security, governance, integrations, and workforce analytics.	83.3%	6	13	4	8	This rank Run it
06	Which workforce platforms are strongest for global payroll, employer-of-record services, contractor management, compliance, and local support?	83.3%	3	16	2	5	This rank Run it
07	Compare HR platforms on core records, payroll, talent, recruiting, global coverage, analytics, integrations, AI, governance, and support.	83.3%	3	10	2	2	This rank Run it
08	When should a company consolidate HR, payroll, IT provisioning, finance, recruiting, talent, and workforce analytics on one platform?	83.3%	3	17	2	4	This rank Run it
09	Which human capital management platforms are best for core HR, talent, payroll, workforce planning, analytics, and employee experience?	81.0%	11	12	7	2	This rank Run it
10	Which recruiting platforms are best for a high-growth company that needs an ATS, candidate CRM, sourcing, scheduling, and deep analytics?	77.8%	5	12	3		This rank Run it
11	Which HR platforms are best for a mid-market company that needs payroll, benefits, time, performance, recruiting, and employee self-service?	75.0%	7	10	4	1	This rank Run it
12	Compare applicant tracking systems on recruiter speed, candidate experience, scheduling, structured interviews, analytics, and implementation.	66.7%	3	8	3	6	This rank Run it
13	Recommend an applicant tracking system for structured hiring, sourcing, scheduling, interviews, analytics, compliance, and integrations.	38.9%	8	18	4	5	This rank Run it
14	Which criteria expose data portability, implementation, service, and migration lock-in risk when choosing a strategic HR platform?	0.0%	0	10	0	9	This rank Run it
15	How should a buyer compare HR software pricing across employees, payroll runs, modules, countries, implementation, support, and services?	0.0%	0	12	0		This rank Run it
16	Create a proof-of-concept scorecard for HR platforms covering workflow completion, payroll accuracy, reporting, adoption, integration, and administration.	0.0%	0	0	0		This rank Run it

leading brand consensus: 66.666667 on 10 of 16 rows · 3 checks behind each row · 100% confidence across rows.

HR and recruiting engine disagreement by prompt current rankings
Rank	Name	Cross engine brand disagreement	Presence events	Citation URLS	Distinct reviewed brands	Change	Why
01	Compare HR vendors on identity, payroll controls, privacy, auditability, data residency, retention, accessibility, and regional compliance.	100.0%	3	16	3	1	This rank Run it
02	Create a shortlist of HR and recruiting vendors for a global company modernizing core HCM, payroll, talent, and hiring.	91.7%	5	11	4	1	This rank Run it
03	Which HR platforms provide the strongest governed AI for recruiting, employee support, talent mobility, workforce planning, and manager workflows?	88.9%	4	13	3	2	This rank Run it
04	Recommend an HR and payroll platform for a small business that needs simple onboarding, benefits, compliance, support, and transparent pricing.	88.9%	4	11	3	10	Showing Run it
05	Recommend a global enterprise HCM suite for complex organizations, multiple countries, security, governance, integrations, and workforce analytics.	83.3%	6	13	4	8	This rank Run it
06	Which workforce platforms are strongest for global payroll, employer-of-record services, contractor management, compliance, and local support?	83.3%	3	16	2	5	This rank Run it
07	Compare HR platforms on core records, payroll, talent, recruiting, global coverage, analytics, integrations, AI, governance, and support.	83.3%	3	10	2	2	This rank Run it
08	When should a company consolidate HR, payroll, IT provisioning, finance, recruiting, talent, and workforce analytics on one platform?	83.3%	3	17	2	4	This rank Run it
09	Which human capital management platforms are best for core HR, talent, payroll, workforce planning, analytics, and employee experience?	81.0%	11	12	7	2	This rank Run it
10	Which recruiting platforms are best for a high-growth company that needs an ATS, candidate CRM, sourcing, scheduling, and deep analytics?	77.8%	5	12	3		This rank Run it
11	Which HR platforms are best for a mid-market company that needs payroll, benefits, time, performance, recruiting, and employee self-service?	75.0%	7	10	4	1	This rank Run it
12	Compare applicant tracking systems on recruiter speed, candidate experience, scheduling, structured interviews, analytics, and implementation.	66.7%	3	8	3	6	This rank Run it
13	Recommend an applicant tracking system for structured hiring, sourcing, scheduling, interviews, analytics, compliance, and integrations.	38.9%	8	18	4	5	This rank Run it
14	Which criteria expose data portability, implementation, service, and migration lock-in risk when choosing a strategic HR platform?	0.0%	0	10	0	9	This rank Run it
15	How should a buyer compare HR software pricing across employees, payroll runs, modules, countries, implementation, support, and services?	0.0%	0	12	0		This rank Run it
16	Create a proof-of-concept scorecard for HR platforms covering workflow completion, payroll accuracy, reporting, adoption, integration, and administration.	0.0%	0	0	0		This rank Run it

Primary brandQuestion typeModel APIQuestion contains

Run a question live

14.6%

of these answers name or cite Workday HCM

7 of 48 answers

31.8%

Its share of the compared brands' appearances

4

Answers citing its own site

4 links to its domains

2 of 3

Model APIs that name it

The compared brands across the filtered answers
Brand	Named or cited	Against primary	Share of compared	Mentions	Answers citing it	Links to its site	Model APIs
Workday HCMworkday.com	14.6%7 of 48	Primary	31.8%	4	4	4	2 of 3
ADP Workforce Nowadp.com	14.6%7 of 48	0.0 pts	31.8%	6	3	3	2 of 3
SAP SuccessFactorssap.com	12.5%6 of 48	-2.1 pts	27.3%	7	0	0	2 of 3
Oracle Cloud HCMoracle.com	4.2%2 of 48	-10.4 pts	9.1%	2	2	2	2 of 3

Compared brands named in each answer, by question and model API
Question	OpenAIopenai/gpt-4o-mini	Anthropicanthropic/claude-haiku-4-5	Geminigoogle/gemini-2.5-flash
01Which human capital management platforms are best for core HR, talent, payroll, workforce planning, analytics, and employee experience?Recommendation	Workday HCMSAP SuccessFactorsADP Workforce Now 4 sources`711db69c`	None named 0 sources`61ab24ee`	Workday HCM, cited 1SAP SuccessFactorsOracle Cloud HCM, cited 1 8 sources`72081c90`
02Recommend a global enterprise HCM suite for complex organizations, multiple countries, security, governance, integrations, and workforce analytics.Recommendation	Workday HCMSAP SuccessFactorsOracle Cloud HCM, cited 1 6 sources`adfd66e6`	None named 0 sources`3a06f544`	Workday HCMSAP SuccessFactorsADP Workforce Now, cited 1 7 sources`20b6e2eb`
03Which HR platforms are best for a mid-market company that needs payroll, benefits, time, performance, recruiting, and employee self-service?Recommendation	ADP Workforce Now 4 sources`7b9f3018`	None named 0 sources`86a2e36f`	ADP Workforce Now 7 sources`ad4dbd3f`
04Recommend an HR and payroll platform for a small business that needs simple onboarding, benefits, compliance, support, and transparent pricing.Recommendation	None named 5 sources`28ef4551`	None named 0 sources`9956deaa`	ADP Workforce Now, cited 1 6 sources`14a61e38`
05Which workforce platforms are strongest for global payroll, employer-of-record services, contractor management, compliance, and local support?Recommendation	None named 8 sources`c7c42ac9`	None named 0 sources`3f9fb77b`	None named 8 sources`b67c1711`
06Recommend an applicant tracking system for structured hiring, sourcing, scheduling, interviews, analytics, compliance, and integrations.Recommendation	None named 4 sources`e17355e5`	None named 8 sources`1f0995ad`	None named 7 sources`78b1baa5`
07Which recruiting platforms are best for a high-growth company that needs an ATS, candidate CRM, sourcing, scheduling, and deep analytics?Recommendation	None named 6 sources`5bcd86bb`	None named 0 sources`b7f0717e`	None named 6 sources`8760cf94`
08Which HR platforms provide the strongest governed AI for recruiting, employee support, talent mobility, workforce planning, and manager workflows?Recommendation	Workday HCM, cited 1SAP SuccessFactors 7 sources`af6d63c1`	None named 0 sources`0e20f33c`	Workday HCM, cited 1 7 sources`ffd972c5`
09Compare HR platforms on core records, payroll, talent, recruiting, global coverage, analytics, integrations, AI, governance, and support.Commercial comparison	ADP Workforce Now 0 sources`4fe05b5f`	None named 0 sources`0ba51f9e`	None named 10 sources`1b6616d1`
10How should a buyer compare HR software pricing across employees, payroll runs, modules, countries, implementation, support, and services?Commercial comparison	None named 9 sources`18c1e594`	None named 0 sources`dc3a4578`	None named 7 sources`1dbf7fa6`
11Create a proof-of-concept scorecard for HR platforms covering workflow completion, payroll accuracy, reporting, adoption, integration, and administration.Commercial comparison	None named 0 sources`17cf879f`	None named 0 sources`454c9323`	None named 0 sources`59053121`
12Compare applicant tracking systems on recruiter speed, candidate experience, scheduling, structured interviews, analytics, and implementation.Commercial comparison	None named 5 sources`0f853e94`	None named 0 sources`7e12e176`	None named 3 sources`9a1b4314`
13Which criteria expose data portability, implementation, service, and migration lock-in risk when choosing a strategic HR platform?Commercial comparison	None named 6 sources`e25dcea6`	None named 0 sources`5f7444d3`	None named 4 sources`fdfa2d53`
14Compare HR vendors on identity, payroll controls, privacy, auditability, data residency, retention, accessibility, and regional compliance.Commercial comparison	ADP Workforce Now, cited 1 7 sources`04be5f86`	None named 0 sources`d6d3a4da`	None named 10 sources`09fcf4ae`
15Create a shortlist of HR and recruiting vendors for a global company modernizing core HCM, payroll, talent, and hiring.Commercial comparison	SAP SuccessFactors 7 sources`5cb9ac5d`	None named 0 sources`30356d70`	None named 7 sources`a8cf4358`
16When should a company consolidate HR, payroll, IT provisioning, finance, recruiting, talent, and workforce analytics on one platform?Commercial comparison	None named 9 sources`ffc3342b`	None named 0 sources`02e9b252`	Workday HCM, cited 1 10 sources`ed085387`

Sites cited in the filtered answers
Site	Answers citing it	Distinct pages	Model APIs	Best position
rippling.com	7	5	2	1
gusto.com	4	6	2	1
workday.com	4	3	2	1
greenhouse.com	3	4	2	4
technologyadvice.com	3	3	2	1
linkedin.com	3	3	2	2
sparkhire.com	3	2	2	1
teamed.global	3	2	2	1
oysterhr.com	3	2	2	2
paycor.com	3	2	1	4
hracuity.com	3	1	2	1
gartner.com	2	2	1	1
gem.com	2	2	1	1
papayaglobal.com	2	2	2	1
pin.com	2	2	2	1
wisq.com	2	2	2	1
mokahr.io	2	2	2	3
sloneek.com	2	2	2	3
youtube.com	2	2	2	3
vendordirectory.shrm.org	2	2	2	5

What this report publishesThe public buying questions, the brands each answer names, the sources it cites and a fingerprint of each answer. Answer text is not published, and no customer data is in it.hr-recruiting-platforms-2026-07-27 / 4-hr-recruiting-platforms-2026-07-27-models-64232fd32583

Primary brandQuestion typeModel APIQuestion contains

Run a question live

14.6%

of these answers name or cite Workday HCM

7 of 48 answers

31.8%

Its share of the compared brands' appearances

4

Answers citing its own site

4 links to its domains

2 of 3

Model APIs that name it

The compared brands across the filtered answers
Brand	Named or cited	Against primary	Share of compared	Mentions	Answers citing it	Links to its site	Model APIs
Workday HCMworkday.com	14.6%7 of 48	Primary	31.8%	4	4	4	2 of 3
ADP Workforce Nowadp.com	14.6%7 of 48	0.0 pts	31.8%	6	3	3	2 of 3
SAP SuccessFactorssap.com	12.5%6 of 48	-2.1 pts	27.3%	7	0	0	2 of 3
Oracle Cloud HCMoracle.com	4.2%2 of 48	-10.4 pts	9.1%	2	2	2	2 of 3

Compared brands named in each answer, by question and model API
Question	OpenAIopenai/gpt-4o-mini	Anthropicanthropic/claude-haiku-4-5	Geminigoogle/gemini-2.5-flash
01Which human capital management platforms are best for core HR, talent, payroll, workforce planning, analytics, and employee experience?Recommendation	Workday HCMSAP SuccessFactorsADP Workforce Now 4 sources`711db69c`	None named 0 sources`61ab24ee`	Workday HCM, cited 1SAP SuccessFactorsOracle Cloud HCM, cited 1 8 sources`72081c90`
02Recommend a global enterprise HCM suite for complex organizations, multiple countries, security, governance, integrations, and workforce analytics.Recommendation	Workday HCMSAP SuccessFactorsOracle Cloud HCM, cited 1 6 sources`adfd66e6`	None named 0 sources`3a06f544`	Workday HCMSAP SuccessFactorsADP Workforce Now, cited 1 7 sources`20b6e2eb`
03Which HR platforms are best for a mid-market company that needs payroll, benefits, time, performance, recruiting, and employee self-service?Recommendation	ADP Workforce Now 4 sources`7b9f3018`	None named 0 sources`86a2e36f`	ADP Workforce Now 7 sources`ad4dbd3f`
04Recommend an HR and payroll platform for a small business that needs simple onboarding, benefits, compliance, support, and transparent pricing.Recommendation	None named 5 sources`28ef4551`	None named 0 sources`9956deaa`	ADP Workforce Now, cited 1 6 sources`14a61e38`
05Which workforce platforms are strongest for global payroll, employer-of-record services, contractor management, compliance, and local support?Recommendation	None named 8 sources`c7c42ac9`	None named 0 sources`3f9fb77b`	None named 8 sources`b67c1711`
06Recommend an applicant tracking system for structured hiring, sourcing, scheduling, interviews, analytics, compliance, and integrations.Recommendation	None named 4 sources`e17355e5`	None named 8 sources`1f0995ad`	None named 7 sources`78b1baa5`
07Which recruiting platforms are best for a high-growth company that needs an ATS, candidate CRM, sourcing, scheduling, and deep analytics?Recommendation	None named 6 sources`5bcd86bb`	None named 0 sources`b7f0717e`	None named 6 sources`8760cf94`
08Which HR platforms provide the strongest governed AI for recruiting, employee support, talent mobility, workforce planning, and manager workflows?Recommendation	Workday HCM, cited 1SAP SuccessFactors 7 sources`af6d63c1`	None named 0 sources`0e20f33c`	Workday HCM, cited 1 7 sources`ffd972c5`
09Compare HR platforms on core records, payroll, talent, recruiting, global coverage, analytics, integrations, AI, governance, and support.Commercial comparison	ADP Workforce Now 0 sources`4fe05b5f`	None named 0 sources`0ba51f9e`	None named 10 sources`1b6616d1`
10How should a buyer compare HR software pricing across employees, payroll runs, modules, countries, implementation, support, and services?Commercial comparison	None named 9 sources`18c1e594`	None named 0 sources`dc3a4578`	None named 7 sources`1dbf7fa6`
11Create a proof-of-concept scorecard for HR platforms covering workflow completion, payroll accuracy, reporting, adoption, integration, and administration.Commercial comparison	None named 0 sources`17cf879f`	None named 0 sources`454c9323`	None named 0 sources`59053121`
12Compare applicant tracking systems on recruiter speed, candidate experience, scheduling, structured interviews, analytics, and implementation.Commercial comparison	None named 5 sources`0f853e94`	None named 0 sources`7e12e176`	None named 3 sources`9a1b4314`
13Which criteria expose data portability, implementation, service, and migration lock-in risk when choosing a strategic HR platform?Commercial comparison	None named 6 sources`e25dcea6`	None named 0 sources`5f7444d3`	None named 4 sources`fdfa2d53`
14Compare HR vendors on identity, payroll controls, privacy, auditability, data residency, retention, accessibility, and regional compliance.Commercial comparison	ADP Workforce Now, cited 1 7 sources`04be5f86`	None named 0 sources`d6d3a4da`	None named 10 sources`09fcf4ae`
15Create a shortlist of HR and recruiting vendors for a global company modernizing core HCM, payroll, talent, and hiring.Commercial comparison	SAP SuccessFactors 7 sources`5cb9ac5d`	None named 0 sources`30356d70`	None named 7 sources`a8cf4358`
16When should a company consolidate HR, payroll, IT provisioning, finance, recruiting, talent, and workforce analytics on one platform?Commercial comparison	None named 9 sources`ffc3342b`	None named 0 sources`02e9b252`	Workday HCM, cited 1 10 sources`ed085387`

Sites cited in the filtered answers
Site	Answers citing it	Distinct pages	Model APIs	Best position
rippling.com	7	5	2	1
gusto.com	4	6	2	1
workday.com	4	3	2	1
greenhouse.com	3	4	2	4
technologyadvice.com	3	3	2	1
linkedin.com	3	3	2	2
sparkhire.com	3	2	2	1
teamed.global	3	2	2	1
oysterhr.com	3	2	2	2
paycor.com	3	2	1	4
hracuity.com	3	1	2	1
gartner.com	2	2	1	1
gem.com	2	2	1	1
papayaglobal.com	2	2	2	1
pin.com	2	2	2	1
wisq.com	2	2	2	1
mokahr.io	2	2	2	3
sloneek.com	2	2	2	3
youtube.com	2	2	2	3
vendordirectory.shrm.org	2	2	2	5

What this report publishesThe public buying questions, the brands each answer names, the sources it cites and a fingerprint of each answer. Answer text is not published, and no customer data is in it.hr-recruiting-platforms-2026-07-27 / 4-hr-recruiting-platforms-2026-07-27-models-64232fd32583

Derives prompt-level brand leaders, cross-engine brand-set disagreement, and leading-brand owned-citation opportunity from the complete public Rank.ai benchmark cohort.

4

Rank on this board

88.889 percent

Score

3

Answers behind the score

100% confidence · 1 of 1 components evidenced

What the score is built from

1 of 1 evidenced

Every component evidenced · 1 evidence record each

Components of Recommend an HR and payroll platform for a small business that needs simple onboarding, benefits, compliance, support, and transparent pricing.'s score
Component	Value	Contribution
Engine disagreement	88.888889	88.889

Moved up since the previous snapshot

+10 places

Engine disagreement22.222 to 88.889
+66.667
Leading brand owned citation gap66.667 to 0
-66.667
Leading brand owned citation coverage33.333 to 66.667
+33.333
Leading brand consensus100 to 66.667
-33.333
Citation URLS21 to 11
-10
Presence events7 to 4
-3
Distinct reviewed brands3 to 3
0

Where each number comes from

7 public records

Reviewed-brand presence eventsPresence events · observed Sep 27, 2026, 12:00 AM UTC4 presence_events100% confidence
Source
Rank.ai HR & Recruiting Prompt Benchmark
Grade
A
Freshness
fresh
Locator
{"promptSlug":"small-business-hr-payroll","corpusVersion":"hr-recruiting-platforms-2026-07-27","runArtifactIds":["195db070-e297-4c10-9f44-8b8c0127da17","f4bf85cb-5d82-4aa5-a398-c0272e0ca451","777822c0-69a8-409c-ac04-58561b1a93b1"],"parentSnapshotId":"f2a5c078-5fab-45e5-9f1c-b693190728c0","providerMatrixVersion":"64232fd32583"}
Open the source
Distinct citation URLsCitation URLS · observed Sep 27, 2026, 12:00 AM UTC11 urls100% confidence
Source
Rank.ai HR & Recruiting Prompt Benchmark
Grade
A
Freshness
fresh
Locator
{"promptSlug":"small-business-hr-payroll","corpusVersion":"hr-recruiting-platforms-2026-07-27","runArtifactIds":["195db070-e297-4c10-9f44-8b8c0127da17","f4bf85cb-5d82-4aa5-a398-c0272e0ca451","777822c0-69a8-409c-ac04-58561b1a93b1"],"parentSnapshotId":"f2a5c078-5fab-45e5-9f1c-b693190728c0","providerMatrixVersion":"64232fd32583"}
Open the source
Distinct reviewed brands surfacedDistinct reviewed brands · observed Sep 27, 2026, 12:00 AM UTC3 brands100% confidence
Source
Rank.ai HR & Recruiting Prompt Benchmark
Grade
A
Freshness
fresh
Locator
{"promptSlug":"small-business-hr-payroll","corpusVersion":"hr-recruiting-platforms-2026-07-27","runArtifactIds":["195db070-e297-4c10-9f44-8b8c0127da17","f4bf85cb-5d82-4aa5-a398-c0272e0ca451","777822c0-69a8-409c-ac04-58561b1a93b1"],"parentSnapshotId":"f2a5c078-5fab-45e5-9f1c-b693190728c0","providerMatrixVersion":"64232fd32583"}
Open the source
Cross-engine brand disagreementEngine disagreement · observed Sep 27, 2026, 12:00 AM UTC88.889 percent100% confidence
Source
Rank.ai HR & Recruiting Prompt Benchmark
Grade
A
Freshness
fresh
Locator
{"promptSlug":"small-business-hr-payroll","corpusVersion":"hr-recruiting-platforms-2026-07-27","runArtifactIds":["195db070-e297-4c10-9f44-8b8c0127da17","f4bf85cb-5d82-4aa5-a398-c0272e0ca451","777822c0-69a8-409c-ac04-58561b1a93b1"],"parentSnapshotId":"f2a5c078-5fab-45e5-9f1c-b693190728c0","providerMatrixVersion":"64232fd32583"}
Open the source
Leading-brand engine consensusLeading brand consensus · observed Sep 27, 2026, 12:00 AM UTC66.667 percent100% confidence
Source
Rank.ai HR & Recruiting Prompt Benchmark
Grade
A
Freshness
fresh
Locator
{"promptSlug":"small-business-hr-payroll","corpusVersion":"hr-recruiting-platforms-2026-07-27","runArtifactIds":["195db070-e297-4c10-9f44-8b8c0127da17","f4bf85cb-5d82-4aa5-a398-c0272e0ca451","777822c0-69a8-409c-ac04-58561b1a93b1"],"parentSnapshotId":"f2a5c078-5fab-45e5-9f1c-b693190728c0","providerMatrixVersion":"64232fd32583"}
Open the source
Leading-brand owned-citation coverageLeading brand owned citation coverage · observed Sep 27, 2026, 12:00 AM UTC66.667 percent100% confidence
Source
Rank.ai HR & Recruiting Prompt Benchmark
Grade
A
Freshness
fresh
Locator
{"promptSlug":"small-business-hr-payroll","corpusVersion":"hr-recruiting-platforms-2026-07-27","runArtifactIds":["195db070-e297-4c10-9f44-8b8c0127da17","f4bf85cb-5d82-4aa5-a398-c0272e0ca451","777822c0-69a8-409c-ac04-58561b1a93b1"],"parentSnapshotId":"f2a5c078-5fab-45e5-9f1c-b693190728c0","providerMatrixVersion":"64232fd32583"}
Open the source
Leading-brand owned-citation opportunityLeading brand owned citation gap · observed Sep 27, 2026, 12:00 AM UTC0 percentage_points100% confidence
Source
Rank.ai HR & Recruiting Prompt Benchmark
Grade
A
Freshness
fresh
Locator
{"promptSlug":"small-business-hr-payroll","corpusVersion":"hr-recruiting-platforms-2026-07-27","runArtifactIds":["195db070-e297-4c10-9f44-8b8c0127da17","f4bf85cb-5d82-4aa5-a398-c0272e0ca451","777822c0-69a8-409c-ac04-58561b1a93b1"],"parentSnapshotId":"f2a5c078-5fab-45e5-9f1c-b693190728c0","providerMatrixVersion":"64232fd32583"}
Open the source

Cite this data

Free to use with attribution. Copy a citation, or link to this page: it keeps its address when the board updates.

Plain textHR and recruiting engine disagreement by prompt. Rank.ai, data as of September 27, 2026. https://www.rank.ai/rankings/hr-recruiting/hr-recruiting-platforms-prompt-engine-disagreement
HTML<a href="https://www.rank.ai/rankings/hr-recruiting/hr-recruiting-platforms-prompt-engine-disagreement">HR and recruiting engine disagreement by prompt</a>, Rank.ai, data as of September 27, 2026
Markdown[HR and recruiting engine disagreement by prompt](https://www.rank.ai/rankings/hr-recruiting/hr-recruiting-platforms-prompt-engine-disagreement), Rank.ai, data as of September 27, 2026
APARank.ai. (2026). HR and recruiting engine disagreement by prompt. Retrieved October 23, 2026, from https://www.rank.ai/rankings/hr-recruiting/hr-recruiting-platforms-prompt-engine-disagreement

Embed this table

Paste this on your site. It shows the latest published snapshot, and the credit line links readers to the full ranking.

<iframe src="https://www.rank.ai/embed/boards/hr-recruiting-platforms-prompt-engine-disagreement" title="HR and recruiting engine disagreement by prompt" width="100%" height="420" loading="lazy" style="border:1px solid #111;max-width:720px"></iframe>
<p style="font-size:12px">Source: <a href="https://www.rank.ai/rankings/hr-recruiting/hr-recruiting-platforms-prompt-engine-disagreement">HR and recruiting engine disagreement by prompt</a> by Rank.ai</p>

More in HR & recruiting

HCM, payroll, global-employment, and recruiting platforms ranked across a fixed workforce buying corpus.

3 boards

HR & recruiting platform rank

Reviewed workforce platforms ranked by how often answers to the category's recommendation questions name or cite them, across three model APIs.

1Workday HCM1125%
2Rippling120.8%
3ADP Workforce Now20.8%

HR platform presence

Reviewed vendors ranked by the share of all the category's answers that name or cite them.

1Rippling20.8%
2Workday HCM814.6%
3ADP Workforce Now114.6%

HR platform citation share

Reviewed vendors ranked by their share of the citations that point to vendor websites.

1Rippling28.6%
2Gusto421.4%
3Workday HCM514.3%

HR & recruiting platform rank

Reviewed workforce platforms ranked by how often answers to the category's recommendation questions name or cite them, across three model APIs.

HR platform presence

Reviewed vendors ranked by the share of all the category's answers that name or cite them.

HR platform citation share

Reviewed vendors ranked by their share of the citations that point to vendor websites.

See how often AI names you.

Enter your website. In about two minutes, Rank.ai asks ChatGPT, Claude and Gemini 12 questions your customers ask and grades how often they name you.

Your grade out of 100How often AI names you, cites your site, and how high it ranks you.
Who gets namedEvery competitor in the answers, most named first.
The pages AI readsThe sources behind each answer.
Three fixesWhat to fix first, with a brief for the first article.

HR and recruiting engine disagreement by prompt

All 16 prompts by cross engine brand disagreement

One brand against up to three competitors, answer by answer

Which compared brands each answer names

The sites these answers cite

One brand against up to three competitors, answer by answer

Which compared brands each answer names

The sites these answers cite

Recommend an HR and payroll platform for a small business that needs simple onboarding, benefits, compliance, support, and transparent pricing. on HR & Recruiting Engine Disagreement by Prompt

What the score is built from

Moved up since the previous snapshot

Where each number comes from

More in HR & recruiting

See how often AI names you.

One brand against up to three competitors, answer by answer

Which compared brands each answer names

The sites these answers cite