| Category | Function | Share | Rank | Negative rate | Labels | Quadrant | Since September 2026 |
|---|---|---|---|---|---|---|---|
| HRIS and HCM platforms | Core HR and payroll | 26% | 1 of 66 | 8% | 49 | accepted challenger | ▲+5Since September 2026: 22% → 28%, +5 points. Inside the 13-point floor: within noise. Read over the models both editions asked. |
| Employee onboarding | Onboarding and employee experience | 25% | 1 of 87 | 8% | 48 | accepted challenger | ▼−2Since September 2026: 27% → 24%, −2 points. Inside the 13-point floor: within noise. Read over the models both editions asked. |
| Payroll software | Core HR and payroll | 20% | 1 of 58 | 5% | 43 | accepted challenger | ▼−5Since September 2026: 28% → 23%, −5 points. Inside the 13-point floor: within noise. Read over the models both editions asked. |
| HR compliance and policy management | Core HR and payroll | 19% | 1 of 97 | 12% | 33 | accepted challenger | ▲+5Since September 2026: 16% → 21%, +5 points. Inside the 13-point floor: within noise. Read over the models both editions asked. |
| Workforce management suites | Core HR and payroll | 17% | 1 of 78 | 12% | 24 | accepted challenger | ▲+12Since September 2026: 6% → 18%, +12 points. Inside the 13-point floor: within noise. Read over the models both editions asked. |
| Benefits administration | Core HR and payroll | 14% | 4 of 67 | 17% | 42 | accepted challenger | ▼−7Since September 2026: 20% → 14%, −7 points. Inside the 13-point floor: within noise. Read over the models both editions asked. |
| Global payroll and employer of record | Core HR and payroll | 13% | 3 of 61 | 14% | 43 | accepted challenger | ▲+4Since September 2026: 9% → 12%, +4 points. Inside the 13-point floor: within noise. Read over the models both editions asked. |
| Leave and absence management | Core HR and payroll | 11% | 4 of 95 | 8% | 26 | accepted challenger | ▼−1Since September 2026: 13% → 12%, −1 point. Inside the 13-point floor: within noise. Read over the models both editions asked. |
| PEO providers | Core HR and payroll | 10% | 5 of 53 | 0% | 22 | accepted challenger | |
| HR AI assistants | Onboarding and employee experience | 10% | 3 of 142 | 6% | 16 | accepted challenger | ▲+7Since September 2026: 2% → 9%, +7 points. Inside the 13-point floor: within noise. Read over the models both editions asked. |
| Time and attendance | Core HR and payroll | 6% | 10 of 86 | 0% | 14 | accepted challenger | ▼−5Since September 2026: 12% → 7%, −5 points. Inside the 13-point floor: within noise. Read over the models both editions asked. |
| Flexible benefits and lifestyle spending accounts | Compensation and total rewards | 4% | 5 of 90 | 8% | 13 | accepted challenger | ▲+3Since September 2026: 2% → 5%, +3 points. Inside the 13-point floor: within noise. Read over the models both editions asked. |
| Workforce scheduling | Core HR and payroll | 4% | 6 of 108 | 20% | 10 | accepted challenger | =heldSince September 2026: 4% → 5%, ±0 points. Inside the 13-point floor: within noise. Read over the models both editions asked. |
| Workforce planning | Workforce planning and analytics | 4% | 8 of 98 | 10% | 29 | accepted challenger | ▼−6Since September 2026: 10% → 4%, −6 points. Inside the 13-point floor: within noise. Read over the models both editions asked. |
| People analytics | Workforce planning and analytics | 3% | 5 of 114 | 5% | 22 | accepted challenger | =heldSince September 2026: 4% → 4%, ±0 points. Inside the 13-point floor: within noise. Read over the models both editions asked. |
| HR help desk and case management | Onboarding and employee experience | 2% | 15 of 108 | 0% | 6 | under 10 labels · led by Zoho Desk at 19% | ▲+2Since September 2026: 0% → 2%, +2 points. Inside the 13-point floor: within noise. Read over the models both editions asked. |
| Applicant tracking systems | Talent acquisition | 0% | 15 of 65 | 0% | 12 | accepted challenger | =heldSince September 2026: 0% → 0%, ±0 points. Inside the 13-point floor: within noise. Read over the models both editions asked. |
| Performance management | Performance and talent management | 0% | 18 of 85 | 10% | 10 | accepted challenger | =heldSince September 2026: 0% → 0%, ±0 points. Inside the 13-point floor: within noise. Read over the models both editions asked. |
| Contingent workforce management | Workforce planning and analytics | 0% | 21 of 121 | 0% | 6 | under 10 labels · led by VectorVMS at 16% | =heldSince September 2026: 0% → 0%, ±0 points. Inside the 13-point floor: within noise. Read over the models both editions asked. |
| Compensation management | Compensation and total rewards | 0% | 31 of 140 | 0% | 4 | under 10 labels · led by Pave at 18% | =heldSince September 2026: 0% → 0%, ±0 points. Inside the 13-point floor: within noise. Read over the models both editions asked. |
| Frontline employee apps | Onboarding and employee experience | 0% | 40 of 106 | 0% | 2 | under 10 labels · led by Connecteam at 49% | =heldSince September 2026: 0% → 0%, ±0 points. Inside the 13-point floor: within noise. Read over the models both editions asked. |
| HSA and FSA administrators | Compensation and total rewards | 0% | 55 of 111 | 0% | 2 | under 10 labels · led by HealthEquity at 29% | |
| Internal talent marketplace | Performance and talent management | 0% | 29 of 102 | 0% | 2 | under 10 labels · led by Fuel50 at 47% | =heldSince September 2026: 0% → 0%, ±0 points. Inside the 13-point floor: within noise. Read over the models both editions asked. |
| Learning management systems | Learning and development | 0% | 22 of 61 | 0% | 2 | under 10 labels · led by TalentLMS at 51% | =heldSince September 2026: 0% → 0%, ±0 points. Inside the 13-point floor: within noise. Read over the models both editions asked. |
| Org charts and org design | Workforce planning and analytics | 0% | 27 of 95 | 0% | 2 | under 10 labels · led by ChartHop at 30% | =heldSince September 2026: 0% → 0%, ±0 points. Inside the 13-point floor: within noise. Read over the models both editions asked. |
| Staffing agency platforms | Talent acquisition | 0% | 42 of 136 | 0% | 2 | under 10 labels · led by Zoho Recruit at 22% | |
| 360 feedback | Performance and talent management | 0% | 66 of 73 | 100% | 1 | under 10 labels · led by Lattice at 34% | =heldSince September 2026: 0% → 0%, ±0 points. Inside the 13-point floor: within noise. Read over the models both editions asked. |
| Pay equity | Compensation and total rewards | 0% | 47 of 73 | 0% | 1 | under 10 labels · led by Syndio at 12% | newNew since September 2026: not ranked then, 0% now. |
| Succession planning | Performance and talent management | 0% | 78 of 93 | 0% | 1 | under 10 labels · led by Lattice at 28% | =heldSince September 2026: 0% → 0%, ±0 points. Inside the 13-point floor: within noise. Read over the models both editions asked. |
| Category | September 2026 | Now | Change | Reading | Rank |
|---|---|---|---|---|---|
| Workforce management sui | 6% | 18% | ▲+12Since September 2026: 6% → 18%, +12 points. Inside the 13-point floor: within noise. Read over the models both editions asked. | Within noise | Rank 6 → 1 of 78 |
| PEOs | 0% | 11% | newNew since September 2026: not ranked then, 11% now. | New this edition | Rank 5 of 53, unchanged |
| HR AI assistants | 2% | 9% | ▲+7Since September 2026: 2% → 9%, +7 points. Inside the 13-point floor: within noise. Read over the models both editions asked. | Within noise | Rank 12 → 3 of 142 |
| Benefits administration | 20% | 14% | ▼−7Since September 2026: 20% → 14%, −7 points. Inside the 13-point floor: within noise. Read over the models both editions asked. | Within noise | Rank 3 → 4 of 67 |
| Workforce planning | 10% | 4% | ▼−6Since September 2026: 10% → 4%, −6 points. Inside the 13-point floor: within noise. Read over the models both editions asked. | Within noise | Rank 3 → 8 of 98 |
| HRIS and HCM platforms | 22% | 28% | ▲+5Since September 2026: 22% → 28%, +5 points. Inside the 13-point floor: within noise. Read over the models both editions asked. | Within noise | Rank 1 of 66, unchanged |
| HR compliance | 16% | 21% | ▲+5Since September 2026: 16% → 21%, +5 points. Inside the 13-point floor: within noise. Read over the models both editions asked. | Within noise | Rank 1 of 97, unchanged |
| Time and attendance | 12% | 7% | ▼−5Since September 2026: 12% → 7%, −5 points. Inside the 13-point floor: within noise. Read over the models both editions asked. | Within noise | Rank 3 → 10 of 86 |
| Payroll software | 28% | 23% | ▼−5Since September 2026: 28% → 23%, −5 points. Inside the 13-point floor: within noise. Read over the models both editions asked. | Within noise | Rank 1 of 58, unchanged |
| Global payroll | 9% | 12% | ▲+4Since September 2026: 9% → 12%, +4 points. Inside the 13-point floor: within noise. Read over the models both editions asked. | Within noise | Rank 6 → 3 of 61 |
| Flexible benefits | 2% | 5% | ▲+3Since September 2026: 2% → 5%, +3 points. Inside the 13-point floor: within noise. Read over the models both editions asked. | Within noise | Rank 6 → 5 of 90 |
| HR help desk | 0% | 2% | ▲+2Since September 2026: 0% → 2%, +2 points. Inside the 13-point floor: within noise. Read over the models both editions asked. | Within noise | Rank 17 → 15 of 108 |
| Employee onboarding | 27% | 24% | ▼−2Since September 2026: 27% → 24%, −2 points. Inside the 13-point floor: within noise. Read over the models both editions asked. | Within noise | Rank 2 → 1 of 87 |
| Leave | 13% | 12% | ▼−1Since September 2026: 13% → 12%, −1 point. Inside the 13-point floor: within noise. Read over the models both editions asked. | Within noise | Rank 3 → 4 of 95 |
| People analytics | 4% | 4% | =heldSince September 2026: 4% → 4%, ±0 points. Inside the 13-point floor: within noise. Read over the models both editions asked. | Within noise | Rank 7 → 5 of 114 |
| Workforce scheduling | 4% | 5% | =heldSince September 2026: 4% → 5%, ±0 points. Inside the 13-point floor: within noise. Read over the models both editions asked. | Within noise | Rank 7 → 6 of 108 |
| Applicant tracking syste | 0% | 0% | =heldSince September 2026: 0% → 0%, ±0 points. Inside the 13-point floor: within noise. Read over the models both editions asked. | Within noise | Rank 13 → 15 of 65 |
| Performance management | 0% | 0% | =heldSince September 2026: 0% → 0%, ±0 points. Inside the 13-point floor: within noise. Read over the models both editions asked. | Within noise | Rank 16 → 18 of 85 |
| Contingent workforce man | 0% | 0% | =heldSince September 2026: 0% → 0%, ±0 points. Inside the 13-point floor: within noise. Read over the models both editions asked. | Within noise | Rank 21 of 121, unchanged |
| Compensation management | 0% | 0% | =heldSince September 2026: 0% → 0%, ±0 points. Inside the 13-point floor: within noise. Read over the models both editions asked. | Within noise | Rank 48 → 31 of 140 |
| Frontline employee apps | 0% | 0% | =heldSince September 2026: 0% → 0%, ±0 points. Inside the 13-point floor: within noise. Read over the models both editions asked. | Within noise | Rank 43 → 40 of 106 |
| HSA & FSA admin | 0% | 0% | newNew since September 2026: not ranked then, 0% now. | New this edition | Rank 55 of 111, unchanged |
| Internal talent marketpl | 0% | 0% | =heldSince September 2026: 0% → 0%, ±0 points. Inside the 13-point floor: within noise. Read over the models both editions asked. | Within noise | Rank 61 → 29 of 102 |
| Learning management syst | 0% | 0% | =heldSince September 2026: 0% → 0%, ±0 points. Inside the 13-point floor: within noise. Read over the models both editions asked. | Within noise | Rank 60 → 22 of 61 |
| Org charts | 0% | 0% | =heldSince September 2026: 0% → 0%, ±0 points. Inside the 13-point floor: within noise. Read over the models both editions asked. | Within noise | Rank 38 → 27 of 95 |
| Staffing agency tools | 0% | 0% | newNew since September 2026: not ranked then, 0% now. | New this edition | Rank 42 of 136, unchanged |
| 360 feedback | 0% | 0% | =heldSince September 2026: 0% → 0%, ±0 points. Inside the 13-point floor: within noise. Read over the models both editions asked. | Within noise | Rank 75 → 66 of 73 |
| Pay equity | 0% | 0% | newNew since September 2026: not ranked then, 0% now. | New this edition | Rank 47 of 73, unchanged |
| Succession planning | 0% | 0% | =heldSince September 2026: 0% → 0%, ±0 points. Inside the 13-point floor: within noise. Read over the models both editions asked. | Within noise | Rank 38 → 78 of 93 |
Shares here are read over the models both editions asked, so they can differ by a point or two from the standing above, which counts every model in this edition.
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 is noise, and both are shown. Movement is read over the twelve models both editions asked; GPT-6 Luna, Muse Glimmer 30B joined this edition and are in the standing but not yet in the comparison. How the floor is measured · The editions
| Model | First choice | Alternative | Mention | Negative | Labels |
|---|---|---|---|---|---|
| Claude Haiku 4.5 | 6 | 15 | 7 | 2 | 30 |
| GPT-5.4 mini | 11 | 15 | 3 | 4 | 33 |
| Gemini 3.5 Flash | 21 | 28 | 11 | 6 | 66 |
| Perplexity Sonar | 7 | 15 | 8 | 1 | 31 |
| Grok 4.1 Fast | 17 | 16 | 10 | 4 | 47 |
| Mistral Small | 5 | 5 | 6 | 1 | 17 |
| DeepSeek V4 Flash | 13 | 22 | 5 | 3 | 43 |
| Llama 4 Maverick | 0 | 2 | 10 | 0 | 12 |
| Qwen 3.7 Flash | 11 | 20 | 8 | 2 | 41 |
| Kimi K2 | 15 | 13 | 9 | 7 | 44 |
| GLM 4.7 FlashX | 8 | 21 | 4 | 4 | 37 |
| MiniMax M2.5 | 2 | 13 | 13 | 2 | 30 |
| GPT-6 Luna | 7 | 8 | 4 | 1 | 20 |
| Muse Glimmer 30B | 3 | 17 | 11 | 5 | 36 |
Verbatim evidence the judge attached to positive labels.
“Rippling | Compliance automation in a unified HR stack | Combines payroll, benefits, onboarding, document management, and time tracking, so compliance is embedded in everyday HR workflows.” Perplexity Sonar · HR compliance · comparative prompt · first choice
“First, check if your current HRIS (like Rippling or HiBob) has advanced analytics add-ons that you can simply turn on. This is often the cheapest and easiest route.” Gemini 3.5 Flash · People analytics · scale prompt · first choice
“If you want a single recommendation, Rippling is the best fit when your leave management needs must integrate tightly with broader workforce systems.” Perplexity Sonar · Leave · direct prompt · first choice
“If you already use a core HRIS ... like BambooHR, Rippling, Gusto (Ramp), or Personio, check if their built-in compliance modules are robust enough” Qwen 3.7 Flash · HR compliance · scale prompt · first choice
Verbatim evidence attached to negative labels. A warning on a product with few labels is a warning; on a product with many, it is one voice among them.
“Tools like Gusto, Rippling, and UKG Pro offer 360 functionality, but it's often a secondary feature” Kimi K2 · 360 feedback · negative prompt · hard negative
“Highest Caution: Active Legal/Ethical Controversies ... Deel & Rippling” Kimi K2 · Global payroll · negative prompt · hard negative
“list Deel, Remote, Oyster, Skuad, Globalization Partners, Pebl, Atlas, Rippling, and Multiplier as high automation, AI-driven options note they often struggle with hidden fees” Muse Glimmer 30B · Global payroll · negative prompt · soft negative
“I wouldn't make it my default *standalone* enrollment add-on if you plan to keep a different HRIS, since Rippling says its benefits product does not work with other HR systems” GPT-6 Luna · Benefits administration · paraphrase prompt · soft negative
Citations exist only for the models that return a source list, five of the fourteen in this edition, so these counts come from 1260 of the 1329 answers that named Rippling and are not a share of its labels.
2,885 of the 3,346 domain citations in answers naming Rippling came from somebody else's page.
Pages are listed as the models cited them.
Search figures are US estimates from DataForSEO, read September 28, 2026; AI search demand is its modeled, directional estimate, not a count of queries to any assistant. The answers are this edition's. Two measurements side by side: neither is read as the cause of the other.
| Kind | Pages | Last 90 days | 2025-10 to 2026-09 | Latest | Categories named |
|---|---|---|---|---|---|
| Blog | 2,945 | 3 | 2026-09-01 | ||
| Glossary or explainer | 955 | 0 | 2025-07-10 | ||
| Case study | 254 | undated | |||
| Comparison | 212 | 1 | 2026-09-07 | ||
| Webinar or virtual event | 120 | 0 | 2026-02-05 | ||
| Template or tool | 82 | 2 | 2026-09-07 | ||
| Report or ebook | 36 | undated | |||
| News or press | 5 | undated | |||
| Conference or event | 4 | 0 | 2025-03-20 | ||
| Podcast or video | 3 | undated |
As the event pages on rippling.com state them, read September 28, 2026.
Every page rippling.com exposes, subdomains included. Kind is read from the address and title. The last 90 days, the latest date and the twelve months count pages by when they were published, from the site's feeds, a date in the address, or the page's own publication date, read from up to a hundred of its most recently changed pages; a page that says only when it last changed is counted in its kind but not in when, so the recent counts are a floor, and a kind none of whose pages gives a publication date reads undated. An event counts as online when its address or title says so (webinar, on demand, virtual or online summit); a conference, summit, trade show, expo or roadshow that does not say so is counted as a conference or event, which on a vendor's site is mostly in person. Read September 29, 2026.
An email the morning each edition publishes: where this product moved, where it held, and by how much against the noise floor. One address, confirmed by a click; a stop link in every email.
Already following? Everything you follow, with a stop for each.
What Rippling's own pages state, read September 28, 2026: rippling.com, rippling.com/pricing, trust.rippling.com, rippling.com/platform, rippling.com/customers. A claimed page can correct any of them.
Claiming is free and changes nothing in the data. A claimed page shows a verified contact who is told when each edition publishes and when Rippling's standing changes by more than the noise floor; the right to propose corrections to the vendor table, meaning names the judge wrote that should or should not read as Rippling, applied by version and listed in the change log; and a one-line description supplied by the vendor and marked as such.
A new claim receives the current edition's vendor brief for Rippling by email, built from the raw record of the edition. It shows:
AI models recommend Rippling first in HRIS and HCM platforms this edition. Each badge says so in the buyer's words, names the edition, and links to the standing. The next edition issues a new badge; this one stays true as a record of October 2026.
AI models recommend Rippling first in Employee onboarding this edition. Each badge says so in the buyer's words, names the edition, and links to the standing. The next edition issues a new badge; this one stays true as a record of October 2026.
AI models recommend Rippling first in Payroll software this edition. Each badge says so in the buyer's words, names the edition, and links to the standing. The next edition issues a new badge; this one stays true as a record of October 2026.
AI models recommend Rippling first in HR compliance and policy management this edition. Each badge says so in the buyer's words, names the edition, and links to the standing. The next edition issues a new badge; this one stays true as a record of October 2026.
AI models recommend Rippling first in Workforce management suites this edition. Each badge says so in the buyer's words, names the edition, and links to the standing. The next edition issues a new badge; this one stays true as a record of October 2026.
Rippling is among the products AI models recommend first in Global payroll and employer of record this edition. Each badge says so in the buyer's words, names the edition, and links to the standing. The next edition issues a new badge; this one stays true as a record of October 2026.
Rippling is among the products AI models recommend first in HR AI assistants this edition. Each badge says so in the buyer's words, names the edition, and links to the standing. The next edition issues a new badge; this one stays true as a record of October 2026.
Badges read on light and dark pages. Alt text carries the claim, the category, the edition and the index, so it stays a citation where the image does not load.