| Category | Function | Share | Rank | Negative rate | Labels | Quadrant | Since September 2026 |
|---|---|---|---|---|---|---|---|
| Benefits administration | Core HR and payroll | 20% | 1 of 67 | 25% | 44 | criticized challenger | =heldSince September 2026: 18% → 19%, ±0 points. Inside the 13-point floor: within noise. Read over the models both editions asked. |
| HR compliance and policy management | Core HR and payroll | 13% | 2 of 97 | 0% | 26 | accepted challenger | ▲+3Since September 2026: 12% → 15%, +3 points. Inside the 13-point floor: within noise. Read over the models both editions asked. |
| Pay equity | Compensation and total rewards | 9% | 4 of 73 | 0% | 6 | under 10 labels · led by Syndio at 12% | ▲+6Since September 2026: 5% → 11%, +6 points. Inside the 13-point floor: within noise. Read over the models both editions asked. |
| Payroll software | Core HR and payroll | 6% | 6 of 58 | 27% | 49 | criticized challenger | ▲+2Since September 2026: 4% → 6%, +2 points. Inside the 13-point floor: within noise. Read over the models both editions asked. |
| HRIS and HCM platforms | Core HR and payroll | 4% | 7 of 66 | 24% | 34 | accepted challenger | ▲+2Since September 2026: 2% → 4%, +2 points. Inside the 13-point floor: within noise. Read over the models both editions asked. |
| Employee onboarding | Onboarding and employee experience | 4% | 7 of 87 | 7% | 27 | accepted challenger | ▼−3Since September 2026: 7% → 4%, −3 points. Inside the 13-point floor: within noise. Read over the models both editions asked. |
| HSA and FSA administrators | Compensation and total rewards | 2% | 13 of 111 | 0% | 4 | under 10 labels · led by HealthEquity at 29% | |
| Compensation management | Compensation and total rewards | 2% | 22 of 140 | 25% | 4 | under 10 labels · led by Pave at 18% | ▲+1Since September 2026: 1% → 2%, +1 point. Inside the 13-point floor: within noise. Read over the models both editions asked. |
| People analytics | Workforce planning and analytics | 2% | 8 of 114 | 0% | 6 | under 10 labels · led by Crunchr at 22% | =heldSince September 2026: 0% → 0%, ±0 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 | 0% | 89 of 90 | 54% | 13 | criticized challenger | =heldSince September 2026: 0% → 0%, ±0 points. Inside the 13-point floor: within noise. Read over the models both editions asked. |
| Leave and absence management | Core HR and payroll | 0% | 22 of 95 | 25% | 12 | criticized challenger | =heldSince September 2026: 0% → 0%, ±0 points. Inside the 13-point floor: within noise. Read over the models both editions asked. |
| PEO providers | Core HR and payroll | 0% | 13 of 53 | 30% | 10 | criticized challenger | |
| HR AI assistants | Onboarding and employee experience | 0% | 23 of 142 | 11% | 9 | under 10 labels · led by MeBeBot at 21% | ▼−6Since September 2026: 6% → 0%, −6 points. Inside the 13-point floor: within noise. Read over the models both editions asked. |
| Time and attendance | Core HR and payroll | 0% | 59 of 86 | 33% | 3 | under 10 labels · led by Clockify at 12% | =heldSince September 2026: 0% → 0%, ±0 points. Inside the 13-point floor: within noise. Read over the models both editions asked. |
| 401(k) providers | Compensation and total rewards | 0% | 23 of 78 | 0% | 2 | under 10 labels · led by Human Interest at 20% | |
| HR help desk and case management | Onboarding and employee experience | 0% | 52 of 108 | 0% | 2 | under 10 labels · led by Zoho Desk at 19% | =heldSince September 2026: 0% → 0%, ±0 points. Inside the 13-point floor: within noise. Read over the models both editions asked. |
| 360 feedback | Performance and talent management | 0% | 64 of 73 | 100% | 1 | under 10 labels · led by Lattice at 34% | newNew since September 2026: not ranked then, 0% now. |
| Compensation benchmarking data | Compensation and total rewards | 0% | 129 of 148 | 100% | 1 | under 10 labels · led by Pave at 19% | newNew since September 2026: not ranked then, 0% now. |
| Contingent workforce management | Workforce planning and analytics | 0% | 43 of 121 | 0% | 1 | under 10 labels · led by VectorVMS at 16% | newNew since September 2026: not ranked then, 0% now. |
| Global payroll and employer of record | Core HR and payroll | 0% | 37 of 61 | 0% | 1 | under 10 labels · led by Deel at 30% | =heldSince September 2026: 0% → 0%, ±0 points. Inside the 13-point floor: within noise. Read over the models both editions asked. |
| Internal talent marketplace | Performance and talent management | 0% | 68 of 102 | 0% | 1 | under 10 labels · led by Fuel50 at 47% | newNew since September 2026: not ranked then, 0% now. |
| Org charts and org design | Workforce planning and analytics | 0% | 62 of 95 | 0% | 1 | under 10 labels · led by ChartHop at 30% | newNew since September 2026: not ranked then, 0% now. |
| Performance management | Performance and talent management | 0% | 66 of 85 | 100% | 1 | under 10 labels · led by Lattice at 43% | =heldSince September 2026: 0% → 0%, ±0 points. Inside the 13-point floor: within noise. Read over the models both editions asked. |
| Workforce planning | Workforce planning and analytics | 0% | 46 of 98 | 0% | 1 | under 10 labels · led by ChartHop at 37% | =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 |
|---|---|---|---|---|---|
| HR AI assistants | 6% | 0% | ▼−6Since September 2026: 6% → 0%, −6 points. Inside the 13-point floor: within noise. Read over the models both editions asked. | Within noise | Rank 8 → 23 of 142 |
| Pay equity | 5% | 11% | ▲+6Since September 2026: 5% → 11%, +6 points. Inside the 13-point floor: within noise. Read over the models both editions asked. | Within noise | Rank 8 → 4 of 73 |
| HR compliance | 12% | 15% | ▲+3Since September 2026: 12% → 15%, +3 points. Inside the 13-point floor: within noise. Read over the models both editions asked. | Within noise | Rank 2 of 97, unchanged |
| Employee onboarding | 7% | 4% | ▼−3Since September 2026: 7% → 4%, −3 points. Inside the 13-point floor: within noise. Read over the models both editions asked. | Within noise | Rank 5 → 7 of 87 |
| HSA & FSA admin | 0% | 3% | newNew since September 2026: not ranked then, 3% now. | New this edition | Rank 13 of 111, unchanged |
| Payroll software | 4% | 6% | ▲+2Since September 2026: 4% → 6%, +2 points. Inside the 13-point floor: within noise. Read over the models both editions asked. | Within noise | Rank 6 of 58, unchanged |
| HRIS and HCM platforms | 2% | 4% | ▲+2Since September 2026: 2% → 4%, +2 points. Inside the 13-point floor: within noise. Read over the models both editions asked. | Within noise | Rank 8 → 7 of 66 |
| Compensation management | 1% | 2% | ▲+1Since September 2026: 1% → 2%, +1 point. Inside the 13-point floor: within noise. Read over the models both editions asked. | Within noise | Rank 27 → 22 of 140 |
| Benefits administration | 18% | 19% | =heldSince September 2026: 18% → 19%, ±0 points. Inside the 13-point floor: within noise. Read over the models both editions asked. | Within noise | Rank 4 → 1 of 67 |
| People analytics | 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 47 → 8 of 114 |
| Flexible benefits | 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 23 → 89 of 90 |
| Leave | 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 30 → 22 of 95 |
| PEOs | 0% | 0% | newNew since September 2026: not ranked then, 0% now. | New this edition | Rank 13 of 53, unchanged |
| Time and attendance | 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 → 59 of 86 |
| 401(k) providers | 0% | 0% | newNew since September 2026: not ranked then, 0% now. | New this edition | Rank 23 of 78, unchanged |
| HR help desk | 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 24 → 52 of 108 |
| 360 feedback | 0% | 0% | newNew since September 2026: not ranked then, 0% now. | New this edition | Rank 64 of 73, unchanged |
| Compensation benchmarkin | 0% | 0% | newNew since September 2026: not ranked then, 0% now. | New this edition | Rank 129 of 148, unchanged |
| Contingent workforce man | 0% | 0% | newNew since September 2026: not ranked then, 0% now. | New this edition | Rank 43 of 121, unchanged |
| Global payroll | 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 63 → 37 of 61 |
| Internal talent marketpl | 0% | 0% | newNew since September 2026: not ranked then, 0% now. | New this edition | Rank 68 of 102, unchanged |
| Org charts | 0% | 0% | newNew since September 2026: not ranked then, 0% now. | New this edition | Rank 62 of 95, unchanged |
| 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 58 → 66 of 85 |
| Workforce 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 57 → 46 of 98 |
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 | 1 | 6 | 8 | 3 | 18 |
| GPT-5.4 mini | 4 | 8 | 1 | 3 | 16 |
| Gemini 3.5 Flash | 2 | 8 | 5 | 8 | 23 |
| Perplexity Sonar | 3 | 3 | 3 | 4 | 13 |
| Grok 4.1 Fast | 4 | 13 | 4 | 6 | 27 |
| Mistral Small | 4 | 3 | 5 | 1 | 13 |
| DeepSeek V4 Flash | 4 | 12 | 2 | 2 | 20 |
| Llama 4 Maverick | 5 | 2 | 6 | 0 | 13 |
| Qwen 3.7 Flash | 6 | 11 | 6 | 5 | 28 |
| Kimi K2 | 3 | 10 | 3 | 5 | 21 |
| GLM 4.7 FlashX | 2 | 10 | 3 | 7 | 22 |
| MiniMax M2.5 | 4 | 4 | 5 | 8 | 21 |
| GPT-6 Luna | 1 | 8 | 0 | 0 | 9 |
| Muse Glimmer 30B | 3 | 6 | 5 | 1 | 15 |
Verbatim evidence the judge attached to positive labels.
“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
“Gusto stands out as one of the top recommendations for benefits administration, especially among small businesses” Grok 4.1 Fast · Benefits administration · budget prompt · first choice
“Small US business with <500 employees, no HR department: Start with Gusto for simplicity and transparency.” GLM 4.7 FlashX · Payroll software · comparative prompt · first choice
“Gusto and Homebase are often cited as the best options for small businesses and those with limited budgets” Mistral Small · Employee onboarding · budget 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... Why avoid:” Kimi K2 · 360 feedback · negative prompt · hard negative
“Poor Customer Support: Limited communication options and difficulty reaching representatives” GLM 4.7 FlashX · Benefits administration · negative prompt · hard negative
“### Gusto - Lacks intuitive features - Poor customer support - Payroll processing issues” MiniMax M2.5 · Time and attendance · negative prompt · hard negative
“2. Gusto Why to be cautious: - Customer support: Described as "frustrating"” GLM 4.7 FlashX · Flexible benefits · negative prompt · hard negative
Citations exist only for the models that return a source list, five of the fourteen in this edition, so these counts come from 870 of the 926 answers that named Gusto and are not a share of its labels.
2,125 of the 2,468 domain citations in answers naming Gusto 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 |
|---|---|---|---|---|---|
| Glossary or explainer | 12 | undated | |||
| Comparison | 10 | undated | |||
| Template or tool | 4 | undated | |||
| Webinar or virtual event | 1 | undated | |||
| Report or ebook | 1 | undated |
Every page gusto.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 Gusto's own pages state, read September 28, 2026: gusto.com, trust.gusto.com. 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 Gusto'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 Gusto, 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 Gusto by email, built from the raw record of the edition. It shows:
AI models recommend Gusto first in Benefits administration 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.
Gusto is among the products AI models recommend 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.
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.