| Category | Function | Share | Rank | Negative rate | Labels | Quadrant | Since September 2026 |
|---|---|---|---|---|---|---|---|
| PEO providers | Core HR and payroll | 4% | 7 of 53 | 18% | 11 | accepted challenger | |
| 401(k) providers | Compensation and total rewards | 0% | 17 of 78 | 27% | 11 | criticized challenger | |
| HSA and FSA administrators | Compensation and total rewards | 0% | 33 of 111 | 0% | 2 | under 10 labels · led by HealthEquity at 29% | |
| Compensation management | Compensation and total rewards | 0% | 132 of 140 | 100% | 1 | under 10 labels · led by Pave at 18% | newNew since September 2026: not ranked then, 0% now. |
| Earned wage access | Compensation and total rewards | 0% | 20 of 54 | 0% | 1 | under 10 labels · led by Tapcheck at 38% | =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% | 64 of 95 | 0% | 1 | under 10 labels · led by BambooHR at 28% | newNew since September 2026: not ranked then, 0% now. |
| Model | First choice | Alternative | Mention | Negative | Labels |
|---|---|---|---|---|---|
| Claude Haiku 4.5 | 0 | 1 | 2 | 1 | 4 |
| GPT-5.4 mini | 0 | 1 | 0 | 0 | 1 |
| Gemini 3.5 Flash | 0 | 0 | 1 | 1 | 2 |
| Perplexity Sonar | 2 | 1 | 1 | 0 | 4 |
| Grok 4.1 Fast | 0 | 2 | 3 | 0 | 5 |
| Mistral Small | 0 | 1 | 0 | 0 | 1 |
| DeepSeek V4 Flash | 0 | 0 | 1 | 1 | 2 |
| Llama 4 Maverick | 0 | 0 | 0 | 0 | 0 |
| Qwen 3.7 Flash | 2 | 0 | 0 | 0 | 2 |
| Kimi K2 | 0 | 0 | 1 | 1 | 2 |
| GLM 4.7 FlashX | 0 | 1 | 0 | 1 | 2 |
| MiniMax M2.5 | 0 | 0 | 1 | 0 | 1 |
| GPT-6 Luna | 0 | 0 | 0 | 0 | 0 |
| Muse Glimmer 30B | 0 | 0 | 0 | 1 | 1 |
Verbatim evidence the judge attached to positive labels.
“Best overall for midsize businesses: Paychex — multiple guides explicitly position it as a strong fit for midsize companies.” Perplexity Sonar · PEOs · direct prompt · first choice
“SAFE BET: Stick to large, publicly traded PEOs (like Paychex, ADP TotalSource, Rippling)” Qwen 3.7 Flash · PEOs · negative prompt · first choice
“Paychex appears to be one of the more budget-friendly options for very small teams” Perplexity Sonar · PEOs · budget prompt · first choice
“or Paychex (integrated within large corporate HR platforms)” Qwen 3.7 Flash · Earned wage access · negative 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.
“User complaints about persistent accuracy issues ... slow resolution times, and poor customer support” Kimi K2 · Compensation management · negative prompt · hard negative
“Common Examples: *ADP Retirement Services and Paychex*... these bundled payroll 401(k) plans historically carry high administrative and recordkeeping costs” Gemini 3.5 Flash · 401(k) providers · negative prompt · soft negative
“A major drawback users mention with Paychex is issues with accurate time-tracking and payroll processing” Claude Haiku 4.5 · PEOs · negative prompt · soft negative
“Paychex and some legacy mutual fund firms have mixed reviews on fees and service.” GLM 4.7 FlashX · 401(k) providers · negative 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 92 of the 98 answers that named Paychex and are not a share of its labels.
235 of the 235 domain citations in answers naming Paychex 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 | 696 | 4 | 2026-09-24 | ||
| News or press | 601 | 6 | 2026-09-21 | ||
| Podcast or video | 503 | 27 | 2026-09-24 | ||
| Glossary or explainer | 119 | 14 | 2026-09-18 | ||
| Report or ebook | 57 | 0 | 2026-06-11 | ||
| Comparison | 37 | 0 | 2026-06-29 | ||
| Template or tool | 17 | 0 | 2025-12-17 | ||
| Case study | 2 | 0 | 2020-09-29 | ||
| Webinar or virtual event | 2 | 0 | 2020-10-06 |
Every page paychex.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 Paychex's own pages state, read September 28, 2026: paychex.com, paychex.com/partnerships/financial-advisors/plans, paychex.com/worx/compliance, paychex.com/integrations. 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 Paychex'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 Paychex, 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 Paychex by email, built from the raw record of the edition. It shows: