# Payroll software: what fourteen AI models recommend, and why, November 2026

Gane Index, November 2026 Edition. Page: https://www.gane.ai/index/hr/core/payroll-software/guide

Fourteen AI models were asked for payroll software six ways each, on behalf of a small, a mid-market and an enterprise B2B company: 252 answers, in which a judge labeled 62 products. Ten of them carry at least 10 labels and a first choice, and are ranked. This guide walks the top eight in the order the mid-market standing puts them, with what the models said for and against each, in their words. Rippling leads at 29% of first choices, and the standing is contested.

## At a glance

| # | Product | Share | Negative rate | Labels |
|---|---|---|---|---|
| 1 | Rippling | 29% | 8% | 49 |
| 2 | Patriot Payroll | 24% | 4% | 25 |
| 3 | ADP Workforce Now | 10% | 0% | 23 |
| 4 | Paylocity | 8% | 6% | 32 |
| 5 | Paychex Flex | 6% | 29% | 34 |
| 6 | Paycom | 4% | 12% | 24 |
| 7 | ADP | 4% | 24% | 25 |
| 8 | Gusto | 2% | 31% | 45 |

## 1. Rippling

Rippling is #1 of 10 at 29% of first choices, 49 labels, negative rate 8%. By buyer: small business #4 of 8 at 2%; mid-market #1 of 10 at 29%; enterprise #8 of 8 at 2%.

- For: "Rippling is particularly strong for finance and HR teams at mid-market companies managing payroll across multiple entities, states, or countries from a single platform." (Claude Haiku 4.5, direct prompt)
- Against: "Rippling for very small businesses: It can be excessive and expensive for companies with fewer than roughly 100 employees" (Perplexity Sonar, negative prompt)

## 2. Patriot Payroll

Patriot Payroll is #2 of 10 at 24% of first choices, 25 labels, negative rate 4%. By buyer: small business #2 of 8 at 23%; mid-market #2 of 10 at 24%; enterprise unranked.

- For: "Best overall budget pick: Patriot Software – it offers the lowest starting price, per‑employee fees, and solid features" (GLM 4.7 FlashX, budget prompt)
- For: "If budget is your absolute top priority, go with Patriot Software. It offers the essentials at the lowest price point." (Kimi K2, budget prompt)
- Against: "low Customer Support scores for Patriot Software 1/10" (Muse Glimmer 30B, negative prompt)

## 3. ADP Workforce Now

ADP Workforce Now is #3 of 10 at 10% of first choices, 23 labels, negative rate 0%. By buyer: small business unranked; mid-market #3 of 10 at 10%; enterprise #2 of 8 at 26%.

- For: "ADP Workforce Now is the default choice for mid-market payroll because it is the safest choice" (Claude Haiku 4.5, direct prompt)

## 4. Paylocity

Paylocity is #4 of 10 at 8% of first choices, 32 labels, negative rate 6%. By buyer: small business unranked; mid-market #4 of 10 at 8%; enterprise unranked.

- Against: "AVOID Paylocity at all costs" describes a mid-sized company transition ... "nothing short of disastrous." (Muse Glimmer 30B, negative prompt)

## 5. Paychex Flex

Paychex Flex is #5 of 10 at 6% of first choices, 34 labels, negative rate 29%. By buyer: small business #7 of 8 at 2%; mid-market #5 of 10 at 6%; enterprise unranked.

- For: "I'd recommend starting with ADP Workforce Now or Paychex if your needs are primarily domestic" (MiniMax M2.5, paraphrase prompt)
- For: "For a traditional, all-in-one payroll and HR solution in the US: ADP RUN or Paychex." (Mistral Small, paraphrase prompt)
- Against: "Most reviewers were let down by their experience, with consumers frequently reporting major payroll and tax filing issues, and terrible customer support" (Claude Haiku 4.5, negative prompt)
- Against: "Payroll Providers to Avoid" round-up lists Paychex with "Lack of transparency in pricing and frequent extra fees." (Muse Glimmer 30B, negative prompt)

## 6. Paycom

Paycom is #6 of 10 at 4% of first choices, 24 labels, negative rate 12%. By buyer: small business unranked; mid-market #6 of 10 at 4%; enterprise #5 of 8 at 6%.

- For: "Paycom | Single-database architecture, employee-driven error prevention, strong mid-market fit" (DeepSeek V4 Flash, scale prompt)
- For: "Paycom or ADP Workforce Now are the most commonly evaluated midmarket HCMs." (Muse Glimmer 30B, paraphrase prompt)

## 7. ADP

ADP is #7 of 10 at 4% of first choices, 25 labels, negative rate 24%. By buyer: small business #8 of 8 at 2%; mid-market #7 of 10 at 4%; enterprise #1 of 8 at 26%.

- For: "Market leader with a 9.9% share, offering ADP Workforce Now... Known for scalability, global capabilities, and robust HR integrations." (Mistral Small, comparative prompt)
- For: "I'd recommend starting with ADP Workforce Now or Paychex if your needs are primarily domestic" (MiniMax M2.5, paraphrase prompt)
- Against: "ADP, Paychex/Paycor, and QuickBooks Payroll are the most frequently criticized, especially for small businesses." (Kimi K2, negative prompt)
- Against: "ADP suffers from mixed reviews, but the negative feedback is intense." (Qwen 3.7 Flash, negative prompt)

## 8. Gusto

Gusto is #8 of 10 at 2% of first choices, 45 labels, negative rate 31%. By buyer: small business #1 of 8 at 58%; mid-market #8 of 10 at 2%; enterprise unranked.

- For: "Gusto leads on user experience and integrated benefits (health insurance, 401(k), workers' comp). Best if you want payroll and HR in one place." (Kimi K2, comparative prompt)
- For: "Under 50 employees (US-based): Look into modern, full-service, transparently-priced platforms like Gusto, OnPay, or Patriot Payroll." (Gemini 3.5 Flash, negative prompt)
- Against: "Complaints include unexpected fees, continuing memberships, and downtime where employees aren't paid" (Claude Haiku 4.5, negative prompt)

## Questions the record answers

**Which payroll software do AI models name first most often?** Rippling, in 29% of first choices for a mid-market B2B company in the November 2026 Edition, from 49 labels. The standing is contested: the models did not settle on one product.

**Does the answer change with the size of the company?** Small business: Gusto at 58%. Mid-market: Rippling at 29%. Enterprise: ADP at 26%. Each standing is computed within its segment and never pooled.

**Which framing changes the answer?** The direct, paraphrase, budget and scale framings count toward share. The product named first differs by framing: direct Rippling; paraphrase Rippling; comparative Gusto; budget-constrained Patriot Payroll; scale-constrained Paycom; negative Gusto. The table above has the counts.

**How stable is one answer?** The repeat measurement is published with the next edition.

**Where do the answers come from?** Fourteen of the fourteen models return sources. Their 70 answers here cite 688 pages; the sites cited most are capterra.com, forbes.com, adp.com. The category page lists them all.

**Can a vendor pay to be on this list?** No. A product is on the record because a model named it. A vendor can claim its page, propose corrections to the vendor table and be told when its standing moves; it cannot change a label, a share or a rank, and the publisher's conflicts are disclosed on the method page.

Published under CC BY 4.0. The output is the models' output; nothing here is a recommendation by the index.