# Workforce management suites: what AI models recommend, November 2026

Gane Index, November 2026 Edition. Asked as "workforce management software" and as "WFM platform for an hourly workforce", six framings each, to fourteen models with search on, on behalf of a mid-market B2B company. Page: https://www.gane.ai/index/hr/core/workforce-management-suites/2026-11

**Standing:** Homebase leads with 17% of first choices; verdict contested. 58 first choices across the direct, paraphrase, budget and scale prompts.

## First-choice share

| Rank | Product | Share | Negative rate | Labels |
|---|---|---|---|---|
| 1 | [Homebase](https://www.gane.ai/index/hr/vendors/homebase/index.md) | 17% | 9% | 22 |
| 2 | [Deputy](https://www.gane.ai/index/hr/vendors/deputy/index.md) | 16% | 14% | 43 |
| 3 | [Rippling](https://www.gane.ai/index/hr/vendors/rippling/index.md) | 16% | 0% | 23 |
| 4 | [When I Work](https://www.gane.ai/index/hr/vendors/when-i-work/index.md) | 9% | 3% | 37 |
| 5 | [Connecteam](https://www.gane.ai/index/hr/vendors/connecteam/index.md) | 7% | 4% | 23 |
| 6 | [UKG Pro Workforce Management](https://www.gane.ai/index/hr/vendors/ukg-pro-workforce-management/index.md) | 7% | 32% | 34 |
| 7 | [Workforce.com](https://www.gane.ai/index/hr/vendors/workforce-com/index.md) | 7% | 8% | 12 |
| 9 | [UKG Ready](https://www.gane.ai/index/hr/vendors/ukg-ready/index.md) | 5% | 0% | 14 |
| 10 | [ADP Workforce Now](https://www.gane.ai/index/hr/vendors/adp-workforce-now/index.md) | 3% | 10% | 30 |
| 11 | [Dayforce](https://www.gane.ai/index/hr/vendors/dayforce/index.md) | 3% | 16% | 32 |
| 14 | [Zoho People](https://www.gane.ai/index/hr/vendors/zoho-people/index.md) | 0% | 8% | 12 |
| 15 | [Oracle Fusion Cloud HCM](https://www.gane.ai/index/hr/vendors/oracle-fusion-cloud-hcm/index.md) | 0% | 9% | 11 |

Rank is by share of first choices among all 86 products named; products with the same share are tied, and the order among them carries no meaning. The table lists those with at least 10 labels.

## Each model's first choice on the direct prompt

- Claude Haiku 4.5: ADP Workforce Now; alternatives Paylocity, Rippling, UKG Ready
- GPT-5.4 mini: Rippling; alternatives ADP Workforce Now, Connecteam, Paylocity, UKG Ready
- Gemini 3.5 Flash: Rippling; alternatives ADP Workforce Now, Deputy, Paycor, Paylocity
- Perplexity Sonar: HiBob; alternatives ADP Workforce Now, Dayforce, Deputy, Rippling
- Grok 4.20: UKG Pro Workforce Management; alternatives Rippling, When I Work
- Mistral Small: Deputy, HiBob; alternatives Dayforce, Oracle Fusion Cloud HCM, SAP SuccessFactors WFM
- DeepSeek V4 Flash: HiBob, Rippling; alternatives Dayforce, Paylocity, UKG Ready
- Llama 4 Maverick: HiBob; alternatives Clockify, Dayforce, Deputy, HiveDesk
- Qwen 3.7 Flash: Rippling; alternatives ConnectWise Manage, Deel, Monday.com, UKG Ready
- Kimi K2: Rippling, UKG Pro Workforce Management; alternatives ADP Workforce Now, Dayforce, Paycom, Workday Workforce Management
- GLM 4.7 FlashX: Dayforce, Rippling; alternatives Deputy, UKG Pro Workforce Management, When I Work, Workday Workforce Management
- MiniMax M2.5: Rippling; alternatives BambooHR, Dayforce, UKG Pro Workforce Management
- GPT-6 Luna: UKG Ready; alternatives ADP Workforce Now, Dayforce, Rippling
- Muse Glimmer 30B: Dayforce, Deputy, UKG Pro Workforce Management; alternatives HiBob, Paycom, Rippling, SAP SuccessFactors WFM

## Sources the answers cite

75 of 84 answers came back with a source list, from 14 of 14 models. Sites named in the most answers:

- softwareadvice.com: 28 answers, 35 citations
- guideflow.com: 22 answers, 28 citations
- g2.com: 21 answers, 29 citations
- hropslab.com: 17 answers, 18 citations
- assembled.com: 16 answers, 22 citations
- nowsta.com: 14 answers, 19 citations
- leadchangegroup.com: 14 answers, 18 citations
- ukg.com: 14 answers, 15 citations

Pages named in the most answers:

- https://guideflow.com/blog/workforce-management-software (18 answers)
- https://desklog.io/blog/best-workforce-management-software (14 answers)
- https://leadchangegroup.com/employee-scheduling-software/mid-market (14 answers)
- https://softwareadvice.com/hr/workforce-management-software-comparison (14 answers)
- https://assembled.com/page/best-workforce-management-software (12 answers)
- https://forbes.com/advisor/business/software/best-workforce-management-software (12 answers)
- https://nowsta.com/blog/workforce-management-software-comparison (12 answers)
- https://hibob.com/blog/top-workforce-management-software-mid-market (9 answers)
- https://hropslab.com/best-workforce-management-software/mid-market (9 answers)
- https://viewpointanalysis.com/post/workforce-management-software-options (9 answers)

## Warned against

- Verint Workforce Management: 9 of 13 labels negative. "often cited as having a steep learning curve and a "maintenance-heavy" nature" (GLM 4.7 FlashX, negative prompt)
- UKG Pro Workforce Management: 11 of 34 labels negative. "What to Avoid - UKG (Kronos) / ADP Workforce Now: These are powerful but generally overkill for mid-sized companies." (Kimi K2, paraphrase prompt)
- Workday Workforce Management: 9 of 23 labels negative. "Avoid both extremes: ... enterprise suites like Workday or SAP (they'll be cost-prohibitive and slow to deploy at your size)" (DeepSeek V4 Flash, scale prompt)
- Deputy: 6 of 43 labels negative. "smaller or specialized tools (e.g., Deputy, When I Work, Homebase) are better for SMBs or hourly/shift work but not full "suites."" (Grok 4.20, comparative prompt)

## Movement since October 2026

Floor: 13 points of share, measured on the calibration repeat.
New leader: Rippling (17%) to Homebase (17%). Margin 1 points, within noise.

- Deputy: 4% to 16%, +12. Inside the floor by 1 point · rank 8 → 2 of 86.
- Zoho People: 11% to 0%, −11. Inside the floor by 2 points · rank 4 → 14 of 86.
- ADP Workforce Now: 13% to 3%, −10. Inside the floor by 3 points · rank 2 → 10 of 86.
- When I Work: 2% to 9%, +7. Inside the floor by 6 points · rank 12 → 4 of 86.
- UKG Pro Workforce Management: 2% to 7%, +5. Inside the floor by 8 points · rank 13 → 6 of 86.
- Homebase: 13% to 17%, +4. Inside the floor by 9 points · rank 3 → 1 of 86.
- Paycor: 4% to 0%, −4. Inside the floor by 9 points · rank 11 → 75 of 86.
- Connecteam: 4% to 7%, +3. Inside the floor by 10 points · rank 10 → 5 of 86.
- Rippling: 17% to 16%, −1. Inside the floor by 12 points · rank 1 → 3 of 86.
- Workforce.com: 6% to 7%, +1. Inside the floor by 12 points · rank 6 → 7 of 86.
- UKG Ready: 6% to 5%, −1. Inside the floor by 12 points · rank 5 → 9 of 86.
- Dayforce: 4% to 3%, −1. Inside the floor by 12 points · rank 9 → 11 of 86.

## Record

- Method: https://www.gane.ai/index/hr/methodology
- License: CC BY 4.0. Cite as Gane Index, November 2026 Edition, www.gane.ai/index/hr.