# Workforce scheduling for enterprise buyers: what AI models recommend, November 2026

Gane Index, November 2026 Edition. Asked as "employee scheduling software" and as "shift scheduling tool", six framings each, to fourteen models with search on, on behalf of an enterprise B2B company. Page: https://www.gane.ai/index/hr/core/workforce-scheduling/enterprise

**Standing:** UKG Pro Workforce Management leads with 40% of first choices; verdict contested. 53 first choices across the direct, paraphrase, budget and scale prompts.

## First-choice share

| Rank | Product | Share | Negative rate | Labels |
|---|---|---|---|---|
| 1 | [UKG Pro Workforce Management](https://www.gane.ai/index/hr/vendors/ukg-pro-workforce-management/index.md) | 40% | 0% | 38 |
| 2 | [Deputy](https://www.gane.ai/index/hr/vendors/deputy/index.md) | 17% | 12% | 34 |
| 3 | [Workday Workforce Management](https://www.gane.ai/index/hr/vendors/workday-workforce-management/index.md) | 9% | 3% | 30 |
| 4 | [Connecteam](https://www.gane.ai/index/hr/vendors/connecteam/index.md) | 9% | 19% | 21 |
| 5 | [Shiftboard](https://www.gane.ai/index/hr/vendors/shiftboard/index.md) | 6% | 6% | 17 |
| 6 | [Dayforce](https://www.gane.ai/index/hr/vendors/dayforce/index.md) | 4% | 0% | 15 |
| 8 | [ADP WorkForce Suite](https://www.gane.ai/index/hr/vendors/adp-workforce-suite/index.md) | 2% | 0% | 11 |
| 9 | [Workforce.com](https://www.gane.ai/index/hr/vendors/workforce-com/index.md) | 2% | 0% | 12 |
| 10 | [Rotageek](https://www.gane.ai/index/hr/vendors/rotageek/index.md) | 2% | 10% | 10 |
| 11 | [When I Work](https://www.gane.ai/index/hr/vendors/when-i-work/index.md) | 2% | 35% | 23 |
| 14 | [Quinyx](https://www.gane.ai/index/hr/vendors/quinyx/index.md) | 0% | 8% | 12 |
| 15 | [ADP Workforce Now](https://www.gane.ai/index/hr/vendors/adp-workforce-now/index.md) | 0% | 0% | 10 |

Rank is by share of first choices among all 167 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: no first choice
- GPT-5.4 mini: UKG Pro Workforce Management; alternatives Dayforce, Verint Workforce Management, Workday Workforce Management
- Gemini 3.5 Flash: Deputy, UKG Pro Workforce Management; alternatives Float, Kantata, Salesforce Field Service, Skedulo
- Perplexity Sonar: Workday Workforce Management; alternatives ADP WorkForce Suite, Deputy, UKG Pro Workforce Management
- Grok 4.20: UKG Pro Workforce Management; alternatives ADP Workforce Now, Workday HCM with Workforce Management
- Mistral Small: Deputy, Rippling; alternatives ADP WorkForce Suite, Connecteam, Workday Workforce Management
- DeepSeek V4 Flash: UKG Pro Workforce Management; alternatives ADP WorkForce Suite, Deputy, Oracle Workforce Management, Workday Workforce Management
- Llama 4 Maverick: no first choice
- Qwen 3.7 Flash: UKG Pro Workforce Management; alternatives ADP Workforce Now, ConnectWise Manage, Deputy, Replicon
- Kimi K2: Dayforce, UKG Pro Workforce Management; alternatives Rippling, Workday Workforce Management
- GLM 4.7 FlashX: Connecteam, Deputy; alternatives ADP WorkForce Suite, When I Work, Workday Workforce Management
- MiniMax M2.5: Rippling, UKG Pro Workforce Management; alternatives Connecteam, Dayforce, Deputy
- GPT-6 Luna: UKG Pro Workforce Management; alternatives Kantata, Workday Workforce Management
- Muse Glimmer 30B: Deputy, UKG Pro Workforce Management; alternatives ADP WorkForce Suite, Connecteam, Dayforce, Rippling

## Sources the answers cite

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

- peoplemanagingpeople.com: 31 answers, 41 citations
- leadchangegroup.com: 23 answers, 24 citations
- ukg.com: 19 answers, 32 citations
- g2.com: 19 answers, 25 citations
- softwareadvice.com: 17 answers, 22 citations
- capterra.com: 16 answers, 24 citations
- cal.com: 16 answers, 18 citations
- forbes.com: 14 answers, 14 citations

Pages named in the most answers:

- https://peoplemanagingpeople.com/tools/best-enterprise-employee-scheduling-software (22 answers)
- https://leadchangegroup.com/employee-scheduling-software/enterprise (20 answers)
- https://forbes.com/advisor/business/software/best-employee-scheduling-software (12 answers)
- https://softwareadvice.com/hr/employee-scheduling-comparison (12 answers)
- https://synerion.com/blog/best-employee-scheduling-software-for-2026-10-compared (11 answers)
- https://cal.com/blog/enterprise-scheduling-software (10 answers)
- https://peoplemanagingpeople.com/tools/best-employee-shift-scheduling-software (10 answers)
- https://mangoapps.com/articles/best-employee-shift-scheduling-software (9 answers)
- https://resources.rework.com/tools/workforce-management/best-employee-scheduling-software-2026 (9 answers)
- https://workday.com/en-us/products/workforce-management/scheduling.html (9 answers)

## Warned against

- Calendly: 9 of 13 labels negative. ""Simplicity-First" External Scheduling Tools (e.g., Calendly, Doodle) ... often recommended against for core enterprise HR/Interviewing workflows at scale." (Qwen 3.7 Flash, negative prompt)
- When I Work: 8 of 23 labels negative. "free versions of scheduling apps like Calendly, Acuity, or WhenIWork free tiers ... Why avoid them:" (DeepSeek V4 Flash, negative prompt)
- Windows Task Scheduler: 5 of 5 labels negative. "Windows Task Scheduler excels at basic scheduling tasks but encounters significant limitations when workflows span multiple systems" (Claude Haiku 4.5, negative prompt)
- Cron: 4 of 4 labels negative. "Basic OS-Built or Simple Job Schedulers (e.g., Cron, Windows Task Scheduler, SQL Server Agent) ... Why avoid or be cautious?" (Grok 4.20, negative prompt)

## Movement since October 2026

Floor: 13 points of share, measured on the calibration repeat.
Same leader: UKG Pro Workforce Management at 40%.

- UKG Pro Workforce Management: 29% to 40%, +11. Inside the floor by 2 points · rank 1 of 167, unchanged.
- Deputy: 7% to 17%, +10. Inside the floor by 3 points · rank 5 → 2 of 167.
- Connecteam: 0% to 9%, +9. Inside the floor by 4 points · rank 30 → 4 of 167.
- Dayforce: 9% to 4%, −5. Inside the floor by 8 points · rank 2 → 6 of 167.
- Shiftboard: 9% to 6%, −3. Inside the floor by 10 points · rank 3 → 5 of 167.
- Workday Workforce Management: 7% to 9%, +2. Inside the floor by 11 points · rank 4 → 3 of 167.
- Rotageek: 0% to 2%, +2. Inside the floor by 11 points · rank 28 → 10 of 167.
- When I Work: 0% to 2%, +2. Inside the floor by 11 points · rank 132 → 11 of 167.
- Quinyx: 2% to 0%, −2. Inside the floor by 11 points · rank 8 → 14 of 167.
- ADP WorkForce Suite: 2% to 2%, ±0. Inside the floor by 13 points · rank 9 → 8 of 167.
- Workforce.com: 2% to 2%, ±0. Inside the floor by 13 points · rank 13 → 9 of 167.
- ADP Workforce Now: 0% to 0%, ±0. Inside the floor by 13 points · rank 25 → 15 of 167.

## 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.