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

Gane Index, September 2026 Edition. Asked as "employee scheduling software" and as "shift scheduling tool", six framings each, to twelve models with search on, on behalf of an enterprise B2B company. Page: https://www.gane.ai/index/hr/core/workforce-scheduling/2026-09/enterprise

This is the permanent record of the September 2026 Edition, published September 17, 2026 and superseded since. The current standing: https://www.gane.ai/index/hr/core/workforce-scheduling/enterprise/index.md

**Standing:** UKG Pro Workforce Management leads with 25% of first choices; verdict contested. 51 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) | 25% | 4% | 26 |
| 2 | [Workday Workforce Management](https://www.gane.ai/index/hr/vendors/workday-workforce-management/index.md) | 16% | 5% | 19 |
| 3 | [Deputy](https://www.gane.ai/index/hr/vendors/deputy/index.md) | 8% | 25% | 20 |
| 4 | [Shiftboard](https://www.gane.ai/index/hr/vendors/shiftboard/index.md) | 6% | 5% | 22 |
| 10 | [Dayforce](https://www.gane.ai/index/hr/vendors/dayforce/index.md) | 2% | 0% | 13 |
| 11 | [Rippling](https://www.gane.ai/index/hr/vendors/rippling/index.md) | 2% | 18% | 11 |
| 114 | [Acuity Scheduling](https://www.gane.ai/index/hr/vendors/acuity-scheduling/index.md) | 0% | 45% | 11 |
| 116 | [Calendly](https://www.gane.ai/index/hr/vendors/calendly/index.md) | 0% | 55% | 20 |

Rank is by share of first choices among all 116 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 Connecteam, Paycor
- GPT-5.4 mini: UKG Pro Workforce Management; alternatives Dayforce Workforce Management
- Gemini 3.5 Flash: Assembled, Chili Piper; alternatives Cal.com, Calendly, Dayforce, UKG Pro Workforce Management
- Perplexity Sonar: Workday Workforce Management; alternatives Deputy, Shiftboard
- Grok 4.20: UKG Pro Workforce Management; alternatives ADP WorkForce Suite, Dayforce, Oracle HCM Cloud, Workday Workforce Management
- Mistral Small: Quinyx, UKG Pro Workforce Management; alternatives Dayforce, Shiftboard, Workday Adaptive Planning
- DeepSeek V4 Flash: UKG Pro Workforce Management; alternatives ADP WorkForce Suite, Quinyx, Workday Workforce Management
- Llama 4 Maverick: Deputy
- Qwen 3.7 Flash: Workday Workforce Management; alternatives ADP Time and Labor Management, Deputy, UKG Pro Workforce Management
- Kimi K2: Deputy, Shiftboard; alternatives ADP Time and Labor Management
- GLM 4.7 FlashX: Workday Workforce Management; alternatives ADP WorkForce Suite, Blue Yonder Workforce Management, Dayforce, Rippling
- MiniMax M2.5: ADP WorkForce Suite, Workday Workforce Management; alternatives Humanity, Microsoft Teams Shift

## Sources the answers cite

69 of 72 answers came back with a source list, from 12 of 12 models. Sites named in the most answers:

- peoplemanagingpeople.com: 39 answers, 70 citations
- learn.g2.com: 29 answers, 33 citations
- zapier.com: 26 answers, 26 citations
- guideflow.com: 25 answers, 35 citations
- cal.com: 19 answers, 25 citations
- worldmetrics.org: 18 answers, 28 citations
- nowsta.com: 17 answers, 22 citations
- cio.economictimes.indiatimes.com: 16 answers, 18 citations

Pages named in the most answers:

- https://learn.g2.com/employee-scheduling-tools (29 answers)
- https://zapier.com/blog/best-employee-scheduling-software (24 answers)
- https://peoplemanagingpeople.com/tools/best-enterprise-employee-scheduling-software (20 answers)
- https://peoplemanagingpeople.com/tools/best-employee-scheduling-software (17 answers)
- https://cal.com/blog/enterprise-scheduling-software (16 answers)
- https://cio.economictimes.indiatimes.com/amp/tools/10-best-workforce-management-software-for-enterprises/133654518 (16 answers)
- https://nowsta.com/blog/best-employee-scheduling-software-for-large-teams (15 answers)
- https://forbes.com/advisor/business/software/best-employee-scheduling-software (13 answers)
- https://business.com/categories/employee-scheduling-software (12 answers)
- https://leadangel.com/blog/operations/enterprise-scheduling-software (12 answers)

## Warned against

- Calendly: 11 of 20 labels negative. "Why to avoid: While popular for individuals and small teams, Calendly lacks the complexity, compliance, and integration capabilities required by large enterprises." (Mistral Small, negative prompt)
- Acuity Scheduling: 5 of 11 labels negative. "Missing enterprise features like advanced routing, compliance, and multi-department controls" (Grok 4.20, negative prompt)
- Deputy: 5 of 20 labels negative. "I would not pick lighter tools like Deputy or When I Work as the primary platform for a very large enterprise" (GPT-5.4 mini, paraphrase prompt)
- Doodle: 3 of 5 labels negative. "Doodle: Free tiers display advertising to invitees, has no CRM integration, no routing/round-robin logic, and weak admin controls—unacceptable for customer-facing enterprise use." (Kimi K2, negative prompt)

## Record

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