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

HR AI Recommendation Index, October 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://hr-ai-index.com/core/workforce-scheduling/enterprise/

**Standing:** UKG Pro Workforce Management leads with 20% of first choices; verdict contested. 56 first choices across the direct, paraphrase, budget and scale prompts.

## First-choice share

| # | Product | Share | Negative rate | Labels |
|---|---|---|---|---|
| 1 | UKG Pro Workforce Management | 20% | 0% | 15 |
| 2 | Dayforce | 9% | 0% | 16 |
| 3 | UKG Pro | 9% | 13% | 15 |
| 4 | Shiftboard | 9% | 21% | 19 |
| 5 | Workday Workforce Management | 7% | 6% | 36 |
| 6 | Deputy | 7% | 28% | 29 |
| 7 | Quinyx | 2% | 0% | 13 |
| 8 | ADP Workforce Now | 0% | 7% | 14 |
| 9 | Humanity | 0% | 8% | 12 |
| 10 | Calendly | 0% | 56% | 16 |
| 11 | When I Work | 0% | 59% | 17 |

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

- Claude Haiku 4.5: Shiftboard, TCP Humanity Scheduling; alternatives Quinyx, Workday Workforce Management
- GPT-5.4 mini: UKG Pro, Workday Workforce Management; alternatives ADP Time and Labor Management, Dayforce, Quinyx
- Gemini 3.5 Flash: Chili Piper; alternatives Calendly, Certinia, Float, Kantata
- Perplexity Sonar: Dayforce, Rippling; alternatives Connecteam, Deputy
- Grok 4.1 Fast: UKG Pro; alternatives ADP Workforce Now, Dayforce, Workday Workforce Management
- Mistral Small: UKG Pro Workforce Management; alternatives ADP Workforce Now, Workday Workforce Management
- DeepSeek V4 Flash: UKG Pro Workforce Management; alternatives ADP Workforce Now, Deputy, Rotageek, Workday Workforce Management
- Llama 4 Maverick: UKG Pro Workforce Management
- Qwen 3.7 Flash: UKG Pro; alternatives ADP Workforce Now, Deputy, Oracle HCM Cloud, SAP SuccessFactors
- Kimi K2: UKG Pro / UKG Dimensions, Workday HCM; alternatives ADP Workforce Now
- GLM 4.7 FlashX: Dayforce, Workday Workforce Management; alternatives ADP WorkForce Suite, Deputy, Rippling, Rotageek
- MiniMax M2.5: Dayforce; alternatives ADP Workforce Now, Deputy, Humanity, Planday
- GPT-6 Luna: UKG Pro Workforce Management; alternatives Float, Legion WFM, Workday Resource Scheduling, Workday Workforce Management
- Muse Glimmer 30B: ADP WorkForce Suite, UKG Pro Workforce Management; alternatives Humanity, Workday Workforce Management

## Sources the answers cite

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

- peoplemanagingpeople.com: 37 answers, 51 citations
- guideflow.com: 35 answers, 53 citations
- mangoapps.com: 32 answers, 33 citations
- cal.com: 20 answers, 30 citations
- nowsta.com: 20 answers, 27 citations
- calendly.com: 19 answers, 23 citations
- larksuite.com: 19 answers, 20 citations
- g2.com: 18 answers, 27 citations

Pages named in the most answers:

- https://mangoapps.com/articles/best-employee-shift-scheduling-software (31 answers)
- https://peoplemanagingpeople.com/tools/best-enterprise-employee-scheduling-software (30 answers)
- https://guideflow.com/blog/workforce-scheduling-software (20 answers)
- https://larksuite.com/en_us/blog/staff-scheduling-software (17 answers)
- https://nowsta.com/blog/best-employee-scheduling-software-for-large-teams (15 answers)
- https://calendly.com/blog/scheduling-software-companies (14 answers)
- https://paycor.com/resource-center/articles/top-employee-scheduling-software (14 answers)
- https://cal.com/blog/enterprise-scheduling-software (13 answers)
- https://guideflow.com/blog/workforce-management-software (13 answers)
- https://zapier.com/blog/best-employee-scheduling-software (12 answers)

## Warned against

- Calendly: 9 of 16 labels negative. "Why avoid: While popular for individuals and SMBs, Calendly lacks the complexity, compliance, and integration capabilities required by large enterprises." (DeepSeek V4 Flash, negative prompt)
- When I Work: 10 of 17 labels negative. "Avoid: Tools like When I Work are excellent for SMBs (<200 employees) but may lack the depth of compliance automation" (Kimi K2, scale prompt)
- Doodle: 7 of 7 labels negative. "Why avoid: Doodle's free tier displays advertising to invitees, which is unacceptable for customer-facing and professional enterprise interactions." (DeepSeek V4 Flash, negative prompt)
- Deputy: 8 of 29 labels negative. ""I would not pick lighter tools like Deputy or When I Work as the primary platform for a very large enterprise"" (Muse Glimmer 30B, negative prompt)

## Movement since September 2026

Floor: 13 points of share, measured on the calibration repeat.
New leader: Workday Workforce Management (16%) to UKG Pro Workforce Management (17%). Margin 8 points, within noise.

- Dayforce: 2% to 10%, +8. Inside the floor by 5 points · rank 11 → 2 of 122.
- Workday Workforce Management: 16% to 8%, −7. Inside the floor by 6 points · rank 1 → 3 of 122.
- Rippling: 2% to 6%, +4. Inside the floor by 9 points · rank 12 → 7 of 122.
- ADP Workforce Now: 4% to 0%, −4. Inside the floor by 9 points · rank 8 → 23 of 122.
- Quinyx: 6% to 2%, −4. Inside the floor by 9 points · rank 6 → 9 of 122.
- UKG Pro: 12% to 8%, −3. Inside the floor by 10 points · rank 3 → 5 of 122.
- UKG Pro Workforce Management: 14% to 17%, +3. Inside the floor by 10 points · rank 2 → 1 of 122.
- Shiftboard: 6% to 8%, +2. Inside the floor by 11 points · rank 5 → 6 of 122.
- When I Work: 2% to 0%, −2. Inside the floor by 11 points · rank 22 → 121 of 122.
- Deputy: 8% to 8%, ±0. Inside the floor by 13 points · rank 4 of 122, unchanged.
- Acuity Scheduling: 0% to 0%, ±0. Inside the floor by 13 points · rank 114 → 117 of 122.
- Calendly: 0% to 0%, ±0. Inside the floor by 13 points · rank 116 → 119 of 122.

## Record

- Method: https://hr-ai-index.com/methodology/
- Raw judge labels and full responses: https://hr-ai-index.com/data/
- License: CC BY 4.0. Cite as HR AI Recommendation Index, October 2026 Edition, hr-ai-index.com.