# Succession planning: what AI models recommend, October 2026

HR AI Recommendation Index, October 2026 Edition. Asked as "succession planning software" and as "talent review tool", six framings each, to fourteen models with search on, on behalf of a mid-market B2B company. Page: https://hr-ai-index.com/performance/succession-planning/

**Standing:** Lattice leads with 28% of first choices; verdict contested. 57 first choices across the direct, paraphrase, budget and scale prompts.

## First-choice share

| # | Product | Share | Negative rate | Labels |
|---|---|---|---|---|
| 1 | Lattice | 28% | 11% | 36 |
| 2 | Engagedly | 11% | 0% | 17 |
| 3 | SuccessionNow | 11% | 5% | 19 |
| 4 | Teamflect | 7% | 0% | 10 |
| 5 | BambooHR | 4% | 6% | 17 |
| 6 | PerformYard | 4% | 0% | 13 |
| 7 | Leapsome | 4% | 19% | 16 |
| 8 | Workday Succession Planning | 2% | 43% | 30 |
| 9 | TalentGuard Succession Planning | 0% | 0% | 15 |
| 10 | Cornerstone Succession | 0% | 11% | 18 |
| 11 | UKG Pro Succession Planning | 0% | 17% | 12 |
| 12 | Oracle Fusion Cloud HCM | 0% | 47% | 17 |

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

- Claude Haiku 4.5: Peoplebox; alternatives ChartHop, Engagedly, Lattice
- GPT-5.4 mini: HiBob; alternatives BambooHR add-ons / partner ecosystem, ClearCompany, Cornerstone Talent Management / Talent Experience, UKG Pro Succession Planning
- Gemini 3.5 Flash: SuccessionStack; alternatives HiBob, Lattice, PerformYard, TalentGuard Succession Planning
- Perplexity Sonar: Engagedly, Lattice; alternatives ADP Workforce Now, BambooHR, Dayforce, UKG Pro Succession Planning
- Grok 4.1 Fast: Engagedly; alternatives BambooHR, Lattice, PerformYard, SuccessionNow
- Mistral Small: Engagedly, Lattice; alternatives SuccessionNow, TalentGuard Succession Planning
- DeepSeek V4 Flash: SuccessionHR; alternatives BambooHR, Cornerstone Galaxy, PeopleFluent Succession Management
- Llama 4 Maverick: SuccessionHR; alternatives Cornerstone, Engagedly
- Qwen 3.7 Flash: Engagedly; alternatives BambooHR, Cornerstone Succession, Dayforce, SAP SuccessFactors Succession & Development
- Kimi K2: BambooHR, HiBob; alternatives Cornerstone Succession, Fuel50
- GLM 4.7 FlashX: Engagedly; alternatives Cornerstone Succession, Dayforce, Lattice, PeopleFluent Succession Management
- MiniMax M2.5: Lattice; alternatives Cornerstone Succession, Deel HR, Qooper, TalentGuard Succession Planning
- GPT-6 Luna: 15Five; alternatives Cornerstone Succession, SAP SuccessFactors Succession & Development, Workday Succession Planning
- Muse Glimmer 30B: BambooHR, Engagedly; alternatives Lattice, Paylocity, SuccessionHR, UKG Pro Succession Planning

## Sources the answers cite

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

- skillpanel.com: 41 answers, 80 citations
- engagedly.com: 40 answers, 41 citations
- guideflow.com: 38 answers, 43 citations
- talentguard.com: 37 answers, 44 citations
- firsthr.app: 36 answers, 36 citations
- workhuman.com: 30 answers, 30 citations
- g2.com: 22 answers, 31 citations
- monday.com: 21 answers, 23 citations

Pages named in the most answers:

- https://engagedly.com/blog/best-succession-planning-softwares (36 answers)
- https://firsthr.app/compare/performance/succession-planning-software (35 answers)
- https://talentguard.com/blog/10-best-role-readiness-planning-software-for-2025 (34 answers)
- https://skillpanel.com/blog/succession-planning-software-2 (32 answers)
- https://workhuman.com/blog/succession-planning-software (28 answers)
- https://guideflow.com/blog/succession-planning-software (26 answers)
- https://monday.com/blog/project-management/succession-planning-software (21 answers)
- https://softwareadvice.com/hr/succession-planning-comparison (19 answers)
- https://teammeter.com/the-best-succession-planning-software (19 answers)
- https://peoplemanagingpeople.com/tools/best-succession-planning-software (18 answers)

## Warned against

- SAP SuccessFactors Succession & Development: 17 of 33 labels negative. "succession planning tools that you should be cautious about or avoid:

1. Enterprise-suite software like SAP SuccessFactors and Oracle" (Mistral Small, negative prompt)
- Oracle Fusion Cloud HCM: 8 of 17 labels negative. "avoid dedicated enterprise-suite software (like SAP SuccessFactors or Oracle) which can cost tens of thousands of dollars a year" (Muse Glimmer 30B, negative prompt)
- Workday Succession Planning: 13 of 30 labels negative. "Workday, SAP SuccessFactors and Cornerstone OnDemand are highlighted as tools to avoid purchasing just for succession" (Muse Glimmer 30B, negative prompt)
- Excel: 5 of 5 labels negative. "relying on it for active succession planning is considered a major risk factor... Why to Avoid: It creates a "single point of failure."" (Qwen 3.7 Flash, negative prompt)

## Movement since September 2026

Floor: 13 points of share, measured on the calibration repeat.
Same leader: Lattice at 30%.

- Engagedly: 17% to 10%, −7. Inside the floor by 6 points · rank 2 of 87, unchanged.
- Empxtrack: 8% to 2%, −6. Inside the floor by 7 points · rank 3 → 11 of 87.
- SuccessionNow: 4% to 8%, +4. Inside the floor by 9 points · rank 6 → 3 of 87.
- PerformYard: 0% to 4%, +4. Inside the floor by 9 points · rank 20 → 6 of 87.
- Leapsome: 0% to 4%, +4. Inside the floor by 9 points · rank 21 → 7 of 87.
- TalentGuard Succession Planning: 4% to 0%, −4. Inside the floor by 9 points · rank 5 → 21 of 87.
- Teamflect: 6% to 8%, +2. Inside the floor by 11 points · rank 4 of 87, unchanged.
- Workday Succession Planning: 0% to 2%, +2. Inside the floor by 11 points · rank 27 → 20 of 87.
- UKG Pro Succession Planning: 2% to 0%, −2. Inside the floor by 11 points · rank 10 → 25 of 87.
- BambooHR: 4% to 2%, −2. Inside the floor by 11 points · rank 8 → 10 of 87.
- SuccessionStack: 4% to 2%, −2. Inside the floor by 11 points · rank 7 → 18 of 87.
- Lattice: 31% to 30%, −1. Inside the floor by 12 points · rank 1 of 87, unchanged.

## 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.