# Succession planning: what AI models recommend, September 2026

HR AI Recommendation Index, September 2026 Edition. Asked as "succession planning software" and as "talent review tool", six framings each, to twelve 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 31% of first choices; verdict contested. 52 first choices across the direct, paraphrase, budget and scale prompts.

## First-choice share

| # | Product | Share | Negative rate | Labels |
|---|---|---|---|---|
| 1 | Lattice | 31% | 5% | 38 |
| 2 | Engagedly | 17% | 0% | 14 |
| 3 | Empxtrack | 8% | 0% | 10 |
| 4 | Teamflect | 6% | 0% | 10 |
| 5 | SuccessionNow | 4% | 0% | 16 |
| 6 | TalentGuard | 4% | 5% | 22 |
| 7 | SuccessionStack | 4% | 0% | 14 |
| 8 | PerformYard | 0% | 0% | 14 |
| 9 | Leapsome | 0% | 0% | 12 |
| 10 | ChartHop | 0% | 0% | 10 |
| 11 | Cornerstone OnDemand | 0% | 13% | 15 |
| 12 | SAP SuccessFactors | 0% | 35% | 23 |

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

- Claude Haiku 4.5: Engagedly, Lattice; alternatives ChartHop, ELMO Software, Fuel50, TalentGuard
- GPT-5.4 mini: UKG Pro; alternatives Cornerstone Succession, Quantum Workplace, SAP SuccessFactors HCM
- Gemini 3.5 Flash: Lattice; alternatives ChartHop, OrgChart, PerformYard, SuccessionNow
- Perplexity Sonar: TalentGuard; alternatives Engagedly
- Grok 4.1 Fast: Engagedly; alternatives Lattice, SuccessionNow, SuccessionStack
- Mistral Small: Engagedly, Lattice; alternatives SuccessionNow, SuccessionStack, TalentGuard
- DeepSeek V4 Flash: Engagedly, Lattice; alternatives Leapsome, Paylocity, SuccessionNow, SuccessionStack
- Llama 4 Maverick: Engagedly; alternatives Lattice, SuccessionStack, UKG Pro Succession Planning
- Qwen 3.7 Flash: Engagedly; alternatives Lattice, SuccessionStack, SuccessionWizard, TalentGuard
- Kimi K2: SuccessionStack; alternatives ClearCompany, Engagedly, Lattice, Paylocity
- GLM 4.7 FlashX: Dayforce, Engagedly, Lattice, SuccessionStack; alternatives Cornerstone OnDemand, Leapsome, SAP SuccessFactors, SuccessionNow
- MiniMax M2.5: Engagedly; alternatives Lattice, TalentGuard, UKG Pro

## Sources the answers cite

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

- talentguard.com: 35 answers, 42 citations
- firsthr.app: 29 answers, 29 citations
- guideflow.com: 28 answers, 36 citations
- engagedly.com: 26 answers, 28 citations
- gartner.com: 23 answers, 30 citations
- peoplemanagingpeople.com: 23 answers, 23 citations
- successionstack.com: 21 answers, 27 citations
- softwareadvice.com: 19 answers, 22 citations

Pages named in the most answers:

- https://talentguard.com/blog/10-best-role-readiness-planning-software-for-2025 (34 answers)
- https://firsthr.app/compare/performance/succession-planning-software (28 answers)
- https://engagedly.com/blog/best-succession-planning-softwares (24 answers)
- https://gartner.com/reviews/market/succession-planning-technology (21 answers)
- https://peoplemanagingpeople.com/tools/best-succession-planning-software (20 answers)
- https://successionstack.com/best-succession-planning-software (20 answers)
- https://guideflow.com/blog/succession-planning-software (18 answers)
- https://monday.com/blog/project-management/succession-planning-software (16 answers)
- https://softwareadvice.com/hr/succession-planning-comparison (16 answers)
- https://workhuman.com/blog/succession-planning-software (12 answers)

## Warned against

- Workday: 8 of 20 labels negative. "Workday, SAP SuccessFactors, Cornerstone OnDemand: ... avoid purchasing them solely for succession" (Gemini 3.5 Flash, scale prompt)
- SAP SuccessFactors: 8 of 23 labels negative. "you generally want to avoid dedicated enterprise-suite software (like SAP SuccessFactors or Oracle) which can cost tens of thousands of dollars a year" (Qwen 3.7 Flash, budget prompt)
- Excel: 2 of 2 labels negative. "Using Excel, Google Sheets, or static offline templates to track your organization's succession plan is a widespread but dangerous practice." (Gemini 3.5 Flash, negative prompt)
- Paycom: 2 of 3 labels negative. "Paycom | Not intuitive, steep learning curve, limited features, poor support." (Grok 4.1 Fast, negative prompt)

## 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, September 2026 Edition, hr-ai-index.com.