# Engagedly vs TalentGuard: which do AI models recommend for succession planning, September 2026

HR AI Recommendation Index, September 2026 Edition, Succession planning. Eight of twelve models named Engagedly first on the direct prompt; one named TalentGuard. Page: https://hr-ai-index.com/performance/succession-planning/engagedly-vs-talentguard/

| | First-choice share | Rank | Negative rate | Labels | Models naming it |
|---|---|---|---|---|---|
| Engagedly | 17% | #2 of 13 | 0% | 14 | 10 of 12 |
| TalentGuard | 4% | #6 of 13 | 5% | 22 | 11 of 12 |

## The direct prompt, model by model

- Claude Haiku 4.5: engagedly first (first choices: Engagedly, Lattice) (alternatives: ChartHop, ELMO Software, Fuel50, TalentGuard)
- Grok 4.1 Fast: engagedly first (first choices: Engagedly) (alternatives: Lattice, SuccessionNow, SuccessionStack)
- Mistral Small: engagedly first (first choices: Engagedly, Lattice) (alternatives: SuccessionNow, SuccessionStack, TalentGuard)
- DeepSeek V4 Flash: engagedly first (first choices: Engagedly, Lattice) (alternatives: Leapsome, Paylocity, SuccessionNow, SuccessionStack)
- Llama 4 Maverick: engagedly first (first choices: Engagedly) (alternatives: Lattice, SuccessionStack, UKG Pro Succession Planning)
- Qwen 3.7 Flash: engagedly first (first choices: Engagedly) (alternatives: Lattice, SuccessionStack, SuccessionWizard, TalentGuard)
- GLM 4.7 FlashX: engagedly first (first choices: Dayforce, Engagedly, Lattice, SuccessionStack) (alternatives: Cornerstone OnDemand, Leapsome, SAP SuccessFactors, SuccessionNow, TalentGuard, UKG Pro Succession Planning, Workday HCM)
- MiniMax M2.5: engagedly first (first choices: Engagedly) (alternatives: Lattice, TalentGuard, UKG Pro)
- Perplexity Sonar: talentguard first (first choices: TalentGuard) (alternatives: Engagedly)
- Kimi K2: neither first, one named (first choices: SuccessionStack) (alternatives: ClearCompany, Engagedly, Lattice, Paylocity)
- GPT-5.4 mini: neither named (first choices: UKG Pro) (alternatives: Cornerstone Succession, Quantum Workplace, SAP SuccessFactors HCM)
- Gemini 3.5 Flash: neither named (first choices: Lattice) (alternatives: ChartHop, OrgChart, PerformYard, SuccessionNow, Teamflect)

## What the models said about Engagedly

- "For most mid‑market B2B companies, Engagedly, Lattice, Dayforce, or SuccessionStack strike the best balance" (GLM 4.7 FlashX, direct prompt, first choice)
- "Engagedly and Lattice are the strongest starting points due to their integrated platforms and AI-driven features" (Mistral Small, direct prompt, first choice)
- "Engagedly and Lattice are recommended for mid-market organizations for succession embedded in performance workflows" (Claude Haiku 4.5, direct prompt, first choice)

## What the models said about TalentGuard

- "come with high per-user fees and mandatory implementation or onboarding fees that can easily range from $5,000 to $10,000 upfront" (Gemini 3.5 Flash, budget prompt, soft negative)

Share is the count of first choices across the direct, paraphrase, budget and scale prompts over all twelve models, for a mid-market B2B company; rank is within the category. Comparisons are drawn for the top eight products in each category. Published under CC BY 4.0; the output is the models' output, and nothing here is a recommendation by the index.
