# Lattice vs Engagedly: which do AI models recommend for succession planning, October 2026

HR AI Recommendation Index, October 2026 Edition, Succession planning. Three of fourteen models named Lattice first on the direct prompt; six named Engagedly. Page: https://hr-ai-index.com/performance/succession-planning/lattice-vs-engagedly/

| | First-choice share | Rank | Negative rate | Labels | Models naming it |
|---|---|---|---|---|---|
| Lattice | 28% | #1 of 13 | 11% | 36 | 13 of 14 |
| Engagedly | 11% | #2 of 13 | 0% | 17 | 10 of 14 |

## The direct prompt, model by model

- Perplexity Sonar: both first (first choices: Engagedly, Lattice) (alternatives: ADP Workforce Now, BambooHR, Dayforce, UKG Pro Succession Planning)
- Mistral Small: both first (first choices: Engagedly, Lattice) (alternatives: SuccessionNow, TalentGuard Succession Planning)
- MiniMax M2.5: lattice first (first choices: Lattice) (alternatives: Cornerstone Succession, Deel HR, Qooper, TalentGuard Succession Planning)
- Grok 4.1 Fast: engagedly first (first choices: Engagedly) (alternatives: BambooHR, Lattice, PerformYard, SuccessionNow)
- Qwen 3.7 Flash: engagedly first (first choices: Engagedly) (alternatives: BambooHR, Cornerstone Succession, Dayforce, SAP SuccessFactors Succession & Development)
- GLM 4.7 FlashX: engagedly first (first choices: Engagedly) (alternatives: Cornerstone Succession, Dayforce, Lattice, PeopleFluent Succession Management, SuccessionNow, UKG Pro Succession Planning)
- Muse Glimmer 30B: engagedly first (first choices: BambooHR, Engagedly) (alternatives: Lattice, Paylocity, SuccessionHR, UKG Pro Succession Planning)
- Claude Haiku 4.5: neither first, one named (first choices: Peoplebox) (alternatives: ChartHop, Engagedly, Lattice)
- Gemini 3.5 Flash: neither first, one named (first choices: SuccessionStack) (alternatives: HiBob, Lattice, PerformYard, TalentGuard Succession Planning)
- Llama 4 Maverick: neither first, one named (first choices: SuccessionHR) (alternatives: Cornerstone, Engagedly)
- GPT-5.4 mini: neither named (first choices: HiBob) (alternatives: BambooHR add-ons / partner ecosystem, ClearCompany, Cornerstone Talent Management / Talent Experience, UKG Pro Succession Planning, Workday Succession Planning)
- DeepSeek V4 Flash: neither named (first choices: SuccessionHR) (alternatives: BambooHR, Cornerstone Galaxy, PeopleFluent Succession Management)
- Kimi K2: neither named (first choices: BambooHR, HiBob) (alternatives: Cornerstone Succession, Fuel50)
- GPT-6 Luna: neither named (first choices: 15Five) (alternatives: Cornerstone Succession, SAP SuccessFactors Succession & Development, Workday Succession Planning)

## What the models said about Lattice

- "Lattice - A people management platform... best for mid-market and enterprise HR teams managing performance, goals, engagement, and compensation in one place." (Llama 4 Maverick, paraphrase prompt, first choice)

## What the models said about Engagedly

- "Engagedly and Lattice are the best overall choices due to their strong feature sets, ease of use, and mid-market focus." (Mistral Small, direct prompt, first choice)
- "if you want a single best default, Engagedly is the better fit for succession planning plus talent mobility" (Perplexity Sonar, direct prompt, first choice)

Share is the count of first choices across the direct, paraphrase, budget and scale prompts over all fourteen 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.