Eight of twelve models named Engagedly first on the direct prompt; one named TalentGuard. Engagedly was named by ten of the twelve models and TalentGuard by eleven and Engagedly carries 14 labels and TalentGuard 22, so the shares are not directly comparable.
Named in nine categories this edition.
Named in three categories this edition.
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; every quote names the model and the prompt it came from. Both figures come from the succession planning page.
Across every category in the September 2026 Edition, Engagedly and TalentGuard were named in the same answer eighteen times, of the 63 answers naming Engagedly and the 116 naming TalentGuard. In those answers TalentGuard took the first choice three times and Engagedly nine.
| Model | Direct | Paraphrase | Comparative | Budget-constrained | Scale-constrained | Negative |
|---|---|---|---|---|---|---|
| Claude Haiku 4.5 | ||||||
| GPT-5.4 mini | ||||||
| Gemini 3.5 Flash | ||||||
| Perplexity Sonar | ||||||
| Grok 4.1 Fast | ||||||
| Mistral Small | ||||||
| DeepSeek V4 Flash | ||||||
| Llama 4 Maverick | ||||||
| Qwen 3.7 Flash | ||||||
| Kimi K2 | ||||||
| GLM 4.7 FlashX | ||||||
| MiniMax M2.5 |
Bold names in an answer are the products the judge labeled a first choice; a model naming several gives each of them that label. The full answer text for every row is in the record.
Every negative label with a quote, up to three, then the highest-weighted positives, up to three. Three of three in this category shown.
“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
Every negative label with a quote, up to three, then the highest-weighted positives, up to three. One of one in this category shown.
“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
Comparisons are drawn for the top eight products in each category, each against each. The output is the models' output; nothing here is a recommendation by the index.