# Engagedly vs Eightfold AI: which do AI models recommend for internal talent marketpl, October 2026

HR AI Recommendation Index, October 2026 Edition, Internal talent marketplace. One of fourteen models named Engagedly first on the direct prompt; one named Eightfold AI. Page: https://hr-ai-index.com/performance/internal-talent-marketplace/engagedly-vs-eightfold-ai/

| | First-choice share | Rank | Negative rate | Labels | Models naming it |
|---|---|---|---|---|---|
| Engagedly | 11% | #2 of 13 | 0% | 17 | 9 of 14 |
| Eightfold AI | 2% | #6 of 13 | 47% | 38 | 13 of 14 |

## The direct prompt, model by model

- Mistral Small: engagedly first (first choices: Engagedly, Fuel50)
- Claude Haiku 4.5: eightfold ai first (first choices: Eightfold AI, Fuel50)
- Perplexity Sonar: neither first, one named (first choices: Fuel50) (alternatives: Engagedly)
- DeepSeek V4 Flash: neither first, one named (first choices: Fuel50) (alternatives: Cornerstone OnDemand, Engagedly, TalentGuard, Workday Talent Marketplace)
- GLM 4.7 FlashX: neither first, one named (first choices: Fuel50) (alternatives: 365Talents, Engagedly, Reejig)
- MiniMax M2.5: neither first, one named (first choices: Fuel50) (alternatives: 365Talents, Engagedly, TalentGuard)
- GPT-5.4 mini: neither named (first choices: Fuel50) (alternatives: 365Talents, Workday Talent Marketplace)
- Gemini 3.5 Flash: neither named (first choices: Nestor) (alternatives: 365Talents, Fuel50, TalentGuard)
- Grok 4.1 Fast: neither named (first choices: Fuel50) (alternatives: 365Talents, TalentGuard)
- Llama 4 Maverick: neither named (first choices: Skima AI) (alternatives: Fuel50, Sprad)
- Qwen 3.7 Flash: neither named (first choices: Fuel50) (alternatives: Nestor)
- Kimi K2: neither named (first choices: Fuel50) (alternatives: 365Talents)
- GPT-6 Luna: neither named (first choices: Fuel50) (alternatives: Gloat, Workday’s own Career Hub and Talent Marketplace)
- Muse Glimmer 30B: neither named (first choices: Fuel50, SkillPanel) (alternatives: Sprad, TalentGuard)

## What the models said about Engagedly

- "Mid-Market Sweet Spot: Look at platforms like Engagedly (which integrates performance, succession, and readiness-driven mobility for the 500+ segment)" (Gemini 3.5 Flash, scale prompt, first choice)
- "Engagedly is the most recommended due to its comprehensive features for talent mobility, succession planning, and AI-driven matching" (Mistral Small, paraphrase prompt, first choice)

## What the models said about Eightfold AI

- "Fuel50 and Eightfold tend to be the most commonly recommended options due to their scalability and mid-market-friendly approach" (Claude Haiku 4.5, 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.