# Internal talent marketplace: what AI models recommend, October 2026

HR AI Recommendation Index, October 2026 Edition. Asked as "internal talent marketplace" and as "internal mobility platform", six framings each, to fourteen models with search on, on behalf of a mid-market B2B company. Page: https://hr-ai-index.com/performance/internal-talent-marketplace/

**Standing:** Fuel50 leads with 47% of first choices; verdict clear leader. 47 first choices across the direct, paraphrase, budget and scale prompts.

## First-choice share

| # | Product | Share | Negative rate | Labels |
|---|---|---|---|---|
| 1 | Fuel50 | 47% | 12% | 41 |
| 2 | Engagedly | 11% | 0% | 17 |
| 3 | TalentGuard | 6% | 0% | 17 |
| 4 | 365Talents | 4% | 0% | 16 |
| 5 | Phenom | 2% | 36% | 11 |
| 6 | Eightfold AI | 2% | 47% | 38 |
| 7 | Toptal | 0% | 6% | 17 |
| 8 | Workday Talent Marketplace | 0% | 39% | 18 |
| 9 | Upwork | 0% | 44% | 25 |
| 10 | Cornerstone OnDemand | 0% | 46% | 13 |
| 11 | Fiverr | 0% | 50% | 26 |
| 12 | Freelancer.com | 0% | 53% | 19 |

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

- Claude Haiku 4.5: Eightfold AI, Fuel50
- GPT-5.4 mini: Fuel50; alternatives 365Talents, Workday Talent Marketplace
- Gemini 3.5 Flash: Nestor; alternatives 365Talents, Fuel50, TalentGuard
- Perplexity Sonar: Fuel50; alternatives Engagedly
- Grok 4.1 Fast: Fuel50; alternatives 365Talents, TalentGuard
- Mistral Small: Engagedly, Fuel50
- DeepSeek V4 Flash: Fuel50; alternatives Cornerstone OnDemand, Engagedly, TalentGuard, Workday Talent Marketplace
- Llama 4 Maverick: Skima AI; alternatives Fuel50, Sprad
- Qwen 3.7 Flash: Fuel50; alternatives Nestor
- Kimi K2: Fuel50; alternatives 365Talents
- GLM 4.7 FlashX: Fuel50; alternatives 365Talents, Engagedly, Reejig
- MiniMax M2.5: Fuel50; alternatives 365Talents, Engagedly, TalentGuard
- GPT-6 Luna: Fuel50; alternatives Gloat, Workday’s own Career Hub and Talent Marketplace
- Muse Glimmer 30B: Fuel50, SkillPanel; alternatives Sprad, TalentGuard

## Sources the answers cite

79 of 84 answers came back with a source list, from 14 of 14 models. Sites named in the most answers:

- fuel50.com: 32 answers, 52 citations
- engagedly.com: 28 answers, 52 citations
- sprad.io: 26 answers, 33 citations
- gartner.com: 25 answers, 25 citations
- peoplemanagingpeople.com: 23 answers, 28 citations
- talentguard.com: 22 answers, 29 citations
- skillpanel.com: 21 answers, 24 citations
- skima.ai: 20 answers, 21 citations

Pages named in the most answers:

- https://engagedly.com/blog/best-talent-mobility-softwares (28 answers)
- https://gartner.com/reviews/market/internal-talent-marketplaces (25 answers)
- https://skillpanel.com/blog/talent-marketplace-platform (21 answers)
- https://skima.ai/blog/product-deep-dives/best-talent-marketplace-platforms (20 answers)
- https://fuel50.com/blog/talent-marketplace-software (18 answers)
- https://peoplemanagingpeople.com/tools/best-talent-marketplace-platform (15 answers)
- https://talentguard.com/blog/best-talent-marketplace-platforms (14 answers)
- https://fuel50.com/blog/internal-talent-marketplace-platforms (13 answers)
- https://itechguides.com/best/internal-talent-marketplace-software (13 answers)
- https://hiringmanager.net/best-talent-marketplace-platforms (12 answers)

## Warned against

- Fiverr: 13 of 26 labels negative. "Platforms to Be Cautious About ... Fiverr ... Severe quality variability ... Fiverr's standard marketplace has the most reliability issues" (DeepSeek V4 Flash, negative prompt)
- Gloat: 27 of 45 labels negative. "Platforms to Avoid for Mid-Market - Gloat — ... enterprise-only (5,000+ employees), expensive" (DeepSeek V4 Flash, direct prompt)
- Upwork: 11 of 25 labels negative. "Many AI models recommend against using Upwork and Fiverr for enterprise-level talent needs" (Mistral Small, negative prompt)
- Freelancer.com: 10 of 19 labels negative. "Users report spammy job posts, unhelpful support, and verification delays... have more frequent reports of scams, spammy listings, and poor support.respond" (GLM 4.7 FlashX, negative prompt)

## Movement since September 2026

Floor: 13 points of share, measured on the calibration repeat.
Same leader: Fuel50 at 45%.

- Fuel50: 26% to 45%, +19. Cleared the floor by 6 points · rank 1 of 93, unchanged.
- 365Talents: 17% to 5%, −12. Inside the floor by 1 point · rank 2 → 5 of 93.
- Gloat: 9% to 0%, −9. Inside the floor by 4 points · rank 4 → 93 of 93.
- Workday Talent Marketplace: 4% to 0%, −4. Inside the floor by 9 points · rank 8 → 80 of 93.
- Engagedly: 9% to 12%, +4. Inside the floor by 9 points · rank 3 → 2 of 93.
- TalentGuard: 4% to 8%, +3. Inside the floor by 10 points · rank 5 → 3 of 93.
- Eightfold AI: 0% to 2%, +2. Inside the floor by 11 points · rank 124 → 13 of 93.
- Phenom: 2% to 2%, ±0. Inside the floor by 13 points · rank 9 → 12 of 93.
- Toptal: 0% to 0%, ±0. Inside the floor by 13 points · rank 19 → 14 of 93.
- Upwork: 0% to 0%, ±0. Inside the floor by 13 points · rank 98 → 88 of 93.
- Cornerstone OnDemand: 0% to 0%, ±0. Inside the floor by 13 points · rank 21 → 89 of 93.
- Fiverr: 0% to 0%, ±0. Inside the floor by 13 points · rank 77 → 91 of 93.

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