# Internal talent marketplace for small business buyers: what AI models recommend, November 2026

Gane Index, November 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 small B2B company. Page: https://www.gane.ai/index/hr/performance/internal-talent-marketplace/2026-11/smb

**Standing:** TalentGuard (tied with GoFIGR) leads with 14% of first choices; verdict contested. 51 first choices across the direct, paraphrase, budget and scale prompts.

## First-choice share

| Rank | Product | Share | Negative rate | Labels |
|---|---|---|---|---|
| 1 | [TalentGuard](https://www.gane.ai/index/hr/vendors/talentguard/index.md) | 14% | 0% | 18 |
| 2 | [GoFIGR](https://www.gane.ai/index/hr/vendors/gofigr/index.md) | 14% | 7% | 15 |
| 3 | [BambooHR](https://www.gane.ai/index/hr/vendors/bamboohr/index.md) | 12% | 4% | 26 |
| 4 | [Lattice](https://www.gane.ai/index/hr/vendors/lattice/index.md) | 12% | 0% | 12 |
| 5 | [Notion](https://www.gane.ai/index/hr/vendors/notion/index.md) | 6% | 0% | 10 |
| 9 | [Fuel50](https://www.gane.ai/index/hr/vendors/fuel50/index.md) | 4% | 69% | 29 |
| 10 | [Rippling](https://www.gane.ai/index/hr/vendors/rippling/index.md) | 2% | 0% | 10 |
| 22 | [Gloat](https://www.gane.ai/index/hr/vendors/gloat/index.md) | 2% | 83% | 29 |
| 23 | [Toptal](https://www.gane.ai/index/hr/vendors/toptal/index.md) | 0% | 15% | 20 |
| 24 | [Upwork](https://www.gane.ai/index/hr/vendors/upwork/index.md) | 0% | 41% | 27 |
| 127 | [365Talents](https://www.gane.ai/index/hr/vendors/365talents/index.md) | 0% | 46% | 13 |
| 155 | [Fiverr](https://www.gane.ai/index/hr/vendors/fiverr/index.md) | 0% | 54% | 26 |

Rank is by share of first choices among all 161 products named; products with the same share are tied, and the order among them carries no meaning. The table lists those with at least 10 labels.

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

- Claude Haiku 4.5: Liberwin, TalentGuard
- GPT-5.4 mini: Assembly; alternatives 365Talents
- Gemini 3.5 Flash: Lattice, MuchSkills; alternatives 360Learning, Kantata, Leapsome, Runn
- Perplexity Sonar: TalentGuard; alternatives BambooHR, Hitch Works
- Grok 4.20: Fuel50; alternatives GoFIGR, Microsoft Viva, TalentGuard
- Mistral Small: GoFIGR; alternatives Fuel50, TalentGuard
- DeepSeek V4 Flash: BambooHR, Lattice; alternatives GoFIGR
- Llama 4 Maverick: TalentGuard; alternatives BambooHR, Clous Internal Mobility, Teamflect
- Qwen 3.7 Flash: Rippling; alternatives 365Talents, Airtable, BambooHR, GoFIGR
- Kimi K2: GoFIGR; alternatives Skills Base, Spacewalk
- GLM 4.7 FlashX: GoFIGR; alternatives Asana, Jira, Microsoft Teams, Slack
- MiniMax M2.5: TalentGuard; alternatives Clous Internal Mobility, GoFIGR
- GPT-6 Luna: Sprad; alternatives Gigged.AI
- Muse Glimmer 30B: GoFIGR, formerly Flow of Work, Teamflect; alternatives DevSkiller TalentBoost

## Sources the answers cite

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

- guideflow.com: 27 answers, 28 citations
- peoplemanagingpeople.com: 20 answers, 21 citations
- gofigr.ai: 17 answers, 32 citations
- g2.com: 17 answers, 27 citations
- sourceforge.net: 16 answers, 25 citations
- gane.ai/index: 15 answers, 16 citations
- leadchangegroup.com: 13 answers, 21 citations
- github.com: 12 answers, 27 citations

Pages named in the most answers:

- https://guideflow.com/blog/talent-marketplace-platforms (22 answers)
- https://gofigr.ai/blog/best-talent-marketplace-platforms (16 answers)
- https://gane.ai/index/hr/performance/internal-talent-marketplace/smb (15 answers)
- https://peoplemanagingpeople.com/tools/best-talent-marketplace-platform (14 answers)
- https://skima.ai/blog/product-deep-dives/best-talent-marketplace-platforms (12 answers)
- https://softwarereviews.com/categories/internal-talent-marketplace (11 answers)
- https://leadchangegroup.com/internal-mobility-software/small-business (9 answers)
- https://omr.com/en/reviews/category/internal-talent-marketplace-platforms (9 answers)
- https://gcom.pdo.aws.gartner.com/reviews/market/internal-talent-marketplaces (8 answers)
- https://awesomic.com/blog/ultimate-list-talent-marketplaces-for-businesses-in-2025 (7 answers)

## Warned against

- Fiverr: 14 of 26 labels negative. "Use only for very small, non-critical tasks (e.g., resizing images, basic transcription)." (Qwen 3.7 Flash, negative prompt)
- Freelancer.com: 12 of 17 labels negative. "Large open marketplace with variable quality; avoid using it for mission-critical technical, legal, financial, or security work" (Perplexity Sonar, negative prompt)
- Gloat: 24 of 29 labels negative. "I generally wouldn't recommend a standalone internal mobility platform (like Gloat, Fuel50, or Eightfold AI). Those are built for enterprise scale" (Kimi K2, paraphrase prompt)
- Upwork: 11 of 27 labels negative. "platforms like Fiverr, Upwork, AngelList, and Freelancer.com are not ideal... it's best to avoid these sites" (Muse Glimmer 30B, negative prompt)

## Movement since October 2026

Floor: 13 points of share, measured on the calibration repeat.
Same leader: TalentGuard at 14%.

- GoFIGR: 0% to 14%, +14. Cleared the floor by 1 point · rank 63 → 2 of 161.
- Lattice: 2% to 12%, +10. Inside the floor by 3 points · rank 14 → 4 of 161.
- BambooHR: 7% to 12%, +5. Inside the floor by 8 points · rank 3 of 161, unchanged.
- TalentGuard: 18% to 14%, −4. Inside the floor by 9 points · rank 1 of 161, unchanged.
- Notion: 4% to 6%, +2. Inside the floor by 11 points · rank 5 of 161, unchanged.
- Fuel50: 4% to 4%, ±0. Inside the floor by 13 points · rank 11 → 9 of 161.
- Rippling: 2% to 2%, ±0. Inside the floor by 13 points · rank 12 → 10 of 161.
- Gloat: 2% to 2%, ±0. Inside the floor by 13 points · rank 23 → 22 of 161.
- Toptal: 0% to 0%, ±0. Inside the floor by 13 points · rank 24 → 23 of 161.
- Upwork: 0% to 0%, ±0. Inside the floor by 13 points · rank 27 → 24 of 161.
- 365Talents: 0% to 0%, ±0. Inside the floor by 13 points · rank 123 → 127 of 161.
- PeoplePerHour: 0% to 0%, ±0. Inside the floor by 13 points · rank 37 → 147 of 161.

## Record

- Method: https://www.gane.ai/index/hr/methodology
- License: CC BY 4.0. Cite as Gane Index, November 2026 Edition, www.gane.ai/index/hr.