Hugging Face vs. Microsoft Viva Engage vs. CELUM Creative Collaboration
| Product | Rating | Most Used By | Product Summary | Starting Price |
|---|---|---|---|---|
Hugging Face | Score9.9 out of 10 | N/A | Hugging Face is a git-based platform where teams store, version, and share models, datasets, and demo apps, together with the libraries used to train and fine-tune those models — Transformers, PEFT (Parameter-Efficient Fine-Tuning), TRL (Transformer Reinforcement Learning), Accelerate, and Datasets. Inference Endpoints, a separate production service on the same account, deploys a Hub model onto Hugging Face-managed GPUs and returns a URL. In September 2026, NVIDIA agreed to acquire Hugging Face,… | $9 per month |
Microsoft Viva Engage | Score8.6 out of 10 | N/A | Microsoft Viva Engage, formerly Yammer, is used for private communication within organizations or between organizational members and pre-designated groups. | $24 per year per user |
CELUM Creative Collaboration | Score7.7 out of 10 | N/A | WorkRooms blends agile task management with file organization. Users get a visual overview of projects, reviews and approvals and can share files with anyone. Built with a content-centric approach, WorkRooms focuses on the production, management and approval of content such as photos and graphics, audio or video material. Kanban-style boards are enhanced by clearly defined processes, smart access… | N/A |
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| Entry-level Setup Fee | No setup fee | No setup fee | No setup fee | |||||||||||||||||||||
| Additional Details | — | Microsoft Viva Engage is also available in some Microsoft 365 packages. | — | |||||||||||||||||||||
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| Hugging Face | Microsoft Viva Engage | CELUM Creative Collaboration | |
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| Considered Multiple Products | No answer on this topic | No answer on this topic | No answer on this topic |
| Key User Insights | |||
| Would buy again | |||
100% Would buy again 6 Answers | 86% Would buy again 19 Answers | No answers on this topic | |
| Delivers good value for the price | |||
100% Delivers good value for the price 6 Answers | 94% Delivers good value for the price 17 Answers | No answers on this topic | |
| Happy with the feature set | |||
100% Happy with the feature set 6 Answers | 95% Happy with the feature set 21 Answers | No answers on this topic | |
| Lived up to sales and marketing promises | |||
100% Lived up to sales and marketing promises 6 Answers | 100% Lived up to sales and marketing promises 10 Answers | No answers on this topic | |
| Implementation went as expected | |||
100% Implementation went as expected 6 Answers | 100% Implementation went as expected 13 Answers | No answers on this topic | |
| Hugging Face | Microsoft Viva Engage | CELUM Creative Collaboration | |||||||||||||||||||||||||||||||||||||
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| Hugging Face | Microsoft Viva Engage | CELUM Creative Collaboration | |
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| Small Businesses | Saturn Cloud Score7.8 out of 10 | Flock Score9.5 out of 10 | Flock Score9.5 out of 10 |
| Medium-sized Companies | DataRobot Score8.2 out of 10 | Troop Messenger Score9.8 out of 10 | Troop Messenger Score9.8 out of 10 |
| Enterprises | DataRobot Score8.2 out of 10 | Cisco Business Edition 7000 (discontinued) Score9 out of 10 | Cisco Business Edition 7000 (discontinued) Score9 out of 10 |
| All Alternatives | View all alternatives | View all alternatives | View all alternatives |
| Hugging Face | Microsoft Viva Engage | CELUM Creative Collaboration | |
|---|---|---|---|
| Likelihood to Recommend | 9.4 | 8.9 | 7.0 |
| Likelihood to Renew | - | 9.0 | - |
| Usability | - | 8.9 | - |
| Availability | - | 8.0 | - |
| Performance | - | 9.0 | - |
| Support Rating | - | 7.0 | - |
| Online Training | - | 7.0 | - |
| Implementation Rating | - | 8.0 | - |
| Hugging Face | Microsoft Viva Engage | CELUM Creative Collaboration | |
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| Likelihood to Renew | No answers on this topic |
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| Usability | No answers on this topic |
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| Reliability and Availability | No answers on this topic |
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| Performance | No answers on this topic |
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| Support Rating | No answers on this topic |
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| Online Training | No answers on this topic |
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| Implementation Rating | No answers on this topic |
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| ScreenShots | Hugging Face Screenshots | CELUM Creative Collaboration Screenshots |















