Best Tools for Teams 2026
Updated: February 2026
Collaboration and productivity tools for teams of all sizes. Improve communication and streamline workflows. We've curated 13 tools specifically suited for teams.
Key Takeaways
- Indexly is our #1 pick for vector databases for teams in 2026.
- We analyzed 13 vector databases for teams tools to create this ranking.
- 12 tools offer free plans, perfect for getting started.
- Average editorial score: 59/100 - high-quality category.
13 Vector Databases Tools for Teams
2
ShapedQL
The real-time retrieval engine for search, feeds, and AI agents, powered by a SQL interface.
Freemium
View Details 3
Manticore Search
An easy-to-use, open-source, and lightning-fast database for full-text and vector search.
Freemium
View Details 
Tigris Data
Multi-cloud object storage reimagined for high-performance data and AI workloads with Git-style workflows.
Freemium
View Details 
Forefront
Build, fine-tune, and run open-source AI models with the familiarity of leading platforms.
Freemium83/100
View Details 
Best Vector Databases for Other Use Cases
Frequently Asked Questions
What is the best vector databases tool for teams?
Based on our analysis, Indexly is the top choice for teams, with a score of /100.
Are there free vector databases tools for teams?
Yes! Indexly, ShapedQL, Manticore Search offer free plans suitable for teams.