Data
MongoDB
MongoDB where documents fit the data: flexible AI configuration, conversation history, content.
How I use it
Shapes.inc stores its AI personality configurations and conversation data in MongoDB, where a flexible document shape fits better than a fixed schema. For transactional or heavily relational data I use PostgreSQL instead.
Offered through
Shipped with MongoDB
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Questions clients ask about MongoDB
- MongoDB or PostgreSQL?
- PostgreSQL by default. MongoDB when the data is genuinely document-shaped and the schema will keep changing, which is common for AI configuration and logs.
Work with me
Need MongoDB work done?
I work remotely with clients across the US, Canada, the UK, the UAE, Brazil and Australia. Tell me what you are building and I will reply with questions, a plan and an estimate.
- Published in IEEE Access, 2025
- BSc CS, Gold Medalist
- Clients in 6 countries
- 10 shipped projects