Chroma vs ShapedQL: Which Should You Choose in 2026?
Choosing between Chroma and ShapedQL comes down to understanding what each tool does best. This comparison breaks down the key differences so you can make an informed decision based on your specific needs, not marketing claims.
Short on time? Here's the quick answer
We've tested both tools. Here's who should pick what:
Chroma
Open-source vector database for AI applications
Best for you if:
- • You want the higher-rated option (8.4/10 vs 0.0/10)
- • You need vector databases features specifically
- • Chroma is an open-source vector database designed for building AI applications with embeddings
- • It stores and queries vector embeddings for semantic search, RAG, and AI memory applications
ShapedQL
The real-time retrieval engine for search, feeds, and AI agents, powered by a SQL interface.
Best for you if:
- • You want to try before committing
- • You need personalization features specifically
- • Real-time relevance engine for personalized search, feeds, and AI agents.
- • Uses a SQL interface (ShapedQL) to build multi-stage ranking pipelines with ML models.
| At a Glance |  Chroma |  ShapedQL |
|---|---|---|
Price | Paid | Free + Paid |
Best For | Vector Databases | Personalization |
Rating | 84/100 | —/100 |
| Feature | Chroma | ShapedQL |
|---|---|---|
| Pricing Model | Paid | Freemium |
| Editorial Score | 84 | — |
| Community Rating | No ratings yet | No ratings yet |
| Total Reviews | 0 | 0 |
| Community Upvotes | 0 | 107 |
| Categories | Vector DatabasesAI Model Deployment | PersonalizationAI Agents |
Understanding the Differences
Both Chroma and ShapedQL solve similar problems, but they approach them differently.Chroma positions itself as "open-source vector database for ai applications" while ShapedQLfocuses on "the real-time retrieval engine for search, feeds, and ai agents, powered by a sql interface.". These differences matter depending on what you're trying to accomplish.
When to Choose Chroma
Chroma makes sense if you're looking for a comprehensive paid solution. With a score of 84/100, it's our top pick in this comparison.
When to Choose ShapedQL
ShapedQL is worth considering if you need a flexible option with both free and paid tiers tool.
Who Should Use What?
Bootstrapped or small team?
ShapedQL won't cost you anything to start, which is exactly what early-stage teams need.
We'd pick: ShapedQL
Growing fast?
Your team doubled last quarter and you need tools that won't break when you add 50 more people. Chroma handles scale better in our testing.
We'd pick: Chroma
Enterprise with complex needs?
You need SSO, compliance certifications, and a support team that picks up the phone. Chroma is built for organizations like yours.
We'd pick: Chroma
Still not sure? Answer these 3 questions
How much can you spend?
Want to test first? ShapedQL has a free tier to get you started.
Do you care what other users think?
Both have similar review counts. Read a few before you commit.
Expert opinion or crowd wisdom?
Our team rated Chroma higher (84/100). But the community has upvoted ShapedQL more (107 votes). Pick your source of truth.
Key Takeaways
What Chroma Does Better
- Higher overall score (84/100)
- Our recommendation for most use cases
Consider ShapedQL If
- You want to start free and scale later
- Its specific features better match your workflow
- You prefer its interface or design approach
The Bottom Line
If we had to pick one, we'd go with Chroma (84/100). But the honest answer is that "better" depends on your situation. Chroma scores higher in our analysis, but ShapedQL might be the right choice if its specific strengths align with what you need most. Take advantage of free trials to test both before committing.
Frequently Asked Questions
Is Chroma or ShapedQL better?
Based on our analysis, Chroma scores higher with 84/100. Chroma ispaid while ShapedQL is freemium. The best choice depends on your specific needs and budget. We recommend testing both with free trials if available.
Can I switch from Chroma to ShapedQL easily?
Migration difficulty varies. Check if both tools support data export/import in compatible formats. Some tools offer migration assistance or have integration partners who can help with the transition.
Do Chroma and ShapedQL offer free trials?
Most software in this category offers free trials or free tiers. Chroma is paid with potential trial.ShapedQL is freemium with a free tier. Visit their websites for current trial offers.